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...asurements/f2e96208b1af-reference-gpu-pytorch-v2.5.1-scc24-base_cu124/README.md
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| | Model | Scenario | Accuracy | Throughput | Latency (in ms) | | ||
| |---------------------|------------|----------------------|--------------|-------------------| | ||
| | stable-diffusion-xl | offline | (16.3689, 237.82579) | 0.384 | - | |
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| This experiment is generated using the [MLCommons Collective Mind automation framework (CM)](https://github.com/mlcommons/cm4mlops). | ||
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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-6.2.0-39-generic-x86_64-with-glibc2.35 | ||
| * CPU version: x86_64 | ||
| * Python version: 3.10.12 (main, Sep 11 2024, 15:47:36) [GCC 11.4.0] | ||
| * MLCommons CM version: 3.3.4 | ||
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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 cmind | ||
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| cm rm cache -f | ||
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| cm pull repo gateoverflow@cm4mlops --checkout=c10b61abeabfc24b30f56a70c735b93eac8681db | ||
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| cm run script \ | ||
| --tags=app,mlperf,inference,generic,_reference,_sdxl,_pytorch,_cuda,_test,_r4.1-dev_default,_float16,_offline \ | ||
| --quiet=true \ | ||
| --env.CM_MLPERF_MODEL_SDXL_DOWNLOAD_TO_HOST=yes \ | ||
| --env.CM_QUIET=yes \ | ||
| --env.CM_MLPERF_IMPLEMENTATION=reference \ | ||
| --env.CM_MLPERF_MODEL=sdxl \ | ||
| --env.CM_MLPERF_RUN_STYLE=test \ | ||
| --env.CM_MLPERF_SKIP_SUBMISSION_GENERATION=False \ | ||
| --env.CM_DOCKER_PRIVILEGED_MODE=True \ | ||
| --env.CM_MLPERF_BACKEND=pytorch \ | ||
| --env.CM_MLPERF_SUBMISSION_SYSTEM_TYPE=datacenter \ | ||
| --env.CM_MLPERF_CLEAN_ALL=True \ | ||
| --env.CM_MLPERF_DEVICE=cuda \ | ||
| --env.CM_MLPERF_USE_DOCKER=True \ | ||
| --env.CM_MLPERF_MODEL_PRECISION=float16 \ | ||
| --env.OUTPUT_BASE_DIR=/home/arjun/scc_gh_action_results \ | ||
| --env.CM_MLPERF_LOADGEN_SCENARIO=Offline \ | ||
| --env.CM_MLPERF_INFERENCE_SUBMISSION_DIR=/home/arjun/scc_gh_action_submissions \ | ||
| --env.CM_MLPERF_INFERENCE_VERSION=4.1-dev \ | ||
| --env.CM_RUN_MLPERF_INFERENCE_APP_DEFAULTS=r4.1-dev_default \ | ||
| --env.CM_MLPERF_SUBMISSION_DIVISION=open \ | ||
| --env.CM_RUN_MLPERF_SUBMISSION_PREPROCESSOR=False \ | ||
| --env.CM_MLPERF_SUBMISSION_GENERATION_STYLE=short \ | ||
| --env.CM_MLPERF_SUT_NAME_RUN_CONFIG_SUFFIX4=scc24-base \ | ||
| --env.CM_DOCKER_IMAGE_NAME=scc24-reference \ | ||
| --env.CM_MLPERF_INFERENCE_MIN_QUERY_COUNT=50 \ | ||
| --env.CM_MLPERF_LOADGEN_ALL_MODES=yes \ | ||
| --env.CM_MLPERF_INFERENCE_SOURCE_VERSION=4.1.23 \ | ||
| --env.CM_MLPERF_LAST_RELEASE=v4.1 \ | ||
| --env.CM_TMP_CURRENT_PATH=/home/arjun/actions-runner/_work/cm4mlops/cm4mlops \ | ||
| --env.CM_TMP_PIP_VERSION_STRING= \ | ||
| --env.CM_MODEL=sdxl \ | ||
| --env.CM_MLPERF_LOADGEN_COMPLIANCE=no \ | ||
| --env.CM_MLPERF_CLEAN_SUBMISSION_DIR=yes \ | ||
| --env.CM_RERUN=yes \ | ||
| --env.CM_MLPERF_LOADGEN_EXTRA_OPTIONS= \ | ||
| --env.CM_MLPERF_LOADGEN_MODE=performance \ | ||
| --env.CM_MLPERF_LOADGEN_SCENARIOS,=Offline \ | ||
| --env.CM_MLPERF_LOADGEN_MODES,=performance,accuracy \ | ||
| --env.CM_OUTPUT_FOLDER_NAME=test_results \ | ||
| --env.CM_DOCKER_REUSE_EXISTING_CONTAINER=no \ | ||
| --env.CM_DOCKER_DETACHED_MODE=yes \ | ||
| --add_deps_recursive.get-mlperf-inference-results-dir.tags=_version.r4_1-dev \ | ||
| --add_deps_recursive.get-mlperf-inference-submission-dir.tags=_version.r4_1-dev \ | ||
| --add_deps_recursive.mlperf-inference-nvidia-scratch-space.tags=_version.r4_1-dev \ | ||
| --add_deps_recursive.submission-checker.tags=_short-run \ | ||
| --add_deps_recursive.coco2014-preprocessed.tags=_size.50,_with-sample-ids \ | ||
| --add_deps_recursive.coco2014-dataset.tags=_size.50,_with-sample-ids \ | ||
| --add_deps_recursive.nvidia-preprocess-data.extra_cache_tags=scc24-base \ | ||
| --v=False \ | ||
| --print_env=False \ | ||
| --print_deps=False \ | ||
| --dump_version_info=True \ | ||
| --env.OUTPUT_BASE_DIR=/cm-mount/home/arjun/scc_gh_action_results \ | ||
| --env.CM_MLPERF_INFERENCE_SUBMISSION_DIR=/cm-mount/home/arjun/scc_gh_action_submissions \ | ||
| --env.SDXL_CHECKPOINT_PATH=/home/cmuser/CM/repos/local/cache/6be1f30ecbde4c4e/stable_diffusion_fp16 | ||
| ``` | ||
| *Note that if you want to use the [latest automation recipes](https://docs.mlcommons.org/inference) for MLPerf (CM scripts), | ||
