
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
25f19b3
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.1+cu121", | |
"_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": 66697.293824, | |
"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": 720.494592, | |
"max_global_vram": 1355.28448, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.10544384765625, | |
"mean": 7.10544384765625, | |
"stdev": 0.0, | |
"p50": 7.10544384765625, | |
"p90": 7.10544384765625, | |
"p95": 7.10544384765625, | |
"p99": 7.10544384765625, | |
"values": [ | |
7.10544384765625 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 9.6094591750039e-07, | |
"ram": 5.109819497165328e-07, | |
"gpu": 1.788334764000121e-06, | |
"total": 3.2602626312170433e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1021.386752, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 76, | |
"total": 0.489139265060425, | |
"mean": 0.00643604296132138, | |
"stdev": 0.00040306870878596896, | |
"p50": 0.006533679962158203, | |
"p90": 0.0067556161880493164, | |
"p95": 0.007114935994148254, | |
"p99": 0.007586184024810791, | |
"values": [ | |
0.0074852161407470705, | |
0.006868256092071533, | |
0.006699935913085937, | |
0.0066342720985412594, | |
0.006699584007263184, | |
0.00643017578125, | |
0.006559264183044433, | |
0.006705728054046631, | |
0.006665567874908448, | |
0.006573791980743408, | |
0.00668832015991211, | |
0.0067058558464050295, | |
0.0066481599807739255, | |
0.006615583896636963, | |
0.006684671878814697, | |
0.006434239864349365, | |
0.006537824153900146, | |
0.006487391948699951, | |
0.006558752059936524, | |
0.006740032196044922, | |
0.0066797761917114255, | |
0.0066629438400268555, | |
0.006631904125213623, | |
0.0066984639167785645, | |
0.006616256237030029, | |
0.00652953577041626, | |
0.006601056098937988, | |
0.006670783996582031, | |
0.006553760051727295, | |
0.00655075216293335, | |
0.0064795842170715335, | |
0.006786367893218994, | |
0.006732672214508057, | |
0.006728447914123535, | |
0.006625823974609375, | |
0.0064284482002258305, | |
0.006509376049041748, | |
0.006349503993988037, | |
0.007198624134063721, | |
0.006466559886932373, | |
0.007087039947509766, | |
0.006572127819061279, | |
0.006634335994720459, | |
0.006771200180053711, | |
0.0077707200050354, | |
0.007524672031402588, | |
0.006589727878570557, | |
0.006345632076263427, | |
0.005978687763214112, | |
0.005987008094787597, | |
0.006012608051300048, | |
0.006013823986053467, | |
0.005984576225280762, | |
0.0060020160675048825, | |
0.006023776054382324, | |
0.006005727767944336, | |
0.005965695858001709, | |
0.006026559829711914, | |
0.0059977278709411625, | |
0.005962431907653809, | |
0.0060200319290161135, | |
0.005991487979888916, | |
0.005984928131103516, | |
0.005981056213378906, | |
0.006026271820068359, | |
0.005998879909515381, | |
0.005973951816558838, | |
0.0059634242057800295, | |
0.005980031967163086, | |
0.005979167938232422, | |
0.0059618239402771, | |
0.005969888210296631, | |
0.005983104228973388, | |
0.0059934401512146, | |
0.0059805760383605956, | |
0.006171840190887451 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 310.7499455829271 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.692843482091828e-08, | |
"ram": 4.2059207930217707e-08, | |
"gpu": 1.5789695171428616e-07, | |
"total": 2.768845944654222e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7223225.993708232 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1037.299712, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 76, | |
"total": 0.5130464305877684, | |
"mean": 0.006750610928786429, | |
"stdev": 0.0003895025803248728, | |
"p50": 0.006856368064880372, | |
"p90": 0.0070750718116760255, | |
"p95": 0.007320840120315551, | |
"p99": 0.007872503876686096, | |
"values": [ | |
0.007421279907226562, | |
0.007025248050689698, | |
0.007015679836273193, | |
0.006997087955474854, | |
0.0068039999008178715, | |
0.006903007984161377, | |
0.00701203203201294, | |
0.007030848026275635, | |
0.007025087833404541, | |
0.007068319797515869, | |
0.007048736095428467, | |
0.007043583869934082, | |
0.007015615940093994, | |
0.006948832035064697, | |
0.006855616092681885, | |
0.006905824184417725, | |
0.006956416130065918, | |
