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Results from docker container in MLC server - NVIDIA H100 80GB HBM3
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open/MLCommons/measurements/gh_action-reference-gpu-pytorch_v2.5.1-cu124/README.md
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| Model | Scenario | Accuracy | Throughput | Latency (in ms) | | ||
|---------------------|------------|------------|--------------|-------------------| | ||
| stable-diffusion-xl | offline | () | 0.821 | - | |
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...action-reference-gpu-pytorch_v2.5.1-cu124/stable-diffusion-xl/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-5.15.0-113-generic-x86_64-with-glibc2.35 | ||
* CPU version: x86_64 | ||
* Python version: 3.10.12 (main, Jan 17 2025, 14:35:34) [GCC 11.4.0] | ||
* MLCommons CM version: 3.5.3 | ||
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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 mlcommons@mlperf-automations --checkout=3f93ae65d62eaace4e89b216a30157a687b4194f | ||
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cm run script \ | ||
--tags=run-mlperf,inference,_submission \ | ||
--execution_mode=valid \ | ||
--batch_size=1 \ | ||
--scenario=Offline \ | ||
--submitter=MLCommons \ | ||
--pull_changes=yes \ | ||
--pull_inference_changes=yes \ | ||
--model=sdxl \ | ||
--backend=pytorch \ | ||
--device=cuda \ | ||
--scenario=Offline \ | ||
--precision=float16 \ | ||
--quiet \ | ||
--adr.compiler.tags=gcc \ | ||
--hw_name=gh_action \ | ||
--results_dir=/root/tmpres/gh_action_results \ | ||
--submission_dir=/root/gh_action_submissions \ | ||
--clean | ||
``` | ||
*Note that if you want to use the [latest automation recipes](https://docs.mlcommons.org/inference) for MLPerf (CM scripts), | ||
you should simply reload mlcommons@mlperf-automations without checkout and clean CM cache as follows:* | ||
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```bash | ||
cm rm repo mlcommons@mlperf-automations | ||
cm pull repo mlcommons@mlperf-automations | ||
cm rm cache -f | ||
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``` | ||
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## Results | ||
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Platform: gh_action-reference-gpu-pytorch_v2.5.1-cu124 | ||
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Model Precision: fp32 | ||
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### Accuracy Results | ||
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### Performance Results | ||
`Samples per second`: `0.821368` |
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graph TD | ||
app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_valid,_r5.0-dev_default,_float16,_offline_) --> detect,os | ||
app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_valid,_r5.0-dev_default,_float16,_offline_) --> get,sys-utils-cm | ||
app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_valid,_r5.0-dev_default,_float16,_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_(_reference,_sdxl,_pytorch,_cuda,_valid,_r5.0-dev_default,_float16,_offline_) --> get,mlcommons,inference,src | ||
pull-git-repo,c23132ed65c4421d --> detect,os | ||
app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_valid,_r5.0-dev_default,_float16,_offline_) --> pull,git,repo | ||
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 | ||
get-mlperf-inference-utils,e341e5f86d8342e5 --> get,mlperf,inference,src | ||
app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_valid,_r5.0-dev_default,_float16,_offline_) --> get,mlperf,inference,utils | ||
get-cuda-devices,7a3ede4d3558427a_(_with-pycuda_) --> get,cuda,_toolkit | ||
get-cuda-devices,7a3ede4d3558427a_(_with-pycuda_) --> get,python3 | ||
get-generic-python-lib,94b62a682bc44791_(_package.pycuda_) --> get,python3 | ||
get-cuda-devices,7a3ede4d3558427a_(_with-pycuda_) --> get,generic-python-lib,_package.pycuda | ||
get-generic-python-lib,94b62a682bc44791_(_package.numpy_) --> get,python3 | ||
get-cuda-devices,7a3ede4d3558427a_(_with-pycuda_) --> get,generic-python-lib,_package.numpy | ||
app-mlperf-inference,d775cac873ee4231_(_reference,_sdxl,_pytorch,_cuda,_valid,_r5.0-dev_default,_float16,_offline_) --> get,cuda-devices,_with-pycuda | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> detect,os | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> detect,cpu | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,sys-utils-cm | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,python | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,cuda,_cudnn | ||
get-generic-python-lib,94b62a682bc44791_(_torch_cuda_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_torch_cuda | ||
get-generic-python-lib,94b62a682bc44791_(_torchvision_cuda_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_torchvision_cuda | ||
get-ml-model-stable-diffusion,22c6516b2d4d4c23_(_pytorch,_batch_size.1,_fp16_) --> download-and-extract,_rclone,_url.mlc-inference:mlcommons-inference-wg-public/stable_diffusion_fp16 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,ml-model,stable-diffusion,text-to-image,sdxl,raw,_pytorch,_batch_size.1,_fp16 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,dataset,coco2014,_validation,_full | ||
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 | ||
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 | ||
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,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> generate,user-conf,mlperf,inference | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,loadgen | ||
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-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,mlcommons,inference,src | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,mlcommons,inference,src | ||
get-generic-python-lib,94b62a682bc44791_(_package.psutil_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.psutil | ||
get-generic-python-lib,94b62a682bc44791_(_package.diffusers_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.diffusers | ||
get-generic-python-lib,94b62a682bc44791_(_package.transformers_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.transformers | ||
get-generic-python-lib,94b62a682bc44791_(_package.torchvision_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.torchvision | ||
get-generic-python-lib,94b62a682bc44791_(_package.accelerate_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.accelerate | ||
get-generic-python-lib,94b62a682bc44791_(_package.torchmetrics_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.torchmetrics | ||
get-generic-python-lib,94b62a682bc44791_(_package.torch-fidelity_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.torch-fidelity | ||
get-generic-python-lib,94b62a682bc44791_(_package.open_clip_torch_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.open_clip_torch | ||
get-generic-python-lib,94b62a682bc44791_(_package.opencv-python_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.opencv-python | ||
get-generic-python-lib,94b62a682bc44791_(_package.scipy_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.scipy | ||
get-generic-python-lib,94b62a682bc44791_(_package.pandas_) --> get,python3 | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> get,generic-python-lib,_package.pandas | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
benchmark-program,19f369ef47084895 --> detect,cpu | ||
benchmark-program-mlperf,cfff0132a8aa4018 --> benchmark-program,program | ||
app-mlperf-inference-mlcommons-python,ff149e9781fc4b65_(_pytorch,_offline,_cuda,_batch_size.1,_sdxl,_float16_) --> benchmark-mlperf |
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...tion-reference-gpu-pytorch_v2.5.1-cu124/stable-diffusion-xl/offline/cm-deps.png
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