IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
224887d verified
raw
history blame
17.1 kB
{
"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": "0.33.0",
"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": 791.195648,
"max_global_vram": 1355.28448,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.44074951171875,
"mean": 7.44074951171875,
"stdev": 0.0,
"p50": 7.44074951171875,
"p90": 7.44074951171875,
"p95": 7.44074951171875,
"p99": 7.44074951171875,
"values": [
7.44074951171875
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 9.981843131945095e-07,
"ram": 5.311396270540548e-07,
"gpu": 1.6850013480000214e-06,
"total": 3.2143252882485857e-06
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1217.343488,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.210304
},
"latency": {
"unit": "s",
"count": 72,
"total": 0.49213408279418946,
"mean": 0.006835195594363743,
"stdev": 0.0004216449223675453,
"p50": 0.006901040077209472,
"p90": 0.007214864158630371,
"p95": 0.007303412914276123,
"p99": 0.008413398246765137,
"values": [
0.007527743816375733,
0.007238848209381104,
0.00722544002532959,
0.0073005762100219725,
0.00712713623046875,
0.006864480018615723,
0.006998271942138672,
0.007152095794677734,
0.007174047946929931,
0.006935776233673096,
0.00712505578994751,
0.00712656021118164,
0.0070709438323974605,
0.006959904193878174,
0.007052768230438233,
0.0068848319053649906,
0.007011136054992676,
0.00705292797088623,
0.006950975894927979,
0.007106336116790771,
0.007069375991821289,
0.00699724817276001,
0.007087552070617676,
0.007067584037780762,
0.0070767998695373535,
0.006900928020477295,
0.006982336044311524,
0.007217120170593261,
0.0069023361206054686,
0.006893504142761231,
0.00694649600982666,
0.006925600051879883,
0.007090079784393311,
0.007194560050964355,
0.007006432056427002,
0.00690115213394165,
0.007007487773895264,
0.006847360134124756,
0.00662716817855835,
0.00672495985031128,
0.006479904174804687,
0.0065865921974182125,
0.007306879997253418,
0.00840169620513916,
0.008442048072814942,
0.006843167781829834,
0.006670432090759277,
0.006501311779022217,
0.006435264110565186,
0.006454880237579346,
0.006311295986175537,
0.006386079788208008,
0.006455935955047607,
0.0064397120475769044,
0.006390848159790039,
0.006405600070953369,
0.006404704093933106,
0.006332799911499023,
0.006286975860595703,
0.006429056167602539,
0.006416416168212891,
0.0064423360824584965,
0.006437568187713623,
0.00643609619140625,
0.006372767925262451,
0.0064299840927124026,
0.0064362878799438476,
0.00636518383026123,
0.006325632095336914,
0.0063991999626159665,
0.006360544204711914,
0.006394944190979004
]
},
"throughput": {
"unit": "tokens/s",
"value": 292.60318485241106
},
"energy": {
"unit": "kWh",
"cpu": 8.072969934334718e-08,
"ram": 4.413858616992879e-08,
"gpu": 1.5894003644897886e-07,
"total": 2.8380832196225483e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 7047009.70772094
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1236.021248,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.434048
},
"latency": {
"unit": "s",
"count": 72,
"total": 0.5167721271514892,
"mean": 0.007177390654881797,
"stdev": 0.0004372247467575449,
"p50": 0.007284096002578735,
"p90": 0.007570182609558105,
"p95": 0.00761570405960083,
"p99": 0.008725791358947755,
"values": [
0.007531744003295898,
0.007618080139160157,
0.007558976173400879,
0.007613759994506836,
0.007302624225616455,
0.0073825597763061525,
0.007525568008422852,
0.007571392059326172,
0.007560160160064697,
0.007430496215820312,
0.007402847766876221,
0.007529823780059814,
