{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model": "google/vit-base-patch16-224", "processor": "google/vit-base-patch16-224", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "hub_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, "latency": true, "memory": true, "energy": true, "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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.amzn2.x86_64-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "NVIDIA A10G" ], "gpu_count": 1, "gpu_vram_mb": 24146608128, "optimum_benchmark_version": "0.2.0", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 909.991936, "max_global_vram": 1057.488896, "max_process_vram": 0.0, "max_reserved": 406.847488, "max_allocated": 364.432384 }, "latency": { "unit": "s", "count": 170, "total": 0.9968906579017642, "mean": 0.005864062693539789, "stdev": 0.00018141726676956611, "p50": 0.005851136207580566, "p90": 0.0059588606357574465, "p95": 0.006003660869598389, "p99": 0.006862643094062805, "values": [ 0.006202367782592774, 0.005985280036926269, 0.0059391999244689945, 0.006007808208465576, 0.005985280036926269, 0.00601907205581665, 0.005955584049224853, 0.0059985918998718265, 0.005970943927764893, 0.005986303806304932, 0.00597811222076416, 0.005902400016784668, 0.006020063877105713, 0.005958655834197998, 0.005911551952362061, 0.005898240089416504, 0.005832704067230224, 0.005798912048339844, 0.005736447811126709, 0.005827648162841797, 0.005828544139862061, 0.005901311874389649, 0.005924863815307617, 0.00591871976852417, 0.005923840045928955, 0.0059023361206054685, 0.0058419198989868165, 0.005883903980255127, 0.005837823867797852, 0.005879807949066162, 0.005911551952362061, 0.0059064321517944334, 0.005960703849792481, 0.005929984092712402, 0.005942272186279297, 0.005925888061523437, 0.005851136207580566, 0.005851136207580566, 0.005941247940063477, 0.005859295845031739, 0.005914624214172363, 0.00581324815750122, 0.005753856182098388, 0.00572211217880249, 0.005756927967071533, 0.005766143798828125, 0.005735231876373291, 0.005733376026153565, 0.0057990398406982425, 0.005819392204284668, 0.005777408123016357, 0.005796864032745362, 0.005840896129608154, 0.005886047840118408, 0.005897215843200684, 0.006009856224060059, 0.005864480018615723, 0.005892064094543457, 0.005832704067230224, 0.005851136207580566, 0.005790719985961914, 0.005876736164093017, 0.005890048027038574, 0.005891071796417236, 0.005859327793121338, 0.0058295679092407226, 0.0058726401329040525, 0.0057712640762329105, 0.005766143798828125, 0.0058787841796875, 0.005836800098419189, 0.0057794561386108395, 0.005868544101715088, 0.0059064321517944334, 0.005772287845611572, 0.005732351779937744, 0.005739520072937012, 0.005795839786529541, 0.0058091521263122555, 0.005796800136566162, 0.005765120029449463, 0.005780479907989502, 0.005776383876800537, 0.005839903831481933, 0.005874688148498535, 0.005893119812011719, 0.005890079975128174, 0.005892096042633056, 0.005880832195281982, 0.00588595199584961, 0.005826560020446778, 0.005806079864501953, 0.005835775852203369, 0.005785600185394287, 0.0057712640762329105, 0.005857279777526855, 0.005803008079528809, 0.0057149438858032225, 0.0056780800819396975, 0.005545983791351319, 0.005635072231292724, 0.005748672008514404, 0.0056780800819396975, 0.005535744190216065, 0.005504000186920166, 0.005478400230407715, 0.005504000186920166, 0.005535679817199707, 0.005755904197692871, 0.005754879951477051, 0.005718048095703125, 0.005724160194396972, 0.0058388481140136715, 0.005917727947235107, 0.006945792198181152, 0.006919167995452881, 0.006837247848510742, 0.006628352165222168, 0.005633024215698243, 0.00592793607711792, 0.005924863815307617, 0.005993472099304199, 0.005956607818603516, 0.005911551952362061, 0.005895167827606201, 0.0058798398971557616, 0.0058419198989868165, 0.005876736164093017, 0.005860352039337159, 0.0058757119178771975, 0.005854207992553711, 0.005909503936767578, 0.005944320201873779, 0.0058715839385986325, 0.005868544101715088, 0.0058419198989868165, 0.005882880210876465, 0.005850111961364746, 0.005895167827606201, 0.005843967914581299, 0.0059351038932800295, 0.005928959846496582, 0.0058419198989868165, 0.00581324815750122, 0.005883903980255127, 0.005817344188690185, 0.0058388481140136715, 0.005832640171051026, 0.0058644161224365235, 0.005819392204284668, 0.005866496086120605, 0.005835775852203369, 0.00582041597366333, 0.005888000011444092, 0.005852159976959229, 0.005839807987213135, 0.0058429441452026365, 0.005813151836395264, 0.005832767963409423, 0.005881855964660645, 0.00586240005493164, 0.005794816017150879, 0.00576204776763916, 0.005780479907989502, 0.005784575939178467, 0.005786623954772949, 0.005798975944519043, 0.005772384166717529, 0.005794976234436035, 0.005837823867797852 ] }, "throughput": { "unit": "samples/s", "value": 170.53023684444256 }, "energy": { "unit": "kWh", "cpu": 6.85970607007905e-08, "ram": 3.7395178790983006e-08, "gpu": 3.3843737164367717e-07, "total": 4.4442961113545066e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2250075.0961331106 } } } }