{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.4.0+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "fill-mask", "library": "transformers", "model_type": "bert", "model": "google-bert/bert-base-uncased", "processor": "google-bert/bert-base-uncased", "device": "cuda", "device_ids": "0", "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": 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", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-212.873.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "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": 783.23712, "max_global_vram": 1218.9696, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 7.43712158203125, "mean": 7.43712158203125, "stdev": 0.0, "p50": 7.43712158203125, "p90": 7.43712158203125, "p95": 7.43712158203125, "p99": 7.43712158203125, "values": [ 7.43712158203125 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.572267916666594e-07, "ram": 5.089448121100826e-07, "gpu": 0.0, "total": 1.466171603776742e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1038.839808, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 449.025024 }, "latency": { "unit": "s", "count": 178, "total": 1.0022144632339478, "mean": 0.005630418332774988, "stdev": 0.00016386550220077133, "p50": 0.005588479995727539, "p90": 0.005891379070281982, "p95": 0.005956607818603516, "p99": 0.006049443669319151, "values": [ 0.006181888103485108, 0.006161407947540283, 0.006015999794006348, 0.005908480167388916, 0.005956607818603516, 0.005892096042633056, 0.005971968173980713, 0.0059054079055786135, 0.0058787841796875, 0.005884928226470947, 0.005859327793121338, 0.005830656051635743, 0.005883903980255127, 0.005708799839019775, 0.005650432109832764, 0.005669888019561768, 0.00561356782913208, 0.005814271926879883, 0.005855231761932373, 0.005774335861206055, 0.005641215801239013, 0.005761023998260498, 0.005959680080413818, 0.005949440002441406, 0.005956607818603516, 0.005855231761932373, 0.005840896129608154, 0.005764095783233642, 0.005894144058227539, 0.0059064321517944334, 0.005993472099304199, 0.00567193603515625, 0.005679103851318359, 0.005690368175506591, 0.005702655792236328, 0.005679103851318359, 0.005608448028564453, 0.005626880168914795, 0.005658624172210694, 0.0056555519104003905, 0.0057149438858032225, 0.005561344146728516, 0.005486591815948487, 0.005500927925109863, 0.005554175853729248, 0.00556441593170166, 0.005586944103240967, 0.005599232196807862, 0.005659647941589355, 0.0055797758102417, 0.005652480125427246, 0.0056258559226989744, 0.00570470380783081, 0.0057497601509094234, 0.0057118721008300784, 0.005730303764343261, 0.005696512222290039, 0.005669888019561768, 0.005661695957183838, 0.005537792205810547, 0.005767231941223145, 0.005653503894805908, 0.005890048027038574, 0.005590015888214111, 0.005637119770050049, 0.005627903938293457, 0.005603328227996827, 0.005573631763458252, 0.005505023956298828, 0.005593088150024414, 0.005544960021972656, 0.005559296131134033, 0.005760000228881836, 0.00557260799407959, 0.005650432109832764, 0.0056555519104003905, 0.005645311832427978, 0.005633024215698243, 0.0055848960876464845, 0.005703680038452149, 0.005569536209106446, 0.005746687889099121, 0.005909503936767578, 0.005891071796417236, 0.0060026879310607914, 0.005880832195281982, 0.005703680038452149, 0.005640192031860352, 0.005735424041748047, 0.005567488193511963, 0.005673984050750733, 0.005645311832427978, 0.005971968173980713, 0.005540863990783691, 0.005606400012969971, 0.005609471797943116, 0.005497856140136719, 0.00547430419921875, 0.005483520030975342, 0.005323775768280029, 0.005332992076873779, 0.00552243185043335, 0.005484543800354004, 0.005315584182739258, 0.005414912223815918, 0.005547008037567139, 0.00551526403427124, 0.005478400230407715, 0.00566476821899414, 0.005716991901397705, 0.00566476821899414, 0.00563097620010376, 0.005623807907104492, 0.005681151866912842, 0.0059269118309021, 0.00572108793258667, 0.005590015888214111, 0.005529600143432617, 0.005585919857025146, 0.005571584224700928, 0.005517312049865723, 0.005559296131134033, 0.005525504112243652, 0.005513216018676758, 0.005530623912811279, 0.005481472015380859, 0.0055623679161071774, 0.005463039875030518, 0.00547430419921875, 0.005496831893920898, 0.005469183921813964, 0.005454847812652588, 0.005534719944000244, 0.005450751781463623, 0.005506048202514649, 0.00546611213684082, 0.005699584007263184, 0.005586944103240967, 0.005496831893920898, 0.005479423999786377, 0.005480447769165039, 0.005463039875030518, 0.005549056053161621, 0.005443583965301513, 0.005473279953002929, 0.005512191772460938, 0.005480447769165039, 0.005488639831542969, 0.005525504112243652, 0.0054568958282470706, 0.005505023956298828, 0.005470208168029785, 0.005453824043273926, 0.00550707197189331, 0.005467135906219483, 0.005451776027679443, 0.005547008037567139, 0.0054917120933532714, 0.005502975940704345, 0.005455872058868408, 0.005472256183624268, 0.005548031806945801, 0.005484543800354004, 0.005481472015380859, 0.0055101442337036136, 0.005481472015380859, 0.00552243185043335, 0.005468160152435303, 0.005470208168029785, 0.005536767959594726, 0.0055101442337036136, 0.005459968090057373, 0.005505023956298828, 0.005480447769165039, 0.00555622386932373, 0.005493760108947754, 0.005511168003082275, 0.00552243185043335 ] }, "throughput": { "unit": "samples/s", "value": 177.60669650049672 }, "energy": { "unit": "kWh", "cpu": 6.359209551767432e-08, "ram": 3.47671947685401e-08, "gpu": 1.2941632456684655e-07, "total": 2.2777561485306098e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4390285.591568282 } } } }