rocm
/
cuda_inference_transformers_image-classification_google
/vit-base-patch16-224
/benchmark.json
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
bd043be
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.2.2+rocm5.7", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "image-classification", | |
"library": "transformers", | |
"model_type": "vit", | |
"model": "google/vit-base-patch16-224", | |
"processor": "google/vit-base-patch16-224", | |
"device": "cuda", | |
"device_ids": "4", | |
"seed": 42, | |
"inter_op_num_threads": null, | |
"intra_op_num_threads": null, | |
"model_kwargs": {}, | |
"processor_kwargs": {}, | |
"no_weights": true, | |
"device_map": null, | |
"torch_dtype": null, | |
"eval_mode": true, | |
"to_bettertransformer": false, | |
"low_cpu_mem_usage": null, | |
"attn_implementation": null, | |
"cache_implementation": null, | |
"autocast_enabled": false, | |
"autocast_dtype": null, | |
"torch_compile": false, | |
"torch_compile_target": "forward", | |
"torch_compile_config": {}, | |
"quantization_scheme": null, | |
"quantization_config": {}, | |
"deepspeed_inference": false, | |
"deepspeed_inference_config": {}, | |
"peft_type": null, | |
"peft_config": {} | |
}, | |
"scenario": { | |
"name": "inference", | |
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario", | |
"iterations": 1, | |
"duration": 1, | |
"warmup_runs": 1, | |
"input_shapes": { | |
"batch_size": 1, | |
"num_choices": 2, | |
"sequence_length": 2 | |
}, | |
"new_tokens": null, | |
"memory": true, | |
"latency": true, | |
"energy": false, | |
"forward_kwargs": {}, | |
"generate_kwargs": { | |
"max_new_tokens": 2, | |
"min_new_tokens": 2 | |
}, | |
"call_kwargs": { | |
"num_inference_steps": 2 | |
} | |
}, | |
"launcher": { | |
"name": "process", | |
"_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", | |
"device_isolation": true, | |
"device_isolation_action": "error", | |
"numactl": false, | |
"numactl_kwargs": {}, | |
"start_method": "spawn" | |
}, | |
"environment": { | |
"cpu": " AMD EPYC 7763 64-Core Processor", | |
"cpu_count": 128, | |
"cpu_ram_mb": 1082015.256576, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]" | |
], | |
"gpu_count": 8, | |
"gpu_vram_mb": 549621596160, | |
"optimum_benchmark_version": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.1", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 903.20896, | |
"max_global_vram": 689.389568, | |
"max_process_vram": 44038.336512, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.0659921875, | |
"mean": 7.0659921875, | |
"stdev": 0.0, | |
"p50": 7.0659921875, | |
"p90": 7.0659921875, | |
"p95": 7.0659921875, | |
"p99": 7.0659921875, | |
"values": [ | |
7.0659921875 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1073.483776, | |
"max_global_vram": 777.80992, | |
"max_process_vram": 169561.817088, | |
"max_reserved": 406.847488, | |
"max_allocated": 355.303424 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 159, | |
"total": 0.9984494948387149, | |
"mean": 0.00627955657131267, | |
"stdev": 0.0003942132553419293, | |
"p50": 0.006403985977172851, | |
"p90": 0.006804209136962891, | |
"p95": 0.006847664928436279, | |
"p99": 0.006900483617782593, | |
"values": [ | |
0.006883504867553711, | |
0.006810705184936524, | |
0.006818224906921386, | |
0.0068665452003479005, | |
0.006903824806213379, | |
0.006898064136505127, | |
0.006853425025939942, | |
0.00683982515335083, | |
0.006806704998016357, | |
0.006805105209350586, | |
0.0067494258880615235, | |
0.006752944946289062, | |
0.006768465042114258, | |
0.006742865085601807, | |
0.006787024974822998, | |
0.0067630248069763185, | |
0.006735986232757569, | |
0.006718706130981445, | |
0.006803985118865967, | |
0.006753105163574219, | |
