
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
0070eaa
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.0+cu124", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-generation", | |
"library": "transformers", | |
"model_type": "gpt2", | |
"model": "openai-community/gpt2", | |
"processor": "openai-community/gpt2", | |
"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": "0.34.0", | |
"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": 791.22432, | |
"max_global_vram": 1355.28448, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.4259619140625, | |
"mean": 7.4259619140625, | |
"stdev": 0.0, | |
"p50": 7.4259619140625, | |
"p90": 7.4259619140625, | |
"p95": 7.4259619140625, | |
"p99": 7.4259619140625, | |
"values": [ | |
7.4259619140625 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 9.98275192361062e-07, | |
"ram": 5.307296700069239e-07, | |
"gpu": 1.6650013319999182e-06, | |
"total": 3.194006194367904e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1196.105728, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.48828111886978137, | |
"mean": 0.006688782450270979, | |
"stdev": 0.00025867567175981497, | |
"p50": 0.006694015979766846, | |
"p90": 0.006919558429718017, | |
"p95": 0.007253024005889892, | |
"p99": 0.007624242000579835, | |
"values": [ | |
0.007560160160064697, | |
0.007291872024536133, | |
0.0072806720733642576, | |
0.007234591960906983, | |
0.0077890238761901855, | |
0.0066863040924072265, | |
0.006645376205444336, | |
0.006524543762207031, | |
0.006520031929016113, | |
0.006694208145141602, | |
0.006550591945648193, | |
0.0065147199630737306, | |
0.0065006399154663086, | |
0.006508959770202637, | |
0.006507711887359619, | |
0.006721983909606934, | |
0.006675072193145752, | |
0.006494080066680908, | |
0.006502079963684082, | |
0.007037087917327881, | |
0.007103263854980469, | |
0.006832223892211914, | |
0.006782879829406738, | |
0.006711359977722168, | |
0.006725279808044433, | |
0.006747583866119385, | |
0.006507967948913574, | |
0.006474271774291992, | |
0.006518208026885987, | |
0.006507967948913574, | |
0.006498079776763916, | |
0.006736671924591065, | |
0.006795584201812744, | |
0.006741727828979492, | |
0.006698080062866211, | |
0.006719327926635742, | |
0.0067223038673400876, | |
0.006694015979766846, | |
0.006708000183105469, | |
0.006698239803314209, | |
0.006741856098175049, | |
0.006743711948394775, | |
0.006713312149047851, | |
0.006708159923553467, | |
0.006722527980804444, | |
0.006820608139038086, | |
0.006737184047698974, | |
0.0066715202331542964, | |
0.006938560009002686, | |
0.006795199871063232, | |
0.006839072227478028, | |
0.00678876781463623, | |
0.006843552112579345, | |
0.006838816165924072, | |
0.006824480056762695, | |
0.006460224151611328, | |
0.0064817600250244144, | |
0.006463327884674072, | |
0.006440256118774414, | |
0.006507040023803711, | |
0.0064687361717224124, | |
0.006453824043273926, | |
0.006471295833587646, | |
0.006462080001831055, | |
0.00644163179397583, | |
0.006485983848571777, | |
0.0064795842170715335, | |
0.0064653120040893556, | |
0.006463424205780029, | |
0.006451615810394287, | |
0.006426623821258545, | |
0.006477695941925049, | |
0.006490623950958252 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 299.00808030002156 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 8.097561308106375e-08, | |
"ram": 4.425517151738743e-08, | |
"gpu": 1.557862168435364e-07, | |
"total": 2.810170014419876e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7117007.119631069 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1214.513152, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.5158045735359191, | |
"mean": 0.007065816075834509, | |
"stdev": 0.0002698582082972627, | |
"p50": 0.007040319919586181, | |
"p90": 0.0075293438911437985, | |
"p95": 0.007678003215789795, | |
"p99": 0.007761466674804688, | |
"values": [ | |
0.007688352108001709, | |
0.007692671775817871, | |
0.007612448215484619, | |
0.007644512176513672, | |
0.0072195520401000975, | |
0.006874015808105469, | |
0.006874911785125733, | |
0.0068674559593200684, | |
0.00793836784362793, | |
0.0070275840759277345, | |
0.006819647789001465, | |
0.006858335971832275, | |
