IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
3a27131 verified
raw
history blame
14.1 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.2.2",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "text-generation",
"model": "openai-community/gpt2",
"library": "transformers",
"device": "cuda",
"device_ids": "0",
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"hub_kwargs": {
"revision": "main",
"force_download": false,
"local_files_only": false,
"trust_remote_code": false
},
"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,
"latency": true,
"memory": 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",
"start_method": "spawn"
},
"environment": {
"cpu": " AMD EPYC 7R32",
"cpu_count": 16,
"cpu_ram_mb": 66697.29792,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.215-203.850.amzn2.x86_64-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.14",
"gpu": [
"NVIDIA A10G"
],
"gpu_count": 1,
"gpu_vram_mb": 24146608128,
"optimum_benchmark_version": "0.2.0",
"optimum_benchmark_commit": null,
"transformers_version": "4.40.2",
"transformers_commit": null,
"accelerate_version": "0.30.1",
"accelerate_commit": null,
"diffusers_version": "0.27.2",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "0.9.16",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1051.81184,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.007552
},
"latency": {
"unit": "s",
"count": 58,
"total": 0.49518617343902593,
"mean": 0.008537692645500448,
"stdev": 0.00035161210722824403,
"p50": 0.008584367752075196,
"p90": 0.009011151981353759,
"p95": 0.009035446739196778,
"p99": 0.009352468814849853,
"values": [
0.009236031532287598,
0.009035360336303712,
0.008908927917480469,
0.008721280097961425,
0.008996447563171387,
0.009506815910339356,
0.008906144142150879,
0.009013728141784668,
0.008969087600708008,
0.009023615837097168,
0.00903593635559082,
0.00868233585357666,
0.008703935623168945,
0.008557120323181152,
0.008653152465820312,
0.008603072166442871,
0.009010047912597656,
0.00882697582244873,
0.008657024383544923,
0.008716256141662597,
0.008622976303100586,
0.008640512466430664,
0.008829824447631836,
0.008581439971923828,
0.008579936027526856,
0.008596960067749024,
0.008882207870483399,
0.008845824241638184,
0.008708064079284667,
0.008642016410827636,
0.008426015853881835,
0.008516032218933106,
0.008383487701416016,
0.008587295532226563,
0.008687999725341797,
0.008353759765625,
0.008266079902648925,
0.008149439811706544,
0.008186304092407226,
0.008171520233154296,
0.008210911750793456,
0.008164704322814942,
0.008153087615966797,
0.008149215698242188,
0.008158399581909179,
0.008155263900756837,
0.00812451171875,
0.008154047966003417,
0.008073184013366699,
0.00805123233795166,
0.008079903602600098,
0.008140928268432617,
0.008134143829345703,
0.0081693115234375,
0.008338815689086914,
0.008206879615783692,
0.008137503623962402,
0.008163135528564453
]
},
"throughput": {
"unit": "tokens/s",
"value": 234.2553290500618
},
"energy": {
"unit": "kWh",
"cpu": 1.002469233104161e-07,
"ram": 5.481077824857921e-08,
"gpu": 1.7393571337815047e-07,
"total": 3.289934149371458e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 6079149.032153425
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1051.81184,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.4576
},
"latency": {
"unit": "s",
"count": 58,
"total": 0.513134048461914,
"mean": 0.008847138766584724,
"stdev": 0.00038989913860166116,
"p50": 0.008894239902496336,
"p90": 0.009335363101959229,
"p95": 0.009424015712738038,
"p99": 0.009709842901229858,
"values": [
0.00925107192993164,
0.009345376014709472,
0.009187711715698241,
0.009072319984436035,
0.00942204761505127,
0.010036576271057128,
0.009435168266296387,
0.009331071853637695,
0.009255264282226562,
0.009323040008544921,
0.009370016098022462,
0.009133855819702148,
0.009024991989135742,
0.008926431655883789,
0.008876192092895507,
0.009258720397949219,
0.009463359832763672,
0.008970656394958497,
0.009108927726745606,
0.00904576015472412,
0.00898748779296875,
0.008967488288879395,
0.008909791946411132,
0.008935775756835938,
0.00894883155822754,
0.00919753646850586,
0.00911177635192871,
0.009001791954040527,
0.009014271736145019,
0.008878687858581542,
0.008859871864318847,
0.008576288223266601,
0.008840000152587891,
0.008854016304016114,
0.008777567863464356,
0.008539551734924317,
0.008478848457336426,
0.008399200439453126,
0.008435168266296388,
0.008531295776367187,
0.008432319641113281,
0.008425503730773927,
0.008435199737548828,
0.008400863647460937,
0.008434592247009277,
0.00840227222442627,
0.008413632392883301,
0.008348416328430176,
0.008363327980041503,
0.008345664024353027,
0.008439200401306152,
0.008398847579956055,
0.008419391632080078,
0.009120415687561036,
0.008426976203918458,
0.00841859245300293,
0.008387231826782226,
0.00843779182434082
]
},
"throughput": {
"unit": "tokens/s",
"value": 113.0308935332809
},
"energy": {
"unit": "kWh",
"cpu": 9.664383765592137e-08,
"ram": 5.284070862116189e-08,
"gpu": 1.6599169881857366e-07,
"total": 3.154762450956568e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 3169810.771954592
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 57,
"total": 0.9916139545440674,
"mean": 0.017396736044632762,
"stdev": 0.000719627216691,
"p50": 0.017541120529174805,
"p90": 0.01838165740966797,
"p95": 0.01844142074584961,
"p99": 0.018967839050292968,
"values": [
0.018378751754760742,
0.01816985511779785,
0.01781862449645996,
0.01846681594848633,
0.019562496185302734,
0.018382848739624022,
0.018380863189697266,
0.01823744010925293,
0.0183940486907959,
0.01843507194519043,
0.017838079452514647,
0.01779199981689453,
0.017511423110961915,
0.01756159973144531,
0.01786777687072754,
0.01850060844421387,
0.017854463577270507,
0.017779712677001954,
0.017786880493164063,
0.01763737678527832,
0.01764659118652344,
0.01779814338684082,
0.017541120529174805,
0.01756159973144531,
0.017794048309326172,
0.018033664703369142,
0.01789030456542969,
0.017726463317871095,
0.01759539222717285,
0.017312768936157227,
0.01719910430908203,
0.017185792922973633,
0.017458175659179686,
0.017557504653930665,
0.016951295852661134,
0.01676595115661621,
0.01660416030883789,
0.01664620780944824,
0.01671673583984375,
0.016670719146728515,
0.01662156867980957,
0.016590848922729492,
0.01659903907775879,
0.01661747169494629,
0.01657548713684082,
0.016558080673217773,
0.01653555107116699,
0.016462848663330077,
0.01642291259765625,
0.016532480239868166,
0.01656729507446289,
0.01657344055175781,
0.01723391914367676,
0.016882688522338866,
0.016627712249755858,
0.01657244873046875,
0.0166276798248291
]
},
"throughput": {
"unit": "tokens/s",
"value": 57.482047059541365
},
"energy": null,
"efficiency": null
}
}
}