IlyasMoutawwakil's picture
Upload cuda_inference_transformers_fill-mask_hf-internal-testing/tiny-random-BertModel/benchmark.json with huggingface_hub
cf92198 verified
raw
history blame
23.4 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-5.10.240-238.966.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": "f22b1bee8ed3f82f26b7e707031dd0063f1eaf25",
"transformers_version": "4.55.2",
"transformers_commit": "f22b1bee8ed3f82f26b7e707031dd0063f1eaf25",
"accelerate_version": "1.10.0",
"accelerate_commit": "f22b1bee8ed3f82f26b7e707031dd0063f1eaf25",
"diffusers_version": "0.35.0",
"diffusers_commit": "f22b1bee8ed3f82f26b7e707031dd0063f1eaf25",
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.19",
"timm_commit": "f22b1bee8ed3f82f26b7e707031dd0063f1eaf25",
"peft_version": "0.17.0",
"peft_commit": "f22b1bee8ed3f82f26b7e707031dd0063f1eaf25"
},
"print_report": true,
"log_report": true
},
"report": {
"load_model": {
"memory": {
"unit": "MB",
"max_ram": 1013.960704,
"max_global_vram": 469.041152,
"max_process_vram": 0.0,
"max_reserved": 2.097152,
"max_allocated": 0.389632
},
"latency": {
"unit": "s",
"values": [
0.07922073364257813
],
"count": 1,
"total": 0.07922073364257813,
"mean": 0.07922073364257813,
"p50": 0.07922073364257813,
"p90": 0.07922073364257813,
"p95": 0.07922073364257813,
"p99": 0.07922073364257813,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 0.00012269129836458303,
"ram": 5.7735937616666574e-05,
"gpu": 0.0001672426337940001,
"total": 0.0003476698697752497
},
"efficiency": null
},
"first_forward": {
"memory": {
"unit": "MB",
"max_ram": 1177.366528,
"max_global_vram": 544.538624,
"max_process_vram": 0.0,
"max_reserved": 23.068672,
"max_allocated": 10.112
},
"latency": {
"unit": "s",
"values": [
0.10682163238525391
],
"count": 1,
"total": 0.10682163238525391,
"mean": 0.10682163238525391,
"p50": 0.10682163238525391,
"p90": 0.10682163238525391,
"p95": 0.10682163238525391,
"p99": 0.10682163238525391,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 0.00012359152062638902,
"ram": 5.8159804849999984e-05,
"gpu": 0.00016922513538000002,
"total": 0.00035097646085638893
},
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 1181.96224,
"max_global_vram": 544.538624,
"max_process_vram": 0.0,
"max_reserved": 23.068672,
"max_allocated": 10.112
},
"latency": {
"unit": "s",
"values": [
0.002899967908859253,
0.0028088319301605223,
0.0027637760639190674,
0.0027555840015411376,
0.0027688961029052736,
0.0027514879703521727,
0.002867199897766113,
0.002894848108291626,
0.0028487679958343506,
0.002829312086105347,
0.0028518400192260743,
0.002871295928955078,
0.0028641281127929686,
0.002909183979034424,
0.0029317119121551514,
0.0028825600147247316,
0.0028149759769439697,
0.002861056089401245,
0.0028354880809783934,
0.002865216016769409,
0.002855967998504639,
0.002826240062713623,
0.00283238410949707,
0.002807807922363281,
0.0028743679523468017,
0.0028642239570617675,
0.002876415967941284,
0.002861056089401245,
0.002807807922363281,
0.0027217919826507567,
0.002642944097518921,
0.0026655359268188475,
0.002624511957168579,
0.0025958399772644043,
0.002606080055236816,
0.002580480098724365,
0.002555903911590576,
0.0026173439025878906,
0.0026695361137390136,
0.0026491520404815674,
0.002859008073806763,
0.0026808319091796875,
0.002661375999450684,
0.002669568061828613,
0.0026767361164093018,
0.002607072114944458,
0.002555840015411377,
0.0025415680408477784,
0.0025180160999298097,
0.0025323519706726074,
0.002550784111022949,
0.0025210878849029543,
0.002554879903793335,
0.002577408075332642,
0.002577408075332642,
0.0025702400207519532,
0.002584575891494751,
0.002565119981765747,
0.0025671679973602295,
0.0025876479148864745,
0.002628607988357544,
0.002687072038650513,
