{
    "config": {
        "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased",
        "backend": {
            "name": "pytorch",
            "version": "2.3.1+cu121",
            "_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": 66697.285632,
            "system": "Linux",
            "machine": "x86_64",
            "platform": "Linux-5.10.219-208.866.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": "0.3.1",
            "optimum_benchmark_commit": null,
            "transformers_version": "4.42.4",
            "transformers_commit": null,
            "accelerate_version": "0.32.1",
            "accelerate_commit": null,
            "diffusers_version": "0.29.2",
            "diffusers_commit": null,
            "optimum_version": null,
            "optimum_commit": null,
            "timm_version": "1.0.7",
            "timm_commit": null,
            "peft_version": null,
            "peft_commit": null
        }
    },
    "report": {
        "load": {
            "memory": {
                "unit": "MB",
                "max_ram": 713.367552,
                "max_global_vram": 1218.9696,
                "max_process_vram": 0.0,
                "max_reserved": 589.299712,
                "max_allocated": 533.571072
            },
            "latency": {
                "unit": "s",
                "count": 1,
                "total": 7.12218212890625,
                "mean": 7.12218212890625,
                "stdev": 0.0,
                "p50": 7.12218212890625,
                "p90": 7.12218212890625,
                "p95": 7.12218212890625,
                "p99": 7.12218212890625,
                "values": [
                    7.12218212890625
                ]
            },
            "throughput": null,
            "energy": {
                "unit": "kWh",
                "cpu": 9.201586246490479e-07,
                "ram": 4.883368192878379e-07,
                "gpu": 1.7150013720008267e-06,
                "total": 3.1234968159377123e-06
            },
            "efficiency": null
        },
        "forward": {
            "memory": {
                "unit": "MB",
                "max_ram": 880.103424,
                "max_global_vram": 1229.45536,
                "max_process_vram": 0.0,
                "max_reserved": 589.299712,
                "max_allocated": 449.025024
            },
            "latency": {
                "unit": "s",
                "count": 193,
                "total": 1.001838845252991,
                "mean": 0.005190874845870418,
                "stdev": 0.00017977926038602484,
                "p50": 0.0052070398330688475,
                "p90": 0.005394636821746826,
                "p95": 0.0054503421783447265,
                "p99": 0.00556580850601196,
                "values": [
                    0.005699584007263184,
                    0.005879807949066162,
                    0.005554175853729248,
                    0.005444608211517334,
                    0.005416959762573242,
                    0.005439487934112549,
                    0.005396480083465576,
                    0.005406720161437988,
                    0.005434368133544922,
                    0.005455872058868408,
                    0.005241856098175048,
                    0.005306367874145508,
                    0.005243904113769531,
                    0.005298175811767578,
                    0.00531660795211792,
                    0.005231616020202637,
                    0.00520908784866333,
                    0.005182464122772217,
                    0.0051333122253417966,
                    0.005311488151550293,
                    0.005294079780578613,
                    0.005279744148254394,
                    0.005387263774871826,
                    0.005336063861846924,
                    0.005312511920928955,
                    0.005257215976715088,
                    0.005272575855255127,
                    0.005215231895446777,
                    0.005148672103881836,
                    0.005295104026794434,
                    0.005416959762573242,
                    0.005323775768280029,
                    0.00531660795211792,
                    0.005346303939819336,
                    0.005320703983306885,
                    0.005288959980010987,
                    0.005285888195037842,
                    0.005269504070281982,
                    0.005272575855255127,
                    0.005299200057983398,
                    0.005323775768280029,
                    0.00530944013595581,
                    0.005203968048095703,
                    0.0051333122253417966,
                    0.00515993595123291,
                    0.005142528057098389,
                    0.005193727970123291,
                    0.0051998720169067385,
                    0.00520908784866333,
                    0.005341184139251709,
                    0.005273600101470947,
                    0.005278719902038574,
                    0.005311488151550293,
                    0.005342207908630371,
                    0.0053606400489807126,
                    0.005355519771575928,
                    0.005288959980010987,
                    0.005312511920928955,
                    0.005287936210632324,
                    0.005212160110473632,
                    0.005181439876556396,
                    0.00531660795211792,
                    0.005285888195037842,
                    0.005285888195037842,
                    0.005320703983306885,
                    0.0053678078651428224,
                    0.005303296089172363,
                    0.005327871799468994,
                    0.00520908784866333,
