{
    "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-5.10.223-211.872.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": "0.30.1",
            "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": 782.72512,
                "max_global_vram": 1218.9696,
                "max_process_vram": 0.0,
                "max_reserved": 589.299712,
                "max_allocated": 533.571072
            },
            "latency": {
                "unit": "s",
                "count": 1,
                "total": 7.35771337890625,
                "mean": 7.35771337890625,
                "stdev": 0.0,
                "p50": 7.35771337890625,
                "p90": 7.35771337890625,
                "p95": 7.35771337890625,
                "p99": 7.35771337890625,
                "values": [
                    7.35771337890625
                ]
            },
            "throughput": null,
            "energy": {
                "unit": "kWh",
                "cpu": 9.376691888891269e-07,
                "ram": 4.983140496129978e-07,
                "gpu": 1.6369457540000264e-06,
                "total": 3.0729289925021507e-06
            },
            "efficiency": null
        },
        "forward": {
            "memory": {
                "unit": "MB",
                "max_ram": 1038.303232,
                "max_global_vram": 1229.45536,
                "max_process_vram": 0.0,
                "max_reserved": 589.299712,
                "max_allocated": 449.025024
            },
            "latency": {
                "unit": "s",
                "count": 176,
                "total": 1.0038990721702576,
                "mean": 0.005703972000967373,
                "stdev": 0.0002143798567196535,
                "p50": 0.005758463859558105,
                "p90": 0.005937151908874512,
                "p95": 0.005984511971473694,
                "p99": 0.006247424006462097,
                "values": [
                    0.006127615928649902,
                    0.006496255874633789,
                    0.006085631847381592,
                    0.005989376068115234,
                    0.0060293121337890625,
                    0.005912576198577881,
                    0.005988351821899414,
                    0.0059023361206054685,
                    0.005937151908874512,
                    0.00582860803604126,
                    0.005908480167388916,
                    0.005808127880096436,
                    0.005934080123901367,
                    0.005834752082824707,
                    0.005910528182983398,
                    0.005776383876800537,
                    0.005752831935882568,
                    0.005738495826721191,
                    0.005754879951477051,
                    0.005873663902282715,
                    0.005864448070526123,
                    0.0059699201583862304,
                    0.005901311874389649,
                    0.005983232021331787,
                    0.005891071796417236,
                    0.005965888023376465,
                    0.005775360107421875,
                    0.005772287845611572,
                    0.005817344188690185,
                    0.005903359889984131,
                    0.005695487976074219,
                    0.005858304023742676,
                    0.005954559803009033,
                    0.005852159976959229,
                    0.005937151908874512,
                    0.005796864032745362,
                    0.005866496086120605,
                    0.005840896129608154,
                    0.0058787841796875,
                    0.005796864032745362,
                    0.005989376068115234,
                    0.00576204776763916,
                    0.005742591857910156,
                    0.005733376026153565,
                    0.005774335861206055,
                    0.005816319942474365,
                    0.0058009600639343266,
                    0.005852159976959229,
                    0.005827583789825439,
                    0.005897215843200684,
                    0.005819392204284668,
                    0.00592793607711792,
                    0.0058787841796875,
                    0.005910592079162598,
                    0.005945343971252442,
                    0.005938176155090332,
                    0.00586956787109375,
                    0.0058091521263122555,
                    0.005797887802124023,
                    0.005807104110717773,
                    0.005966847896575928,
                    0.005823488235473633,
                    0.0058757119178771975,
                    0.005801983833312988,
                    0.005929984092712402,
                    0.005785600185394287,
                    0.005785600185394287,
                    0.005725183963775635,
                    0.005837823867797852,
                    0.00576204776763916,
                    0.005846015930175781,
                    0.005937151908874512,
                    0.005747712135314941,
                    0.0058091521263122555,
                    0.005787648200988769,
                    0.005815296173095703,
                    0.005823488235473633,
                    0.00587775993347168,
                    0.005806079864501953,
                    0.0064102401733398436,
                    0.005853184223175049,
                    0.005893119812011719,
                    0.005900288105010986,
                    0.005916672229766846,
                    0.005866496086120605,
                    0.005866496086120605,
                    0.005899263858795166,
                    0.005808127880096436,
                    0.005866496086120605,
                    0.005799935817718506,
                    0.005873663902282715,
                    0.005753856182098388,
                    0.0061931519508361815,
                    0.0058388481140136715,
                    0.005801983833312988,
                    0.005661695957183838,
                    0.00577023983001709,
                    0.005595136165618897,
                    0.005594111919403076,
                    0.005725183963775635,
                    0.005734399795532226,
                    0.005610496044158936,
                    0.005462016105651855,
                    0.005446656227111817,
                    0.005518335819244385,
                    0.005501952171325684,
                    0.00571289587020874,
                    0.005585919857025146,
                    0.005602303981781006,
                    0.00568012809753418,
                    0.005607423782348633,
                    0.005726208209991455,
                    0.005865471839904785,
                    0.005657599925994873,
                    0.005481472015380859,
                    0.005512191772460938,
                    0.005529600143432617,
                    0.005441535949707031,
                    0.005459968090057373,
                    0.005492735862731934,
                    0.005468160152435303,
                    0.005482495784759522,
                    0.005478400230407715,
                    0.005449728012084961,
                    0.0055101442337036136,
                    0.005435391902923584,
                    0.0054568958282470706,
                    0.0054906878471374515,
                    0.005471231937408447,
                    0.005440512180328369,
                    0.0054876160621643065,
                    0.005433343887329102,
                    0.0054876160621643065,
                    0.005422080039978027,
                    0.005463039875030518,
                    0.005468160152435303,
                    0.005464064121246338,
                    0.005421055793762207,
                    0.005536767959594726,
                    0.005425151824951172,
                    0.005459968090057373,
                    0.0054876160621643065,
                    0.0054241280555725096,
                    0.005442560195922852,
                    0.005459968090057373,
                    0.005437439918518067,
                    0.00550707197189331,
                    0.005454847812652588,
                    0.005467135906219483,
                    0.005455904006958008,
                    0.005442560195922852,
                    0.005419007778167725,
                    0.005495808124542236,
                    0.005439487934112549,
                    0.005477375984191894,
                    0.005435391902923584,
                    0.005480447769165039,
                    0.005477375984191894,
                    0.005475327968597412,
                    0.005445631980895996,
                    0.005463039875030518,
                    0.005440512180328369,
                    0.005450751781463623,
                    0.005446656227111817,
                    0.005478400230407715,
                    0.0054876160621643065,
                    0.00547430419921875,
                    0.005419007778167725,
                    0.005502975940704345,
                    0.005434368133544922,
                    0.005455872058868408,
                    0.005481472015380859,
                    0.005470208168029785,
                    0.005449728012084961,
                    0.005460000038146973,
                    0.005433343887329102
                ]
            },
            "throughput": {
                "unit": "samples/s",
                "value": 175.31642859228685
            },
            "energy": {
                "unit": "kWh",
                "cpu": 6.496726657559241e-08,
                "ram": 3.551683961605599e-08,
                "gpu": 1.2642390198907328e-07,
                "total": 2.2690800818072166e-07
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 4407072.31101137
            }
        }
    }
}