0.007295807838439941,
0.007336063861846924,
0.007390880107879639,
0.007229440212249756,
0.007571296215057373,
0.007398687839508057,
0.007346848011016846,
0.007453760147094726,
0.007456575870513916,
0.007420256137847901,
0.007512671947479248,
0.007418623924255371,
0.007341023921966553,
0.007351615905761719,
0.007466464042663574,
0.0073166718482971195,
0.007234687805175781,
0.007272384166717529,
0.007374559879302979,
0.007465439796447754,
0.007485663890838623,
0.007470143795013428,
0.007578656196594238,
0.0074217281341552735,
0.007157983779907226,
0.0068930239677429195,
0.007102528095245361,
0.0068849921226501465,
0.006915872097015381,
0.0069777917861938476,
0.008651904106140137,
0.00890668773651123,
0.007647840023040772,
0.006993311882019043,
0.006854591846466064,
0.006849728107452393,
0.006752831935882568,
0.006719679832458496,
0.006663904190063476,
0.006674015998840332,
0.006741055965423584,
0.006746687889099121,
0.006780896186828613,
0.006771647930145263,
0.0067478399276733395,
0.0066509442329406735,
0.00665334415435791,
0.006720863819122315,
0.006857183933258057,
0.006767168045043946,
0.006745535850524903,
0.0067916159629821775,
0.00674780797958374,
0.006729311943054199,
0.006674367904663086,
0.006687551975250244,
0.00672870397567749,
0.006672800064086914,
0.006618080139160157,
0.006654047966003418
]
},
"throughput": {
"unit": "tokens/s",
"value": 139.32639981353626
},
"energy": {
"unit": "kWh",
"cpu": 7.608774432441992e-08,
"ram": 4.159888080340158e-08,
"gpu": 1.4693740123523229e-07,
"total": 2.646240263630538e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 3778946.3554909374
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 72,
"total": 0.482903455734253,
"mean": 0.006706992440753513,
"stdev": 0.0003782884859729448,
"p50": 0.006772224187850952,
"p90": 0.007035596752166748,
"p95": 0.007073382401466369,
"p99": 0.008141782970428469,
"values": [
0.007002111911773682,
0.007032832145690918,
0.007035903930664063,
0.0070891518592834475,
0.006783040046691895,
0.006866943836212158,
0.006985727787017822,
0.007032832145690918,
0.007049344062805176,
0.00690176010131836,
0.006848512172698974,
0.006996992111206054,
0.006782976150512696,
0.006803455829620361,
0.006884352207183838,
0.00672870397567749,
0.007044095993041993,
0.006876160144805908,
0.0068321280479431154,
0.00693452787399292,
0.006910975933074951,
0.006919167995452881,
0.006986752033233643,
0.006880256175994873,
0.006850560188293457,
0.006840320110321045,
0.0069253120422363285,
0.006833151817321777,
0.006717440128326416,
0.006761472225189209,
0.0068321280479431154,
0.0069324798583984375,
0.006954016208648682,
0.0069253120422363285,
0.007060480117797851,
0.006866943836212158,
0.006684671878814697,
0.006468607902526856,
0.006633471965789795,
0.0064817600250244144,
0.006499328136444092,
0.006546432018280029,
0.008075263977050781,
0.00830463981628418,
0.007174143791198731,
0.006569983959197998,
0.006420351982116699,
0.006454304218292236,
0.006363135814666748,
0.006301695823669433,
0.006271008014678955,
0.006292511940002441,
0.006361055850982666,
0.006360064029693604,
0.0063836159706115725,
0.006368256092071533,
0.0063344001770019535,
0.006261919975280762,
0.006275072097778321,
0.006333439826965332,
0.006468607902526856,
0.006369279861450195,
0.006352896213531494,
0.006393856048583985,
0.006363135814666748,
0.006341631889343262,
0.0062863359451293946,
0.006299647808074951,
0.006338560104370118,
0.006280191898345947,
0.006218944072723389,
0.006262911796569824
]
},
"throughput": {
"unit": "tokens/s",
"value": 149.09812540174156
},
"energy": null,
"efficiency": null
}
}
}