| you should simply reload gateoverflow@cm4mlops without checkout and clean CM cache as follows:* | ||
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| ```bash | ||
| cm rm repo gateoverflow@cm4mlops | ||
| cm pull repo gateoverflow@cm4mlops | ||
| cm rm cache -f | ||
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| ``` | ||
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| ## Results | ||
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| Platform: f2e96208b1af-reference-gpu-pytorch-v2.5.1-scc24-base_cu124 | ||
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| Model Precision: fp32 | ||
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| ### Accuracy Results | ||
| `CLIP_SCORE`: `16.3689`, Required accuracy for closed division `>= 31.68632` and `<= 31.81332` | ||
| `FID_SCORE`: `237.82579`, Required accuracy for closed division `>= 23.01086` and `<= 23.95008` | ||
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| ### Performance Results | ||
| `Samples per second`: `0.38412` |
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| graph TD | ||
| app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_test,_r4.1-dev_default,_float16,_offline_) --> detect,os | ||
| app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_test,_r4.1-dev_default,_float16,_offline_) --> get,sys-utils-cm | ||
| app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_test,_r4.1-dev_default,_float16,_offline_) --> get,python | ||
| get-mlperf-inference-src,4b57186581024797 --> detect,os | ||
| get-mlperf-inference-src,4b57186581024797 --> get,python3 | ||
| get-git-repo,ed603e7292974f10_(_branch.master,_repo.https://github.com/mlcommons/inference_) --> detect,os | ||
| get-mlperf-inference-src,4b57186581024797 --> get,git,repo,_branch.master,_repo.https://github.com/mlcommons/inference | ||
| app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_test,_r4.1-dev_default,_float16,_offline_) --> get,mlcommons,inference,src | ||
| get-mlperf-inference-utils,e341e5f86d8342e5 --> get,mlperf,inference,src | ||
| app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_test,_r4.1-dev_default,_float16,_offline_) --> get,mlperf,inference,utils | ||
| get-cuda,46d133d9ef92422d_(_toolkit_) --> detect,os | ||
| get-cuda-devices,7a3ede4d3558427a_(_with-pycuda_) --> get,cuda,_toolkit | ||
| get-cuda-devices,7a3ede4d3558427a_(_with-pycuda_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.pycuda_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.pycuda_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.pycuda_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_pip_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_pip_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_pip_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.pycuda_) --> get,generic-python-lib,_pip | ||
| get-cuda-devices,7a3ede4d3558427a_(_with-pycuda_) --> get,generic-python-lib,_package.pycuda | ||
| get-generic-python-lib,94b62a682bc44791_(_package.numpy_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.numpy_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.numpy_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.numpy_) --> get,generic-python-lib,_pip | ||
| get-cuda-devices,7a3ede4d3558427a_(_with-pycuda_) --> get,generic-python-lib,_package.numpy | ||
| app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_test,_r4.1-dev_default,_float16,_offline_) --> get,cuda-devices,_with-pycuda | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> detect,cpu | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,sys-utils-cm | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,python | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,cuda,_cudnn | ||
| get-generic-python-lib,94b62a682bc44791_(_torch_cuda_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_torch_cuda_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_torch_cuda_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_torch_cuda_) --> get,generic-python-lib,_pip | ||
| get-generic-python-lib,94b62a682bc44791_(_torch_cuda_) --> get,cuda | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_torch_cuda | ||
| get-generic-python-lib,94b62a682bc44791_(_torchvision_cuda_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_torchvision_cuda_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_torchvision_cuda_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_torchvision_cuda_) --> get,generic-python-lib,_pip | ||