0.006770705223083496, | |
0.006796464920043945, | |
0.006773105144500732, | |
0.006773584842681884, | |
0.00676766586303711, | |
0.00674846601486206, | |
0.006734865188598633, | |
0.006810385227203369, | |
0.006847024917602539, | |
0.00687374496459961, | |
0.006786224842071534, | |
0.006838065147399902, | |
0.007709902763366699, | |
0.00687374496459961, | |
0.006427986145019531, | |
0.006467665195465088, | |
0.006423185825347901, | |
0.00641278600692749, | |
0.006436945915222168, | |
0.0063868660926818845, | |
0.006431985855102539, | |
0.006442545890808105, | |
0.0064148659706115725, | |
0.006423185825347901, | |
0.006424305915832519, | |
0.006424625873565674, | |
0.0064484658241271975, | |
0.006402225971221924, | |
0.006426546096801758, | |
0.006441746234893799, | |
0.006394546031951904, | |
0.006429746150970459, | |
0.006411345958709716, | |
0.006403985977172851, | |
0.0064174261093139645, | |
0.0064076662063598635, | |
0.006403666019439697, | |
0.006099987030029297, | |
0.005888466835021973, | |
0.00625662612915039, | |
0.005980146884918213, | |
0.0061009469032287595, | |
0.005854386806488037, | |
0.005864946842193603, | |
0.005884787082672119, | |
0.0058587069511413575, | |
0.005808146953582763, | |
0.005789107799530029, | |
0.005810546875, | |
0.005803826808929443, | |
0.005659508228302002, | |
0.005629746913909912, | |
0.005644787788391113, | |
0.005651348114013672, | |
0.005661107063293457, | |
0.006249906063079834, | |
0.006444945812225342, | |
0.006203826904296875, | |
0.006150705814361572, | |
0.006405585765838623, | |
0.006423026084899902, | |
0.006391985893249512, | |
0.006431826114654541, | |
0.00609982681274414, | |
0.005977266788482666, | |
0.005821268081665039, | |
0.006028625965118408, | |
0.00583054780960083, | |
0.0058587069511413575, | |
0.005861426830291748, | |
0.0058678269386291506, | |
0.0059014267921447755, | |
0.005924946784973144, | |
0.0057847871780395506, | |
0.005999826908111573, | |
0.00582254695892334, | |
0.00584142780303955, | |
0.005991826057434082, | |
0.00585454797744751, | |
0.005871827125549316, | |
0.005887347221374512, | |
0.005910546779632569, | |
0.00591694688796997, | |
0.005909107208251953, | |
0.005818546772003174, | |
0.005851027011871338, | |
0.0060814270973205565, | |
0.005833426952362061, | |
0.005952147006988526, | |
0.0060721468925476075, | |
0.006345427036285401, | |
0.006209586143493652, | |
0.006118866920471191, | |
0.0058689479827880855, | |
0.005963986873626709, | |
0.006401586055755615, | |
0.00642862606048584, | |
0.006426705837249756, | |
0.006417585849761963, | |
0.006492946147918701, | |
0.006451985836029053, | |
0.006439986228942871, | |
0.006453105926513672, | |
0.006398866176605225, | |
0.006437905788421631, | |
0.006423505783081054, | |
0.006403346061706543, | |
0.006441425800323486, | |
0.006420145988464356, | |
0.006461266040802002, | |
0.006501585960388184, | |
0.006426546096801758, | |
0.006465425968170166, | |
0.00644062614440918, | |
0.006417585849761963, | |
0.006446705818176269, | |
0.006442225933074951, | |
0.006448145866394043, | |
0.006434706211090088, | |
0.006408626079559326, | |
0.006454386234283447, | |
0.006145586013793945, | |
0.006177587032318115, | |
0.006237745761871338, | |
0.006091987133026123, | |
0.006063025951385498, | |
0.005875028133392334, | |
0.005920627117156982, | |
0.005918547153472901, | |
0.005648626804351807, | |
0.0056475081443786625, | |
0.005651027202606201, | |
0.005649427890777588, | |
0.005651668071746826, | |
0.005685266971588135, | |
0.005669427871704102, | |
0.005845426082611084, | |
0.005635666847229004, | |
0.0056529479026794435 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 159.24691316077454 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |