{
    "config": {
        "name": "cuda_inference_transformers_fill-mask_hf-internal-testing/tiny-random-BertModel",
        "backend": {
            "name": "pytorch",
            "version": "2.5.1+cu124",
            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
            "task": "fill-mask",
            "library": "transformers",
            "model_type": "bert",
            "model": "hf-internal-testing/tiny-random-BertModel",
            "processor": "hf-internal-testing/tiny-random-BertModel",
            "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": 2,
                "sequence_length": 16,
                "num_choices": 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": 66697.248768,
            "system": "Linux",
            "machine": "x86_64",
            "platform": "Linux-5.10.228-219.884.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": "0.5.0.dev0",
            "optimum_benchmark_commit": null,
            "transformers_version": "4.47.0",
            "transformers_commit": null,
            "accelerate_version": "1.2.0",
            "accelerate_commit": null,
            "diffusers_version": "0.31.0",
            "diffusers_commit": null,
            "optimum_version": null,
            "optimum_commit": null,
            "timm_version": "1.0.12",
            "timm_commit": null,
            "peft_version": "0.14.0",
            "peft_commit": null
        },
        "print_report": true,
        "log_report": true
    },
    "report": {
        "load_model": {
            "memory": {
                "unit": "MB",
                "max_ram": 799.014912,
                "max_global_vram": 639.107072,
                "max_process_vram": 0.0,
                "max_reserved": 2.097152,
                "max_allocated": 0.534528
            },
            "latency": {
                "unit": "s",
                "values": [
                    0.05666099166870117
                ],
                "count": 1,
                "total": 0.05666099166870117,
                "mean": 0.05666099166870117,
                "p50": 0.05666099166870117,
                "p90": 0.05666099166870117,
                "p95": 0.05666099166870117,
                "p99": 0.05666099166870117,
                "stdev": 0,
                "stdev_": 0
            },
            "throughput": null,
            "energy": {
                "unit": "kWh",
                "cpu": 9.589206865416694e-05,
                "ram": 5.253550660922821e-05,
                "gpu": 0.00013195871667800313,
                "total": 0.0002803862919413983
            },
            "efficiency": null
        },
        "forward": {
            "memory": {
                "unit": "MB",
                "max_ram": 1038.31552,
                "max_global_vram": 670.564352,
                "max_process_vram": 0.0,
                "max_reserved": 23.068672,
                "max_allocated": 10.112
            },
            "latency": {
                "unit": "s",
                "values": [
                    0.0028774399757385254,
                    0.0026746881008148193,
                    0.0027032959461212158,
                    0.002702336072921753,
                    0.0026603519916534426,
                    0.0027934720516204835,
                    0.0028108799457550048,
                    0.0027740159034729006,
                    0.002913280010223389,
                    0.002944000005722046,
                    0.0029378559589385987,
                    0.002846719980239868,
                    0.0029521920680999755,
                    0.002916352033615112,
                    0.0029020159244537353,
                    0.002845695972442627,
                    0.002942975997924805,
                    0.0029061119556427002,
                    0.002916352033615112,
                    0.002826240062713623,
                    0.002836479902267456,
                    0.0027985920906066896,
                    0.002775039911270142,
                    0.0029716479778289797,
                    0.002876415967941284,
                    0.002862080097198486,
                    0.002838464021682739,
                    0.0028538880348205568,
                    0.0028938241004943847,
                    0.002820096015930176,
                    0.002891776084899902,
                    0.002942975997924805,
                    0.002799616098403931,
                    0.002615295886993408,
                    0.0026387839317321775,
                    0.002643968105316162,
                    0.0026767361164093018,
                    0.00275763201713562,
                    0.0027535679340362548,
                    0.002763808012008667,
                    0.0028221440315246583,
                    0.0027811839580535887,
                    0.0027944960594177247,
                    0.0027893760204315186,
                    0.0028446719646453857,
                    0.0028098559379577635,
                    0.0027299840450286865,
                    0.002810784101486206,
                    0.0027893760204315186,
                    0.002758591890335083,
                    0.002845695972442627,
                    0.002815999984741211,
                    0.002778111934661865,
                    0.002762752056121826,
                    0.0028088319301605223,
                    0.002826175928115845,
                    0.002830336093902588,
                    0.002944000005722046,
                    0.0029470720291137694,
                    0.0029992959499359133,
                    0.002905087947845459,
                    0.002942975997924805,
                    0.002924544095993042,
                    0.0030464000701904297,
                    0.002905087947845459,
                    0.0029480960369110106,
                    0.002928704023361206,
                    0.0029184000492095945,
                    0.0028190720081329346,
                    0.002850816011428833,
                    0.002820096015930176,
                    0.002748415946960449,
                    0.0027146239280700685,
                    0.002766848087310791,
                    0.0029061119556427002,
                    0.0028641281127929686,
                    0.0029594240188598633,
                    0.0028979198932647704,
                    0.002894848108291626,