| get-generic-python-lib,94b62a682bc44791_(_torchvision_cuda_) --> get,cuda | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_torchvision_cuda | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,ml-model,stable-diffusion,text-to-image,sdxl,raw,_pytorch,_fp16 | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,dataset,coco2014,_validation,_with-sample-ids,_size.50 | ||
| 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-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> generate,user-conf,mlperf,inference | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,loadgen | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,mlcommons,inference,src | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,mlcommons,inference,src | ||
| get-generic-python-lib,94b62a682bc44791_(_package.psutil_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.psutil_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.psutil_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.psutil_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.psutil | ||
| get-generic-python-lib,94b62a682bc44791_(_package.diffusers_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.diffusers_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.diffusers_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.diffusers_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.diffusers | ||
| get-generic-python-lib,94b62a682bc44791_(_package.transformers_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.transformers_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.transformers_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.transformers_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.transformers | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torchvision_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torchvision_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torchvision_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torchvision_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.torchvision | ||
| get-generic-python-lib,94b62a682bc44791_(_package.accelerate_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.accelerate_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.accelerate_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.accelerate_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.accelerate | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torchmetrics_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torchmetrics_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torchmetrics_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torchmetrics_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.torchmetrics | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torch-fidelity_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torch-fidelity_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torch-fidelity_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.torch-fidelity_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.torch-fidelity | ||
| get-generic-python-lib,94b62a682bc44791_(_package.open_clip_torch_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.open_clip_torch_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.open_clip_torch_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.open_clip_torch_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.open_clip_torch | ||
| get-generic-python-lib,94b62a682bc44791_(_package.opencv-python_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.opencv-python_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.opencv-python_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.opencv-python_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.opencv-python | ||
| get-generic-python-lib,94b62a682bc44791_(_package.scipy_) --> detect,os | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| get-generic-python-lib,94b62a682bc44791_(_package.scipy_) --> detect,cpu | ||
| get-generic-python-lib,94b62a682bc44791_(_package.scipy_) --> get,python3 | ||
| get-generic-python-lib,94b62a682bc44791_(_package.scipy_) --> get,generic-python-lib,_pip | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> get,generic-python-lib,_package.scipy | ||
| detect-cpu,586c8a43320142f7 --> detect,os | ||
| benchmark-program,19f369ef47084895 --> detect,cpu | ||
| benchmark-program-mlperf,cfff0132a8aa4018 --> benchmark-program,program | ||
| app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_sdxl,_cuda,_offline,_float16_) --> benchmark-mlperf |
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