                    0.0051701760292053225,
                    0.005361663818359375,
                    0.005452799797058106,
                    0.005479423999786377,
                    0.005538815975189209,
                    0.005405695915222168,
                    0.005430272102355957,
                    0.005370880126953125,
                    0.0052408318519592285,
                    0.005223423957824707,
                    0.005239808082580567,
                    0.005216256141662597,
                    0.005274623870849609,
                    0.0053350720405578615,
                    0.005480447769165039,
                    0.005387263774871826,
                    0.005377024173736572,
                    0.005336063861846924,
                    0.00537395191192627,
                    0.005362688064575195,
                    0.005311488151550293,
                    0.005273600101470947,
                    0.00530944013595581,
                    0.00531660795211792,
                    0.0053637118339538575,
                    0.005371903896331787,
                    0.005492735862731934,
                    0.005253119945526123,
                    0.005189631938934326,
                    0.005164031982421875,
                    0.0050462718009948735,
                    0.004957183837890625,
                    0.005123136043548584,
                    0.005180416107177735,
                    0.005091328144073487,
                    0.0051333122253417966,
                    0.0049572157859802245,
                    0.004922368049621582,
                    0.004963327884674072,
                    0.004977663993835449,
                    0.004967423915863037,
                    0.005279744148254394,
                    0.005377024173736572,
                    0.005318655967712403,
                    0.005350399971008301,
                    0.0053821439743042,
                    0.005506048202514649,
                    0.005448703765869141,
                    0.005269504070281982,
                    0.005268479824066162,
                    0.005182464122772217,
                    0.005145599842071533,
                    0.005185535907745361,
                    0.005112832069396973,
                    0.0052070398330688475,
                    0.005182464122772217,
                    0.0051404800415039064,
                    0.005132287979125977,
                    0.00511897611618042,
                    0.005175295829772949,
                    0.005102591991424561,
                    0.005105663776397705,
                    0.005094399929046631,
                    0.00496127986907959,
                    0.0049489917755126955,
                    0.004971519947052002,
                    0.004971519947052002,
                    0.004985856056213379,
                    0.0049725441932678225,
                    0.004941823959350586,
                    0.0049500160217285155,
                    0.004977663993835449,
                    0.004951039791107178,
                    0.004960256099700928,
                    0.004928512096405029,
                    0.004960256099700928,
                    0.0049192957878112795,
                    0.004947968006134033,
                    0.004937727928161621,
                    0.004977663993835449,
                    0.004946944236755371,
                    0.0049203200340270994,
                    0.004951039791107178,
                    0.004959231853485108,
                    0.004944896221160889,
                    0.004937727928161621,
                    0.00501145601272583,
                    0.004974592208862305,
                    0.0049489917755126955,
                    0.005085184097290039,
                    0.0051435518264770505,
                    0.005139455795288086,
                    0.005102591991424561,
                    0.005111807823181152,
                    0.005093376159667969,
                    0.005119999885559082,
                    0.0051066880226135255,
                    0.005114880084991455,
                    0.005083136081695557,
                    0.004966400146484375,
                    0.005053440093994141,
                    0.005100543975830078,
                    0.005139455795288086,
                    0.005142591953277588,
                    0.0050769920349121095,
                    0.004936704158782959,
                    0.004955135822296143,
                    0.004933695793151855,
                    0.005004288196563721,
                    0.004933631896972656,
                    0.004955135822296143,
                    0.004931583881378174,
                    0.004940800189971924,
                    0.004985856056213379,
                    0.004967423915863037,
                    0.0049428482055664065,
                    0.004937727928161621,
                    0.0049387521743774416,
                    0.004944896221160889,
                    0.0049489917755126955,
                    0.0049797120094299315,
                    0.005369855880737305,
                    0.004964352130889893,
                    0.004937727928161621
                ]
            },
            "throughput": {
                "unit": "samples/s",
                "value": 192.6457542692532
            },
            "energy": {
                "unit": "kWh",
                "cpu": 5.8186404750276075e-08,
                "ram": 3.169316135133973e-08,
                "gpu": 1.230570090146345e-07,
                "total": 2.1293657511625029e-07
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 4696234.07558829
            }
        }
    }
}