0.0027248640060424803,
0.002693120002746582,
0.002703360080718994,
0.0027392001152038575,
0.0027054080963134766,
0.0027258880138397216,
0.002711551904678345,
0.0026664960384368895,
0.0027648000717163087,
0.0026972160339355468,
0.002662400007247925,
0.002678783893585205,
0.0026449921131134033,
0.0025856640338897704,
0.002702336072921753,
0.0026562559604644776,
0.0025569279193878173,
0.0025876479148864745,
0.0025866239070892333,
0.0025231359004974367,
0.002603008031845093,
0.0027555840015411376,
0.002776063919067383,
0.0028005759716033937,
0.0027648000717163087,
0.002722815990447998,
0.002747391939163208,
0.0028518400192260743,
0.0027453439235687258,
0.0026972160339355468,
0.0027453439235687258,
0.002753535985946655,
0.0026890239715576174,
0.002736128091812134,
0.002766848087310791,
0.0026920959949493406,
0.002694144010543823,
0.002624511957168579,
0.0026071040630340574,
0.0026357760429382322,
0.0026521599292755127,
0.0026408960819244384,
0.0026460158824920654,
0.0027289280891418456,
0.0026767361164093018,
0.002638848066329956,
0.002644927978515625,
0.002663424015045166,
0.0026767361164093018,
0.002706432104110718,
0.002732032060623169,
0.002659359931945801,
0.0025927679538726807,
0.0025681920051574708,
0.00252620792388916,
0.0025456640720367433,
0.002540544033050537,
0.0025671679973602295,
0.0025549120903015136,
0.002540544033050537,
0.0025702400207519532,
0.0025712640285491944,
0.0026449921131134033,
0.002698240041732788,
0.002645024061203003,
0.002597887992858887,
0.0025917439460754394,
0.002580480098724365,
0.002694144010543823,
0.0026204159259796142,
0.002613248109817505,
0.002580480098724365,
0.002589695930480957,
0.002589695930480957,
0.0025825281143188475,
0.0026255359649658204,
0.0026357760429382322,
0.0025763840675354006,
0.0025815041065216063,
0.00263372802734375,
0.002573312044143677,
0.0026112000942230223,
0.0026224639415740967,
0.002623487949371338,
0.002687999963760376,
0.00268287992477417,
0.0027013120651245117,
0.0028057599067687986,
0.0027944960594177247,
0.002736128091812134,
0.002756608009338379,
0.002737152099609375,
0.0027289600372314453,
0.002737152099609375,
0.0027340800762176514,
0.0027740159034729006,
0.002762752056121826,
0.002723839998245239,
0.002643968105316162,
0.0026265599727630616,
0.0026798079013824463,
0.0026296319961547853,
0.002561023950576782,
0.002549760103225708,
0.0025702400207519532,
0.0025620479583740234,
0.002702336072921753,
0.0026829121112823488,
0.0026204159259796142,
0.002632704019546509,
0.002693120002746582,
0.0026408960819244384,
0.0025589759349822997,
0.0025569279193878173,
0.002544640064239502,
0.0025886719226837157,
0.002619391918182373,
0.0025712640285491944,
0.002613248109817505,
0.0026122241020202636,
0.0025866239070892333,
0.0026255359649658204,
0.0026408960819244384,
0.0025876479148864745,
0.0025466880798339846,
0.0025477120876312258,
0.0025702400207519532,
0.0025681920051574708,
0.002530303955078125,
0.0025456640720367433,
0.002535423994064331,
0.0025323519706726074,
0.0025466880798339846,
0.002564095973968506,
0.0025477120876312258,
0.002590719938278198,
0.0031580159664154053,
0.0028538880348205568,
0.0028477439880371094,
0.003284991979598999,
0.0032880640029907225,
0.0035174400806427,
0.003453952074050903,
0.004067327976226807,
0.002998271942138672,
0.0028610880374908445,
0.0027054080963134766,
0.002604032039642334,
0.0026746881008148193,
0.002653183937072754,
0.0026112000942230223,
0.002662400007247925,
0.002653183937072754,
0.002619391918182373,
0.002638848066329956,
0.0026593279838562013,
0.0026009600162506105,
0.00268287992477417,
0.0026511359214782715,
0.002628607988357544,
0.002642944097518921,
0.0026603519916534426,
0.0026511681079864503,
0.0026491520404815674,
0.0027002880573272704,
0.0026716160774230956,