0.006944767951965332, | |
0.006986527919769287, | |
0.007057759761810303, | |
0.0070382080078125, | |
0.0070107197761535645, | |
0.0072873601913452145, | |
0.006990592002868653, | |
0.006899360179901123, | |
0.006857120037078858, | |
0.0069845118522644046, | |
0.006845983982086181, | |
0.006853759765625, | |
0.006895711898803711, | |
0.006948736190795899, | |
0.0071320638656616215, | |
0.007081823825836182, | |
0.006946879863739014, | |
0.007137663841247558, | |
0.0068982081413269045, | |
0.006777632236480713, | |
0.006515520095825195, | |
0.007064576148986816, | |
0.00655075216293335, | |
0.006745503902435303, | |
0.006992800235748291, | |
0.007018400192260742, | |
0.007508319854736328, | |
0.007964159965515137, | |
0.007841951847076416, | |
0.006674560070037841, | |
0.006586719989776611, | |
0.006327648162841797, | |
0.006312895774841309, | |
0.0062928318977355955, | |
0.006284063816070557, | |
0.006270944118499756, | |
0.006287424087524414, | |
0.0063248958587646485, | |
0.00630079984664917, | |
0.006319808006286621, | |
0.0063075838088989256, | |
0.006326720237731933, | |
0.006351103782653808, | |
0.006430592060089111, | |
0.006295423984527588, | |
0.006316256046295166, | |
0.006293951988220215, | |
0.006280511856079102, | |
0.006273856163024902, | |
0.006291872024536133, | |
0.0063504319190979, | |
0.006300320148468017, | |
0.0063342080116271975, | |
0.006324927806854248, | |
0.006348544120788574, | |
0.006323232173919678, | |
0.006376095771789551, | |
0.0063678078651428225, | |
0.006315807819366455 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 148.13474077371723 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.234138319696185e-08, | |
"ram": 3.9553042063266966e-08, | |
"gpu": 1.5049218388571323e-07, | |
"total": 2.6238660914594197e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3811170.1022203853 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 76, | |
"total": 0.47860528135299707, | |
"mean": 0.0062974379125394315, | |
"stdev": 0.0003336733172098433, | |
"p50": 0.00637388801574707, | |
"p90": 0.006577152013778686, | |
"p95": 0.006802176117897034, | |
"p99": 0.007388415932655334, | |
"values": [ | |
0.0068915200233459475, | |
0.006525951862335205, | |
0.006503424167633057, | |
0.006494207859039307, | |
0.006333439826965332, | |
0.0064143362045288085, | |
0.006492127895355224, | |
0.0065136637687683106, | |
0.006532095909118653, | |
0.006549503803253174, | |
0.00653107213973999, | |
0.006500351905822754, | |
0.006503488063812256, | |
0.0064471039772033695, | |
0.006378496170043945, | |
0.006412288188934326, | |
0.006446080207824707, | |
0.006446080207824707, | |
0.00648089599609375, | |
0.006552576065063476, | |
0.006540224075317382, | |
0.006523903846740723, | |
0.006774784088134766, | |
0.006453248023986816, | |
0.006423552036285401, | |
0.006369279861450195, | |
0.006471680164337158, | |
0.006359039783477783, | |
0.006369279861450195, | |
0.006404096126556396, | |
0.006449151992797852, | |
0.006619135856628418, | |
0.00657203197479248, | |
0.006421504020690918, | |
0.006642687797546387, | |
0.006398975849151611, | |
0.006299647808074951, | |
0.00608358383178711, | |
0.006582272052764892, | |
0.006151167869567871, | |
0.0063170561790466305, | |
0.0064471039772033695, | |
0.006535168170928955, | |
0.006884352207183838, | |
0.0074414081573486324, | |
0.007370751857757568, | |
0.006220799922943115, | |
0.006205440044403076, | |
0.005953536033630371, | |
0.005940224170684814, | |
0.0059146881103515625, | |
0.005909503936767578, | |
0.005899263858795166, | |
0.005910528182983398, | |
0.005929984092712402, | |
0.00592793607711792, | |
0.005942272186279297, | |
0.005933055877685547, | |
0.005944320201873779, | |
0.005967872142791748, | |
0.006057983875274659, | |
0.005921728134155273, | |
0.005942272186279297, | |
0.00591974401473999, | |
0.0059064321517944334, | |
0.0059023361206054685, | |
0.005897215843200684, | |
0.005967872142791748, | |
0.005925888061523437, | |
0.005944320201873779, | |
0.005929984092712402, | |
0.005974016189575195, | |
0.005948416233062744, | |
0.006000639915466309, | |
0.005982207775115967, | |
0.005931007862091065 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 158.79473746121485 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |