IlyasMoutawwakil's picture
Upload cuda_inference_transformers_fill-mask_hf-internal-testing/tiny-random-BertModel/benchmark.json with huggingface_hub
0645cf0 verified
raw
history blame
23.7 kB
{
"config": {
"name": "cuda_inference_transformers_fill-mask_hf-internal-testing/tiny-random-BertModel",
"backend": {
"name": "pytorch",
"version": "2.8.0",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"model": "hf-internal-testing/tiny-random-BertModel",
"processor": "hf-internal-testing/tiny-random-BertModel",
"task": "fill-mask",
"library": "transformers",
"model_type": "bert",
"device": "cuda",
"device_ids": "0",
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"model_kwargs": {},
"processor_kwargs": {},
"no_weights": true,
"tp_plan": null,
"device_map": null,
"torch_dtype": null,
"eval_mode": true,
"to_bettertransformer": false,
"low_cpu_mem_usage": null,
"attn_implementation": null,
"cache_implementation": null,
"allow_tf32": false,
"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-5.10.240-238.959.amzn2.x86_64-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.18",
"gpu": [
"NVIDIA A10G"
],
"gpu_count": 1,
"gpu_vram_mb": 24146608128,
"optimum_benchmark_version": "0.7.0.dev0",
"optimum_benchmark_commit": "995370fefa161a95ab97b2c42f8d2023f1a1edb7",
"transformers_version": "4.55.2",
"transformers_commit": "995370fefa161a95ab97b2c42f8d2023f1a1edb7",
"accelerate_version": "1.10.0",
"accelerate_commit": "995370fefa161a95ab97b2c42f8d2023f1a1edb7",
"diffusers_version": "0.35.0",
"diffusers_commit": "995370fefa161a95ab97b2c42f8d2023f1a1edb7",
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.19",
"timm_commit": "995370fefa161a95ab97b2c42f8d2023f1a1edb7",
"peft_version": "0.17.0",
"peft_commit": "995370fefa161a95ab97b2c42f8d2023f1a1edb7"
},
"print_report": true,
"log_report": true
},
"report": {
"load_model": {
"memory": {
"unit": "MB",
"max_ram": 1020.235776,
"max_global_vram": 592.969728,
"max_process_vram": 0.0,
"max_reserved": 2.097152,
"max_allocated": 0.389632
},
"latency": {
"unit": "s",
"values": [
0.07918694305419922
],
"count": 1,
"total": 0.07918694305419922,
"mean": 0.07918694305419922,
"p50": 0.07918694305419922,
"p90": 0.07918694305419922,
"p95": 0.07918694305419922,
"p99": 0.07918694305419922,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 0.00012220326847986113,
"ram": 5.7506381272222346e-05,
"gpu": 0.00016630179970800012,
"total": 0.0003460114494600836
},
"efficiency": null
},
"first_forward": {
"memory": {
"unit": "MB",
"max_ram": 1178.64448,
"max_global_vram": 670.564352,
"max_process_vram": 0.0,
"max_reserved": 23.068672,
"max_allocated": 10.112
},
"latency": {
"unit": "s",
"values": [
0.1112965087890625
],
"count": 1,
"total": 0.1112965087890625,
"mean": 0.1112965087890625,
"p50": 0.1112965087890625,
"p90": 0.1112965087890625,
"p95": 0.1112965087890625,
"p99": 0.1112965087890625,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 0.00012379553807500044,
"ram": 5.825559255555579e-05,
"gpu": 0.0001699609693019998,
"total": 0.00035201209993255606
},
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 1188.610048,
"max_global_vram": 670.564352,
"max_process_vram": 0.0,
"max_reserved": 23.068672,
"max_allocated": 10.112
},
"latency": {
"unit": "s",
"values": [
0.002896895885467529,
0.0027780799865722654,
0.002699264049530029,
0.0026972160339355468,
0.002627583980560303,
0.002664448022842407,
0.002717695951461792,
0.0028139519691467284,
0.002777087926864624,
0.002777087926864624,
0.002791424036026001,
0.002727936029434204,
0.00280678391456604,
0.0028334081172943113,
0.002766848087310791,
0.0028436479568481445,
0.002799616098403931,
0.0028303039073944093,
0.0030801920890808107,
0.003290112018585205,
0.0027248640060424803,
0.0026019840240478517,
0.002594815969467163,
0.002624511957168579,
0.0026368000507354735,
0.0025661439895629883,
0.0025825281143188475,
0.002593791961669922,
0.0025487680435180666,
0.002564095973968506,
0.002531327962875366,
0.0025282559394836424,
0.0025456640720367433,
0.002455552101135254,
0.00250163197517395,
0.0025056960582733154,
0.0024535040855407715,
0.0025630719661712646,
