{
    "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": 783.077376,
                "max_global_vram": 1218.9696,
                "max_process_vram": 0.0,
                "max_reserved": 589.299712,
                "max_allocated": 533.571072
            },
            "latency": {
                "unit": "s",
                "count": 1,
                "total": 7.57513916015625,
                "mean": 7.57513916015625,
                "stdev": 0.0,
                "p50": 7.57513916015625,
                "p90": 7.57513916015625,
                "p95": 7.57513916015625,
                "p99": 7.57513916015625,
                "values": [
                    7.57513916015625
                ]
            },
            "throughput": null,
            "energy": {
                "unit": "kWh",
                "cpu": 9.341693847221993e-07,
                "ram": 4.963169211910595e-07,
                "gpu": 1.6766680079999784e-06,
                "total": 3.1071543139132373e-06
            },
            "efficiency": null
        },
        "forward": {
            "memory": {
                "unit": "MB",
                "max_ram": 1038.68416,
                "max_global_vram": 1229.45536,
                "max_process_vram": 0.0,
                "max_reserved": 589.299712,
                "max_allocated": 449.025024
            },
            "latency": {
                "unit": "s",
                "count": 177,
                "total": 1.0031238698959348,
                "mean": 0.005667366496587204,
                "stdev": 0.0001976670744342645,
                "p50": 0.005654528141021729,
                "p90": 0.005935513496398926,
                "p95": 0.006032793521881103,
                "p99": 0.0061782423400878915,
                "values": [
                    0.006155263900756836,
                    0.0063211522102355954,
                    0.006202367782592774,
                    0.006034431934356689,
                    0.006170623779296875,
                    0.006130688190460205,
                    0.005790719985961914,
                    0.005781504154205322,
                    0.005839871883392334,
                    0.005767168045043946,
                    0.005831679821014404,
                    0.0057825279235839844,
                    0.005755904197692871,
                    0.005724160194396972,
                    0.00562278413772583,
                    0.005766176223754883,
                    0.005666816234588623,
                    0.005620736122131348,
                    0.005535744190216065,
                    0.005320703983306885,
                    0.005221375942230225,
                    0.00526643180847168,
                    0.005286911964416504,
                    0.005488639831542969,
                    0.005419007778167725,
                    0.005299200057983398,
                    0.005484543800354004,
                    0.005675007820129394,
                    0.005624832153320313,
                    0.0056514558792114256,
                    0.005764095783233642,
                    0.005730303764343261,
                    0.005708799839019775,
                    0.005585919857025146,
                    0.00551526403427124,
                    0.005448703765869141,
                    0.005548031806945801,
                    0.005681151866912842,
                    0.005767168045043946,
                    0.0057077760696411135,
                    0.005703680038452149,
                    0.005796864032745362,
                    0.005670911788940429,
                    0.005786623954772949,
                    0.005695487976074219,
                    0.005652480125427246,
                    0.005593088150024414,
                    0.005433343887329102,
                    0.005600255966186523,
                    0.005640192031860352,
                    0.005611519813537597,
                    0.005796864032745362,
                    0.0057118721008300784,
                    0.005903359889984131,
                    0.005860352039337159,
                    0.005371903896331787,
                    0.005269504070281982,
                    0.005405695915222168,
                    0.00571289587020874,
                    0.0058122239112854005,
                    0.005856256008148194,
                    0.0057497601509094234,
                    0.005920767784118652,
                    0.005829631805419922,
                    0.0055808000564575196,
                    0.005612544059753418,
                    0.005619711875915527,
                    0.005773312091827393,
                    0.006022175788879394,
                    0.0059658241271972655,
                    0.006021120071411133,
                    0.006106112003326416,
                    0.006087679862976075,
                    0.006086656093597412,
                    0.006023168087005615,
                    0.005623807907104492,
                    0.005469183921813964,
                    0.005451776027679443,
                    0.005479423999786377,
                    0.005744639873504639,
                    0.005798912048339844,
                    0.005683199882507324,
                    0.005623807907104492,
                    0.005595136165618897,
                    0.005653503894805908,
                    0.005699584007263184,
                    0.005578752040863037,
                    0.00552243185043335,
                    0.005470208168029785,
                    0.0053309440612792965,
                    0.005313536167144775,
                    0.005307392120361328,
                    0.005964799880981446,
                    0.005607423782348633,
                    0.0058388481140136715,
                    0.005596159934997558,
                    0.005465087890625,
                    0.005570559978485107,
                    0.005525504112243652,
                    0.005396480083465576,
                    0.005481472015380859,
                    0.005508096218109131,
                    0.0054917120933532714,
                    0.005464064121246338,
                    0.005351424217224121,
                    0.005403647899627686,
                    0.005344255924224854,
                    0.005436416149139404,
                    0.005807104110717773,
                    0.005784575939178467,
                    0.005746687889099121,
                    0.005793791770935058,
                    0.0057118721008300784,
                    0.005854207992553711,
                    0.005738495826721191,
                    0.00568012809753418,
                    0.005773312091827393,
                    0.005692416191101074,
                    0.005777408123016357,
                    0.005654528141021729,
                    0.0056217598915100095,
                    0.005768191814422607,
                    0.005753856182098388,
                    0.0055582718849182125,
                    0.005582848072052002,
                    0.005761023998260498,
                    0.005760000228881836,
                    0.005667840003967285,
                    0.005837823867797852,
                    0.006032383918762207,
                    0.005868544101715088,
                    0.0056852478981018065,
                    0.005631999969482422,
                    0.005535744190216065,
                    0.005587967872619629,
                    0.00566374397277832,
                    0.005669888019561768,
                    0.005957632064819336,
                    0.005672959804534912,
                    0.005703680038452149,
                    0.0057825279235839844,
                    0.005979135990142822,
                    0.005957632064819336,
                    0.005739520072937012,
                    0.00561356782913208,
                    0.0056217598915100095,
                    0.005818367958068848,
                    0.005721183776855468,
                    0.005727231979370117,
                    0.005751808166503906,
                    0.005745664119720459,
                    0.005626880168914795,
                    0.005649407863616943,
                    0.0056483840942382815,
                    0.005667840003967285,
                    0.005710847854614258,
                    0.0055848960876464845,
                    0.005639167785644531,
                    0.005548031806945801,
                    0.005559296131134033,
                    0.0056442880630493165,
                    0.005508096218109131,
                    0.005489664077758789,
                    0.00551423978805542,
                    0.005570559978485107,
                    0.005568511962890625,
                    0.005553152084350586,
                    0.0054988799095153805,
                    0.0054609918594360355,
                    0.005536767959594726,
                    0.00546611213684082,
                    0.005496831893920898,
                    0.0055511040687561035,
                    0.005494783878326416,
                    0.005452799797058106,
                    0.0055214080810546875,
                    0.005594111919403076
                ]
            },
            "throughput": {
                "unit": "samples/s",
                "value": 176.44879691514282
            },
            "energy": {
                "unit": "kWh",
                "cpu": 6.528517394688815e-08,
                "ram": 3.569349493542903e-08,
                "gpu": 1.3616006008791255e-07,
                "total": 2.371387289702297e-07
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 4216940.878204418
            }
        }
    }
}