                    0.0027545599937438964,
                    0.002870271921157837,
                    0.002853951930999756,
                    0.002862080097198486,
                    0.0029061119556427002,
                    0.002871295928955078,
                    0.0028241920471191407,
                    0.002723839998245239,
                    0.002748415946960449,
                    0.0027596800327301025,
                    0.0027381761074066163,
                    0.002929663896560669,
                    0.0028569600582122805,
                    0.002860095977783203,
                    0.002762752056121826,
                    0.002819999933242798,
                    0.0027944960594177247,
                    0.0027351040840148926,
                    0.0027822721004486083,
                    0.0028180480003356934,
                    0.0028784000873565674,
                    0.002934783935546875,
                    0.0029859519004821777,
                    0.00301363205909729,
                    0.002831360101699829,
                    0.002706432104110718,
                    0.002734015941619873,
                    0.002791424036026001,
                    0.0027217919826507567,
                    0.0027607040405273437,
                    0.0027351040840148926,
                    0.0027442560195922853,
                    0.002831360101699829,
                    0.0029521920680999755,
                    0.002939903974533081,
                    0.002753535985946655,
                    0.0028190720081329346,
                    0.002787328004837036,
                    0.0027432959079742433,
                    0.002775039911270142,
                    0.0027729918956756593,
                    0.0030310399532318113,
                    0.0028129279613494872,
                    0.0027975680828094484,
                    0.0027667839527130127,
                    0.0027299840450286865,
                    0.0028026878833770754,
                    0.0027607040405273437,
                    0.002707456111907959,
                    0.002766848087310791,
                    0.0028057599067687986,
                    0.0028344318866729734,
                    0.0028559360504150392,
                    0.0029808640480041503,
                    0.003023871898651123,
                    0.0029777920246124266,
                    0.0028897280693054197,
                    0.002933759927749634,
                    0.0029767680168151854,
                    0.002958336114883423,
                    0.0029081599712371827,
                    0.002972671985626221,
                    0.002861056089401245,
                    0.0027402238845825196,
                    0.0028231680393218995,
                    0.0028897280693054197,
                    0.002877408027648926,
                    0.0028108799457550048,
                    0.0028344318866729734,
                    0.0027688961029052736,
                    0.0026890239715576174,
                    0.002746367931365967,
                    0.0028518400192260743,
                    0.0029061119556427002,
                    0.0027135999202728273,
                    0.0027985920906066896,
                    0.0027381761074066163,
                    0.002736128091812134,
                    0.002770944118499756,
                    0.00279967999458313,
                    0.002714688062667847,
                    0.0027555840015411376,
                    0.002711551904678345,
                    0.0027136640548706056,
                    0.002778111934661865,
                    0.002960383892059326,
                    0.0028037118911743166,
                    0.0026419200897216796,
                    0.0029378559589385987,
                    0.0028569600582122805,
                    0.0027156479358673097,
                    0.0026705920696258544,
                    0.0027012479305267333,
                    0.002741247892379761,
                    0.002668544054031372,
                    0.0026920959949493406,
                    0.002732032060623169,
                    0.002826240062713623,
                    0.0027248640060424803,
                    0.0026910719871521,
                    0.002669568061828613,
                    0.0027299840450286865,
                    0.0028334081172943113,
                    0.002954240083694458,
                    0.002742271900177002,
                    0.00276582407951355,
                    0.0027392001152038575,
                    0.0028098559379577635,
                    0.0027893760204315186,
                    0.003202048063278198,
                    0.0034693119525909424,
                    0.0029112319946289064,
                    0.0029224960803985595,
                    0.002936863899230957,
                    0.002858047962188721,
                    0.002894848108291626,
                    0.0027504639625549315,
                    0.003357696056365967,
                    0.0027453439235687258,
                    0.002663424015045166,
                    0.002708479881286621,
                    0.002698240041732788,
                    0.002678783893585205,
                    0.002712575912475586,
                    0.0026972479820251464,
                    0.002673664093017578,
                    0.0027095038890838623,
                    0.002698240041732788,
                    0.0026920959949493406,
                    0.002777087926864624,
                    0.0027105278968811036,
                    0.00268287992477417,
                    0.0027586560249328613,
                    0.002699264049530029,
                    0.0026951680183410643,
                    0.002775039911270142,
                    0.002702336072921753,
                    0.002753535985946655,
                    0.0026634559631347654,
                    0.0027033278942108154,
                    0.002706432104110718,
                    0.002643968105316162,
                    0.0027095038890838623,
                    0.002708479881286621,
                    0.002669568061828613,
                    0.0027279040813446044,
                    0.0027545599937438964,
                    0.0026470398902893066,
                    0.0027187199592590334,