0.0025620479583740234,
0.0025128960609436036,
0.0027596800327301025,
0.002648063898086548,
0.0025384960174560547,
0.0025661439895629883,
0.0025118720531463624,
0.0025047039985656738,
0.0024698879718780516,
0.002416640043258667,
0.0024535040855407715,
0.002451456069946289,
0.002406399965286255,
0.0024627199172973634,
0.002421760082244873,
0.0024401919841766356,
0.0025323519706726074,
0.0024780800342559814,
0.002500607967376709,
0.0024750080108642577,
0.002495455980300903,
0.0025077760219573975,
0.0024371199607849123,
0.002461695909500122,
0.002564095973968506,
0.002569216012954712,
0.002634752035140991,
0.0026163198947906493,
0.0025620479583740234,
0.002614272117614746,
0.002678783893585205,
0.002584575891494751,
0.002596832036972046,
0.0025835518836975096,
0.0025323519706726074,
0.002573312044143677,
0.0025620479583740234,
0.0025333759784698486,
0.0025579519271850585,
0.0024985599517822264,
0.0024371199607849123,
0.002540544033050537,
0.002456576108932495,
0.0024401919841766356,
0.0024729599952697753,
0.002425856113433838,
0.002451456069946289,
0.0025508160591125486,
0.0026664960384368895,
0.0026890239715576174,
0.0026757121086120605,
0.0026071040630340574,
0.002648031949996948,
0.002613215923309326,
0.002569216012954712,
0.0026204159259796142,
0.0026296319961547853,
0.002565119981765747,
0.002606080055236816,
0.0026224639415740967,
0.0025968639850616456,
0.0026357760429382322,
0.0026449921131134033,
0.0025415680408477784,
0.0024924159049987795,
0.0024679040908813475,
0.0024965438842773436,
0.002519040107727051,
0.0024934399127960207,
0.0025528960227966307,
0.002550784111022949,
0.0025323519706726074,
0.0025333759784698486,
0.0025251839160919188,
0.0024821760654449463,
0.0025712640285491944,
0.0025415680408477784,
0.0025661439895629883,
0.0025876479148864745,
0.002548736095428467,
0.0025128960609436036,
0.0024545280933380128,
0.0024104959964752195,
0.0024298880100250245,
0.0024339840412139894,
0.002481152057647705,
0.0024483840465545654,
0.0024043519496917726,
0.002430975914001465,
0.0024576001167297364,
0.002461695909500122,
0.0025917439460754394,
0.0025569279193878173,
0.002476991891860962,
0.002513920068740845,
0.00243507194519043,
0.002471935987472534,
0.002500607967376709,
0.00248524808883667,
0.0024832000732421876,
0.0024924159049987795,
0.002460671901702881,
0.002669568061828613,
0.0028190720081329346,
0.0026317119598388674,
0.0027146239280700685,
0.0027135999202728273,
0.0025671679973602295,
0.0025917439460754394,
0.0026521599292755127,
0.0026173439025878906,
0.002648063898086548,
0.002664448022842407,
0.002669568061828613,
0.0027852799892425536,
0.002770944118499756,
0.0028190720081329346,
0.0031447041034698485,
0.002870271921157837,
0.002836479902267456,
0.00276582407951355,
0.0028344318866729734,
0.0028272640705108644,
0.002748415946960449,
0.003361792087554932,
0.0028129279613494872,
0.0027637760639190674,
0.00273305606842041,
0.0027494399547576902,
0.002746367931365967,
0.002638848066329956,
0.002716671943664551,
0.0027381761074066163,
0.00269215989112854,
0.002590719938278198,
0.0026316800117492677,
0.002606080055236816,
0.0025630080699920654,
0.0026675200462341307,
0.0027432959079742433,
0.002628607988357544,
0.002693120002746582,
0.0027381761074066163,
0.0026716160774230956,
0.002723839998245239,
0.002603008031845093,
0.0025713279247283937,
0.002616352081298828,
0.0026306560039520265,
0.0025999360084533693,
0.0026654720306396483,
0.0026716160774230956,
0.0026961920261383055,
0.0026890239715576174,
0.002707456111907959,
0.002634752035140991,
0.0026357760429382322,
0.0026265599727630616,
0.0025999360084533693,
0.002615295886993408,
0.002606112003326416,
0.002543616056442261,
0.0025876479148864745,
0.00260915207862854,
0.003433471918106079,
0.002761728048324585,
0.002654207944869995,
0.0026593279838562013,
0.0027944960594177247,
0.0027351040840148926,
0.0028108799457550048,
0.0027678720951080323,
0.002836479902267456,
0.0028477439880371094,
0.0027678720951080323,
0.00280678391456604,
0.0028774399757385254,
0.002799616098403931,
0.0026735999584197997,
0.0026316800117492677,
0.0026173439025878906,
0.0025466880798339846,
0.0025999360084533693,
0.0026306560039520265,
0.0025425920486450196,
0.0026368000507354735,
0.0026050560474395754,
0.002554879903793335,
0.0026163198947906493,
0.002584575891494751,
0.0025722880363464357,
0.0026900479793548586,
0.0025661439895629883,
0.0026071040630340574,
0.0026081280708312986,
0.002594815969467163,
0.0026009600162506105,
0.002634752035140991,
0.0026173439025878906,
0.002642944097518921,
0.0026368000507354735,
0.0026716160774230956,
0.0026214399337768555,
0.0026255359649658204,
0.002597887992858887,
0.0026071040630340574,
0.0027412159442901612,
0.003065824031829834,
0.003077120065689087,
0.0027432959079742433,
0.002693120002746582,
0.00260915207862854,
0.002677759885787964,
0.0026736960411071777,
0.002652127981185913,
0.0026746881008148193,
0.0026368000507354735,
0.0026184000968933105,
0.002624511957168579,
0.0026255359649658204,
0.0025927679538726807,
0.0028139519691467284,
0.002900991916656494,
0.0026449921131134033,
0.002666527986526489,
0.002769920110702515,
0.00283238410949707,
0.0027340800762176514,
0.00296345591545105,
0.004134912014007569,
0.0032102398872375488,
0.002737152099609375,
0.0026377599239349363,
0.00271776008605957,
0.0027555840015411376,
0.0025661439895629883,
0.0027985920906066896,
0.0028334081172943113,
0.0026276159286499024,
0.002639872074127197,
0.0026050560474395754,
0.0025815041065216063,
0.002623487949371338,
0.002672640085220337,
0.002548736095428467,
0.0025671679973602295,
0.0025937600135803223,
0.0025456640720367433,
0.0026265599727630616,
0.002627583980560303,
0.002566175937652588,
0.0025784320831298826,
0.0025712640285491944,
0.002519040107727051,
0.002559999942779541,
0.002541599988937378,
0.00253439998626709,
0.0025763840675354006,
0.0025323519706726074,
0.002543616056442261,
0.0025569279193878173,
0.002513887882232666,
0.002561023950576782,
0.002574336051940918,
0.002717695951461792,
0.0027299840450286865,
0.002648063898086548,
0.002580480098724365,
0.0026798079013824463,
0.0027207679748535154,
0.002580480098724365,
0.002619391918182373,
0.0026264960765838624,
0.0025702400207519532,
0.002718751907348633,
0.0026654720306396483,
0.0026368000507354735,
0.0028139519691467284,
0.002639872074127197,
0.0025477120876312258,
0.002614272117614746,
0.002577408075332642,
0.0025169920921325685,
0.0025671679973602295,
0.002606080055236816,
0.0025456640720367433,
0.0025958399772644043,
0.0025938560962677003,
0.0025159680843353273,
0.0025897281169891357,
0.002564095973968506,
0.002524127960205078,
0.0025722880363464357,
0.0025026559829711913,
0.002550784111022949,
0.002550784111022949,
0.0025036799907684325,
0.002571199893951416,
0.0025753600597381594,
0.0025077760219573975,
0.002561023950576782,
0.0025763840675354006,
0.0024995839595794676,
0.0025384960174560547,
0.0025394558906555176,
0.0024995839595794676,
0.0025927679538726807,
0.002496511936187744,
0.002520064115524292,
0.0025620479583740234,
0.002507807970046997,
0.002544640064239502,
0.0025425920486450196,
0.0024791040420532227,
0.002520064115524292,
0.0025528318881988523,
0.0024995839595794676,
0.0025364480018615723,
0.00253439998626709,
0.0026102080345153807,
0.0025415680408477784,
0.002490367889404297,
0.0025241599082946775,
0.002514944076538086,
0.002495455980300903,
0.0025374720096588135,
0.0025282559394836424,
0.0024913918972015382,
0.0025282559394836424,
0.0025047039985656738,
0.0025108160972595215,
0.0025159680843353273,
0.002497535943984985,
0.00252620792388916,
0.002544640064239502,
0.00248524808883667,
0.002535423994064331,
0.00253439998626709,
0.0024924159049987795
],
"count": 377,
"total": 0.9889206738471985,
"mean": 0.0026231317608679007,
"p50": 0.002594815969467163,
"p90": 0.0027877376079559328,
"p95": 0.0028336128711700438,
"p99": 0.003229409198760987,
"stdev": 0.00015807700706915956,
"stdev_": 6.026270179308779
},
"throughput": {
"unit": "samples/s",
"value": 762.4474034572596
},
"energy": {
"unit": "kWh",
"cpu": 3.1126329009503914e-08,
"ram": 1.4644811798246146e-08,
"gpu": 4.431947990000035e-08,
"total": 9.009062070775044e-08
},
"efficiency": {
"unit": "samples/kWh",
"value": 22199869.24596626
}
}
}
}