IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
3a25ad2 verified
raw
history blame
15.5 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.2.2+rocm5.7",
"_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": "6",
"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": false,
"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 7763 64-Core Processor",
"cpu_count": 128,
"cpu_ram_mb": 1082015.256576,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.12",
"gpu": [
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]"
],
"gpu_count": 8,
"gpu_vram_mb": 549621596160,
"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": "0.30.1",
"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": 908.603392,
"max_global_vram": 1011.761152,
"max_process_vram": 42800.758784,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.3670400390625,
"mean": 7.3670400390625,
"stdev": 0.0,
"p50": 7.3670400390625,
"p90": 7.3670400390625,
"p95": 7.3670400390625,
"p99": 7.3670400390625,
"values": [
7.3670400390625
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1064.005632,
"max_global_vram": 1106.214912,
"max_process_vram": 272984.379392,
"max_reserved": 725.614592,
"max_allocated": 513.035264
},
"latency": {
"unit": "s",
"count": 63,
"total": 0.5207519440650938,
"mean": 0.00826590387404911,
"stdev": 0.0009149554515550149,
"p50": 0.008012022018432617,
"p90": 0.008844375610351562,
"p95": 0.00887309560775757,
"p99": 0.012407015056610113,
"values": [
0.008705943107604981,
0.008753623008728027,
0.008628982543945313,
0.008338421821594237,
0.008277782440185547,
0.008134100914001465,
0.008047861099243164,
0.008104021072387696,
0.00809538173675537,
0.008054741859436035,
0.008152021408081054,
0.008198262214660645,
0.01140818977355957,
0.014036677360534667,
0.007967861175537109,
0.00775954008102417,
0.008004501342773437,
0.007792500972747802,
0.007755220890045166,
0.008028981208801269,
0.008654743194580079,
0.008806102752685547,
0.008858902931213379,
0.008912983894348145,
0.008874103546142579,
0.008853943824768066,
0.007893461227416992,
0.00824546241760254,
0.008012022018432617,
0.007858581066131591,
0.007878100872039795,
0.007864820957183837,
0.00789362096786499,
0.007846420764923095,
0.007764980792999267,
0.007814260959625244,
0.007804821014404297,
0.007830739974975586,
0.007818901062011718,
0.007800500869750976,
0.007801300048828125,
0.007761620998382569,
0.007805621147155762,
0.0077961812019348145,
0.007806900978088379,
0.00791762113571167,
0.007779701232910156,
0.008351861953735351,
0.008755863189697266,
0.008221462249755859,
0.008234102249145508,
0.008186421394348144,
0.007871220111846924,
0.00886402416229248,
0.008684502601623536,
0.0083065824508667,
0.008166261672973633,
0.00797474193572998,
0.007783699989318848,
0.00779810094833374,
0.007787381172180176,
0.007784339904785156,
0.007780340194702149
]
},
"throughput": {
"unit": "tokens/s",
"value": 241.95781011669158
},
"energy": null,
"efficiency": null
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1064.185856,
"max_global_vram": 1107.603456,
"max_process_vram": 273324.797952,
"max_reserved": 725.614592,
"max_allocated": 513.259008
},
"latency": {
"unit": "s",
"count": 63,
"total": 0.4883092966079713,
"mean": 0.007750941215999544,
"stdev": 0.0003061071743372567,
"p50": 0.007719060897827148,
"p90": 0.008264597511291504,
"p95": 0.00842872667312622,
"p99": 0.008506073379516602,
"values": [
0.008434582710266113,
0.008376022338867188,
0.008002581596374512,
0.00790562105178833,
0.007755540847778321,
0.0077299408912658695,
0.007719060897827148,
0.007728981018066406,
0.007722099781036377,
0.007924981117248535,
0.0077251410484313965,
0.007788021087646485,
0.00806450080871582,
0.00786418104171753,
0.007733621120452881,
0.007461939811706543,
0.007524340152740478,
0.00748386001586914,
0.007509300231933594,
0.00798642110824585,
0.008086261749267578,
0.00836482334136963,
0.008559542655944824,
0.008473301887512207,
0.008435542106628419,
0.007786581039428711,
0.007824981212615966,
0.007846099853515625,
0.0075712199211120604,
0.007517139911651611,
0.007585460186004638,
0.007620820045471191,
0.007499380111694336,
0.007486259937286377,
0.0075233798027038576,
0.007554419994354248,
0.007524340152740478,
0.007500979900360107,
0.0074686598777771,
0.007421299934387207,
0.0075035400390625,
0.007457940101623535,
0.007526579856872558,
0.007468978881835938,
0.007501460075378418,
0.007475059986114502,
0.007453139781951904,
0.008237462043762207,
0.008064661979675293,
0.007677939891815186,
0.007741139888763428,
0.007563220024108887,
0.008065141677856446,
0.008271381378173829,
0.007779059886932373,
0.007759700775146485,
0.007724979877471924,
0.007524660110473633,
0.0074622597694396975,
0.0074752202033996585,
0.007428819179534912,
0.007627699851989746,
0.007428019046783447
]
},
"throughput": {
"unit": "tokens/s",
"value": 129.01658935766324
},
"energy": null,
"efficiency": null
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 63,
"total": 0.45276856327056897,
"mean": 0.007186802591596332,
"stdev": 0.0003046852690450138,
"p50": 0.007135539054870605,
"p90": 0.007728916835784912,
"p95": 0.007838613080978394,
"p99": 0.007918475456237794,
"values": [
0.007775540828704834,
0.0077392210960388185,
0.007407539844512939,
0.0073164992332458495,
0.00721553897857666,
0.007191059112548828,
0.007157138824462891,
0.007169300079345703,
0.007135539054870605,
0.007360339164733887,
0.007157618999481201,
0.007223858833312989,
0.007486100196838379,
0.007281619071960449,
0.007165139198303223,
0.006908498764038086,
0.006931539058685303,
0.006909779071807861,
0.006967698097229004,
0.0074470601081848145,
0.007565139770507812,
0.007845621109008789,
0.007977301120758057,
0.007882421016693114,
0.007880821228027343,
0.007231059074401855,
0.0072600188255310056,
0.0072929787635803225,
0.007006577968597412,
0.0069825778007507324,
0.007008657932281494,
0.006997619152069092,
0.006975539207458496,
0.00691697883605957,
0.006932338237762451,
0.007021297931671142,
0.006954577922821045,
0.006941938877105713,
0.006910579204559326,
0.006884017944335938,
0.006952818870544434,
0.0069251379966735836,
0.006965137958526611,
0.0069299378395080566,
0.006925939083099365,
0.0068998589515686035,
0.006885777950286865,
0.007687699794769287,
0.0075253000259399416,
0.007132819175720215,
0.007185618877410888,
0.006961779117584228,
0.007526740074157715,
0.007748179912567139,
0.007244658946990967,
0.007234580039978027,
0.0072075390815734865,
0.006880177974700928,
0.006885299205780029,
0.0068750581741333005,
0.006856177806854248,
0.0070300989151000975,
0.006887537956237793
]
},
"throughput": {
"unit": "tokens/s",
"value": 139.14393602091135
},
"energy": null,
"efficiency": null
}
}
}