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open/MLCommons/measurements/5024e36582b4-nvidia-gpu-TensorRT-scc24-base/README.md
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| Model | Scenario | Accuracy | Throughput | Latency (in ms) | | ||
|---------------------|------------|-----------------------|--------------|-------------------| | ||
| stable-diffusion-xl | offline | (15.58618, 236.08462) | 1.178 | - | |
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...T-scc24-base/stable-diffusion-xl/offline/5024e36582b4-nvidia-gpu-TensorRT-scc24-base.json
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{ | ||
"starting_weights_filename": "https://github.com/mlcommons/cm4mlops/blob/main/script/get-ml-model-stable-diffusion/_cm.json#L174", | ||
"retraining": "no", | ||
"input_data_types": "int32", | ||
"weight_data_types": "int8", | ||
"weight_transformations": "quantization, affine fusion" | ||
} |
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...24e36582b4-nvidia-gpu-TensorRT-scc24-base/stable-diffusion-xl/offline/README.md
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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-glibc2.29 | ||
* CPU version: x86_64 | ||
* Python version: 3.8.10 (default, Sep 11 2024, 16:02:53) | ||
[GCC 9.4.0] | ||
* MLCommons CM version: 3.0.2 | ||
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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=78d334367e6e6118c252c4bae33e33a2ed0fc69a | ||
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cm run script \ | ||
--tags=app,mlperf,inference,generic,_nvidia,_sdxl,_tensorrt,_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=nvidia \ | ||
--env.CM_MLPERF_MODEL=sdxl \ | ||
--env.CM_MLPERF_RUN_STYLE=test \ | ||
--env.CM_MLPERF_SKIP_SUBMISSION_GENERATION=False \ | ||
--env.CM_MLPERF_BACKEND=tensorrt \ | ||
--env.CM_MLPERF_SUBMISSION_SYSTEM_TYPE=datacenter \ | ||
--env.CM_MLPERF_CLEAN_ALL=True \ | ||
--env.CM_MLPERF_DEVICE= \ | ||
--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_GENERATION_STYLE=short \ | ||
--env.CM_MLPERF_SUT_NAME_RUN_CONFIG_SUFFIX4=scc24-base \ | ||
--env.CM_DOCKER_IMAGE_NAME=scc24-nvidia \ | ||
--env.CM_MLPERF_LOADGEN_ALL_MODES=yes \ | ||
--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 \ | ||
--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=/home/arjun/scc_gh_action_results \ | ||
--env.CM_MLPERF_INFERENCE_SUBMISSION_DIR=/home/arjun/scc_gh_action_submissions \ | ||
--env.SDXL_CHECKPOINT_PATH=/home/cmuser/CM/repos/local/cache/6be1f30ecbde4c4e/stable_diffusion_fp16 \ | ||
--env.MLPERF_SCRATCH_PATH=/home/cmuser/CM/repos/local/cache/e066920512fd47b7 | ||
``` | ||
*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: 5024e36582b4-nvidia-gpu-TensorRT-scc24-base | ||
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Model Precision: int8 | ||
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### Accuracy Results | ||
`CLIP_SCORE`: `15.58618`, Required accuracy for closed division `>= 31.68632` and `<= 31.81332` | ||
`FID_SCORE`: `236.08462`, Required accuracy for closed division `>= 23.01086` and `<= 23.95008` | ||
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### Performance Results | ||
`Samples per second`: `1.17802` |
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