                    0.002706432104110718,
                    0.0026685121059417723,
                    0.0027054080963134766,
                    0.002699264049530029,
                    0.0027043840885162354,
                    0.0026603519916534426,
                    0.002786303997039795,
                    0.002708479881286621,
                    0.0027135999202728273,
                    0.0026961920261383055,
                    0.0027105278968811036,
                    0.0026736319065093993,
                    0.0027105278968811036,
                    0.002716671943664551,
                    0.002708479881286621,
                    0.0027904000282287598,
                    0.002712575912475586,
                    0.0026552319526672364,
                    0.002722815990447998,
                    0.002769920110702515,
                    0.002696160078048706,
                    0.002756608009338379,
                    0.0026757760047912598,
                    0.0027238719463348387,
                    0.0027043840885162354,
                    0.002678783893585205,
                    0.0026818881034851075,
                    0.0026746881008148193,
                    0.0027637760639190674,
                    0.0026746881008148193,
                    0.0026593279838562013,
                    0.002698240041732788,
                    0.0026839039325714112,
                    0.0026552319526672364,
                    0.0027043840885162354,
                    0.002673664093017578,
                    0.0026818559169769288,
                    0.002707456111907959,
                    0.0026890239715576174,
                    0.002662400007247925,
                    0.0026910719871521,
                    0.0026808319091796875,
                    0.0026675200462341307,
                    0.002687999963760376,
                    0.0026808319091796875,
                    0.002669568061828613,
                    0.002678719997406006,
                    0.0026716160774230956,
                    0.0026920320987701414,
                    0.002677759885787964,
                    0.002717695951461792,
                    0.002694144010543823,
                    0.0026859519481658937,
                    0.0026808319091796875,
                    0.0026798079013824463,
                    0.0026603519916534426,
                    0.002748415946960449,
                    0.0027648000717163087,
                    0.0026961920261383055,
                    0.0027156479358673097,
                    0.0026818559169769288,
                    0.002687999963760376,
                    0.002717695951461792,
                    0.0026951680183410643,
                    0.0026849279403686525,
                    0.0027002880573272704,
                    0.0026900479793548586,
                    0.0026715519428253173,
                    0.0026961920261383055,
                    0.0027207679748535154,
                    0.0027156479358673097,
                    0.002695199966430664,
                    0.0026972160339355468,
                    0.0027146239280700685,
                    0.0026715519428253173,
                    0.002678783893585205,
                    0.002699264049530029,
                    0.0027207679748535154,
                    0.0027085120677948,
                    0.0027648000717163087,
                    0.0026757121086120605,
                    0.002697184085845947,
                    0.0026828160285949708,
                    0.002663424015045166,
                    0.002706432104110718,
                    0.002686975955963135,
                    0.002672640085220337,
                    0.002703360080718994,
                    0.0026839039325714112,
                    0.0026849279403686525,
                    0.0026859519481658937,
                    0.0026859519481658937,
                    0.0026705920696258544,
                    0.0026818559169769288,
                    0.00268287992477417,
                    0.002698240041732788,
                    0.0026818559169769288,
                    0.0026900479793548586,
                    0.0026859519481658937,
                    0.0026798079013824463,
                    0.0026859519481658937,
                    0.002707456111907959,
                    0.002673664093017578,
                    0.002717695951461792,
                    0.002698240041732788,
                    0.0026859519481658937,
                    0.0027136640548706056,
                    0.0026798079013824463,
                    0.0026808319091796875,
                    0.0027248640060424803,
                    0.00268287992477417,
                    0.002671583890914917,
                    0.002699264049530029,
                    0.0027187199592590334,
                    0.0026706559658050536,
                    0.0026798079013824463,
                    0.0026859519481658937,
                    0.002668544054031372,
                    0.0026839039325714112,
                    0.0026859519481658937,
                    0.002712575912475586,
                    0.002663424015045166,
                    0.0027075200080871583,
                    0.0027074880599975587,
                    0.0026798079013824463,
                    0.0026818559169769288,
                    0.002698240041732788,
                    0.0026859519481658937,
                    0.0026839039325714112
                ],
                "count": 357,
                "total": 0.9891591353416446,
                "mean": 0.0027707538805088073,
                "p50": 0.0027351040840148926,
                "p90": 0.0029233152866363524,
                "p95": 0.002952601671218872,
                "p99": 0.0030377984046936033,
                "stdev": 0.00010735937395649541,
                "stdev_": 3.8747351293713783
            },
            "throughput": {
                "unit": "samples/s",
                "value": 721.8252094021177
            },
            "energy": {
                "unit": "kWh",
                "cpu": 3.150399591089434e-08,
                "ram": 1.7215031121280853e-08,
                "gpu": 4.470304994680101e-08,
                "total": 9.342207697897618e-08
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 21408215.966447443
            }
        }
    }
}