0.002669568061828613,
0.002597887992858887,
0.0025784320831298826,
0.0026122241020202636,
0.0025630719661712646,
0.002569216012954712,
0.0025712640285491944,
0.002580480098724365,
0.0025589759349822997,
0.0025763840675354006,
0.002561023950576782,
0.0025917439460754394,
0.002707456111907959,
0.0026603519916534426,
0.002594815969467163,
0.00264083194732666,
0.002686975955963135,
0.002653183937072754,
0.0027156479358673097,
0.0028559360504150392,
0.0026818559169769288,
0.0026972160339355468,
0.0027013120651245117,
0.002662400007247925,
0.00265830397605896,
0.003166208028793335,
0.003619839906692505,
0.003663872003555298,
0.002850816011428833,
0.003502079963684082,
0.0034734079837799073,
0.00276582407951355,
0.0027299840450286865,
0.002751552104949951,
0.0030935680866241455,
0.002778111934661865,
0.002752511978149414,
0.002840575933456421,
0.0027002880573272704,
0.0026859519481658937,
0.0025999360084533693,
0.0026306560039520265,
0.002672640085220337,
0.002687999963760376,
0.0026521599292755127,
0.0026316800117492677,
0.002610176086425781,
0.002741247892379761,
0.0026910719871521,
0.002642911911010742,
0.00265830397605896,
0.0026357760429382322,
0.002577408075332642,
0.0026122241020202636,
0.002573312044143677,
0.002569216012954712,
0.0025825281143188475,
0.00260915207862854,
0.0025804479122161867,
0.002590719938278198,
0.00253439998626709,
0.0025241599082946775,
0.0025221118927001955,
0.0025835518836975096,
0.0025958399772644043,
0.002656224012374878,
0.002664448022842407,
0.002590719938278198,
0.0025681920051574708,
0.0028641281127929686,
0.0027453439235687258,
0.00265830397605896,
0.0026767361164093018,
0.0026204159259796142,
0.0026951680183410643,
0.002698240041732788,
0.0026316800117492677,
0.0029173760414123533,
0.002653183937072754,
0.0025876479148864745,
0.002576351881027222,
0.002623487949371338,
0.0025876479148864745,
0.002598912000656128,
0.002648128032684326,
0.002630624055862427,
0.00252620792388916,
0.00253439998626709,
0.002514944076538086,
0.0025466880798339846,
0.0025569279193878173,
0.002520064115524292,
0.0025538558959960936,
0.002590719938278198,
0.00260915207862854,
0.002597887992858887,
0.0025763840675354006,
0.002654207944869995,
0.0026112000942230223,
0.002573312044143677,
0.002686975955963135,
0.0025251200199127195,
0.0025046401023864746,
0.002535423994064331,
0.0025148799419403077,
0.002505728006362915,
0.0025159680843353273,
0.0025251839160919188,
0.0024985599517822264,
0.002530303955078125,
0.0025026559829711913,
0.0025281920433044432,
0.0025169920921325685,
0.002505728006362915,
0.0025118720531463624,
0.0025169920921325685,
0.0025118720531463624,
0.0025169920921325685,
0.0025251839160919188,
0.002498528003692627,
0.0025026559829711913,
0.0024872961044311525,
0.002513920068740845,
0.0025088000297546387,
0.0024954879283905027,
0.002520064115524292,
0.0025159680843353273,
0.002497535943984985,
0.00250982403755188,
0.0024934399127960207,
0.002505728006362915,
0.0025036799907684325,
0.0024862720966339113,
0.0025169920921325685,
0.0025159680843353273,
0.0025866239070892333,
0.002958336114883423,
0.0025927679538726807,
0.002559999942779541,
0.0025763840675354006,
0.002525248050689697,
0.00250163197517395
],
"count": 370,
"total": 0.9886517477035511,
"mean": 0.002672031750550141,
"p50": 0.0026347520351409914,
"p90": 0.0028509184122085572,
"p95": 0.0028893184661865235,
"p99": 0.003506841599941254,
"stdev": 0.00017988378053920316,
"stdev_": 6.732097419956448
},
"throughput": {
"unit": "samples/s",
"value": 748.4940998879308
},
"energy": {
"unit": "kWh",
"cpu": 3.190880788851291e-08,
"ram": 1.5012750375374638e-08,
"gpu": 4.5143429508108295e-08,
"total": 9.206498777199577e-08
},
"efficiency": {
"unit": "samples/kWh",
"value": 21723784.995802257
}
}
}
}