0.006837632179260254, | |
0.006845376014709473, | |
0.007027743816375732, | |
0.007026016235351562, | |
0.007153567790985108, | |
0.006825984001159668, | |
0.007690591812133789, | |
0.007577951908111572, | |
0.007316480159759522, | |
0.007334911823272705, | |
0.007095744132995605, | |
0.007056128025054931, | |
0.007040319919586181, | |
0.007039487838745117, | |
0.006828447818756103, | |
0.00685103988647461, | |
0.006830111980438232, | |
0.006825471878051758, | |
0.0069556479454040525, | |
0.00716918420791626, | |
0.007113599777221679, | |
0.007065951824188232, | |
0.007194111824035645, | |
0.007056831836700439, | |
0.007073984146118164, | |
0.007063712120056152, | |
0.007130080223083496, | |
0.007056511878967285, | |
0.007124512195587158, | |
0.007062367916107178, | |
0.007051551818847656, | |
0.007149184226989746, | |
0.0071057920455932615, | |
0.007108160018920898, | |
0.007035327911376953, | |
0.007671103954315185, | |
0.007220831871032715, | |
0.0072344961166381835, | |
0.0072135357856750485, | |
0.007216159820556641, | |
0.007237279891967773, | |
0.0072167677879333494, | |
0.007232416152954102, | |
0.0068128957748413085, | |
0.0068104958534240725, | |
0.006823520183563233, | |
0.006823071956634522, | |
0.006792031764984131, | |
0.006894303798675537, | |
0.006837567806243896, | |
0.006821055889129638, | |
0.00682144021987915, | |
0.0068336639404296875, | |
0.006774335861206055, | |
0.006877376079559326, | |
0.006810592174530029, | |
0.006781919956207276, | |
0.006806879997253418, | |
0.006804416179656983, | |
0.0067944002151489255, | |
0.0068046398162841795 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 141.52646902599923 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.823386421523186e-08, | |
"ram": 4.279499238207218e-08, | |
"gpu": 1.5204365904979912e-07, | |
"total": 2.730725156471031e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3662030.935739865 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.4852275538444518, | |
"mean": 0.006646952792389752, | |
"stdev": 0.0002424786794601238, | |
"p50": 0.006638591766357422, | |
"p90": 0.007045734596252441, | |
"p95": 0.007140147113800049, | |
"p99": 0.00730132495880127, | |
"values": [ | |
0.007162879943847656, | |
0.007124991893768311, | |
0.007074816226959229, | |
0.007117824077606201, | |
0.006805568218231201, | |
0.006471680164337158, | |
0.006459392070770263, | |
0.006461440086364746, | |
0.0074967041015625, | |
0.006636544227600098, | |
0.0064174079895019534, | |
0.006458367824554443, | |
0.006448128223419189, | |
0.0064430079460144046, | |
0.006616064071655273, | |
0.006620160102844238, | |
0.006711296081542969, | |
0.006436863899230957, | |
0.007172095775604248, | |
0.00707583999633789, | |
0.006889472007751465, | |
0.006929408073425293, | |
0.006690815925598144, | |
0.0066447358131408694, | |
0.006638591766357422, | |
0.0066344962120056155, | |
0.006420415878295898, | |
0.006459392070770263, | |
0.006433792114257812, | |
0.006412288188934326, | |
0.0065484800338745115, | |
0.006763519763946534, | |
0.006708223819732666, | |
0.006662144184112549, | |
0.006793216228485107, | |
0.006647808074951172, | |
0.006669312000274658, | |
0.006654975891113281, | |
0.006719456195831299, | |
0.006649856090545654, | |
0.006694911956787109, | |
0.006660096168518067, | |
0.006645760059356689, | |
0.006744063854217529, | |
0.006694911956787109, | |
0.0067041277885437015, | |
0.006632448196411133, | |
0.007225344181060791, | |
0.006778880119323731, | |
0.006819871902465821, | |
0.006765567779541016, | |
0.006806528091430664, | |
0.006778880119323731, | |
0.0067983360290527345, | |
0.006811647891998291, | |
0.006412288188934326, | |
0.006402048110961914, | |
0.0064204797744750975, | |
0.006432767868041992, | |
0.006394879817962646, | |
0.006499328136444092, | |
0.006435840129852295, | |
0.006411263942718506, | |
0.006397952079772949, | |
0.0064430079460144046, | |
0.006378496170043945, | |
0.006457344055175781, | |
0.00642252779006958, | |
0.00638262414932251, | |
0.006384640216827392, | |
0.006415359973907471, | |
0.006406144142150879, | |
0.006387712001800537 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 150.44487771071923 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |