IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
7884690 verified
raw
history blame
17.7 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": "0.34.0",
"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": 791.011328,
"max_global_vram": 1355.28448,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.38058349609375,
"mean": 7.38058349609375,
"stdev": 0.0,
"p50": 7.38058349609375,
"p90": 7.38058349609375,
"p95": 7.38058349609375,
"p99": 7.38058349609375,
"values": [
7.38058349609375
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 9.79268531249981e-07,
"ram": 5.211768322305634e-07,
"gpu": 1.6541679900001875e-06,
"total": 3.1546133534807317e-06
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1195.49952,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.210304
},
"latency": {
"unit": "s",
"count": 77,
"total": 0.4903361606597902,
"mean": 0.00636800208649078,
"stdev": 0.00024804738054740966,
"p50": 0.006288608074188232,
"p90": 0.006525209426879883,
"p95": 0.006893216133117676,
"p99": 0.007409616737365721,
"values": [
0.007550015926361084,
0.00717193603515625,
0.00688259220123291,
0.006398079872131347,
0.0063352642059326175,
0.00632966423034668,
0.006345920085906983,
0.006353888034820556,
0.006321087837219238,
0.006340991973876953,
0.006324448108673096,
0.006361152172088623,
0.006231167793273926,
0.006226784229278565,
0.006260159969329834,
0.006267839908599853,
0.00628659200668335,
0.006232960224151611,
0.006252895832061767,
0.00641923189163208,
0.006260064125061035,
0.006302175998687744,
0.006290592193603515,
0.006307263851165771,
0.00629417610168457,
0.00622057580947876,
0.0062008957862854,
0.006292736053466797,
0.006479072093963623,
0.006260255813598633,
0.006291935920715332,
0.006243391990661621,
0.006279647827148438,
0.006244224071502685,
0.0062039680480957034,
0.006226592063903809,
0.006235648155212403,
0.007365280151367187,
0.006935711860656738,
0.006528031826019287,
0.006369376182556152,
0.006433599948883056,
0.006270080089569092,
0.006228928089141846,
0.006190815925598145,
0.00628927993774414,
0.006230016231536865,
0.006225120067596435,
0.0062195839881896975,
0.006283840179443359,
0.0062295360565185545,
0.006428575992584228,
0.006484928131103515,
0.006523327827453613,
0.006395103931427002,
0.006515935897827148,
0.006385727882385254,
0.006523263931274414,
0.006454815864562988,
0.006288608074188232,
0.006216639995574951,
0.00623203182220459,
0.006214176177978516,
0.006624512195587158,
0.006763775825500488,
0.006361184120178223,
0.006277088165283203,
0.006288127899169922,
0.0062865281105041505,
0.00630079984664917,
0.006193471908569336,
0.006194752216339111,
0.0062135357856750485,
0.006221248149871826,
0.0062154560089111325,
0.006193984031677246,
0.006213471889495849
]
},
"throughput": {
"unit": "tokens/s",
"value": 314.07024885290855
},
"energy": {
"unit": "kWh",
"cpu": 7.813567176078304e-08,
"ram": 4.2720651648529784e-08,
"gpu": 1.5021941842105172e-07,
"total": 2.710757418303646e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 7378011.719143692
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1214.17728,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.434048
},
"latency": {
"unit": "s",
"count": 77,
"total": 0.5145581755638122,
"mean": 0.006682573708620937,
"stdev": 0.0002910752437658753,
"p50": 0.006599520206451416,
"p90": 0.0068155519485473635,
"p95": 0.007122745609283448,
"p99": 0.008015219097137448,
"values": [
0.0075838398933410645,
0.00793446397781372,
0.006700287818908692,
0.0067365760803222655,
0.006623167991638184,
0.0066278080940246585,
0.006605631828308105,
0.006598527908325195,
0.007346720218658447,
0.006633056163787842,
0.00659987211227417,
0.006593376159667969,
0.006554080009460449,
0.006548128128051758,
0.006543680191040039,
0.006518911838531494,
0.006551040172576904,
0.006585599899291993,
0.006725503921508789,
0.006536896228790283,
0.006547488212585449,
0.006710303783416748,
0.006624800205230713,
0.0065796799659729,
0.006568160057067871,
0.006529151916503906,
0.006575679779052735,
0.006710879802703858,
0.006521247863769532,
0.006685567855834961,
0.006605184078216553,
0.006503039836883545,
0.0065797119140625,
0.006516767978668213,
0.006696447849273681,
0.00654252815246582,
0.006511648178100586,
0.008270943641662597,
0.006784512042999268,
0.006777919769287109,
0.006858816146850586,
0.0066648640632629395,
0.006526944160461426,
0.006526303768157959,
0.006553215980529785,
0.006501152038574219,
0.006519807815551758,
0.006619071960449219,
0.0066258559226989745,
0.006625951766967774,
0.006505087852478027,
0.006900928020477295,
0.006803040027618408,
0.006695903778076172,
0.006766304016113282,
0.006806719779968262,
0.0066752638816833494,
0.006773568153381347,
0.006796351909637451,
0.006612800121307373,
0.006609824180603028,
0.006501535892486573,
0.006523903846740723,
0.007066751956939697,
0.006828800201416015,
0.006578112125396728,
0.006671840190887451,
0.006573760032653809,
0.006573887825012207,
0.006514848232269287,
0.006520864009857178,
0.006545631885528564,
0.006565087795257568,
0.006599520206451416,
0.006502528190612793,
0.006501920223236084,
0.006532576084136963
]
},
"throughput": {
"unit": "tokens/s",
"value": 149.64294351290695
},
"energy": {
"unit": "kWh",
"cpu": 7.451963764982637e-08,
"ram": 4.0385879775532454e-08,
"gpu": 1.4709207298920198e-07,
"total": 2.6199759041456067e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 3816828.996089975
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 77,
"total": 0.4841798720359801,
"mean": 0.006288050286181561,
"stdev": 0.00026699542202695013,
"p50": 0.00621670389175415,
"p90": 0.006411878585815429,
"p95": 0.006714572906494141,
"p99": 0.007436943225860593,
"values": [
0.007047167778015137,
0.007311359882354736,
0.0063170561790466305,
0.006331391811370849,
0.006240255832672119,
0.006242303848266601,
0.006221856117248535,
0.006198272228240966,
0.006957056045532227,
0.0062494721412658695,
0.00621670389175415,
0.0062044157981872555,
0.006158336162567139,
0.006158271789550781,
0.006153215885162353,
0.0061337599754333495,
0.006169600009918213,
0.006191103935241699,
0.006325247764587402,
0.006155263900756836,
0.006165503978729248,
0.0063201279640197755,
0.00624128007888794,
0.0061972479820251464,
0.006166528224945069,
0.006150144100189209,
0.006195199966430664,
0.006293504238128662,
0.006140927791595459,
0.006288383960723877,
0.0062269439697265625,
0.00612556791305542,
0.006198272228240966,
0.006116352081298828,
0.0063170561790466305,
0.006164480209350586,
0.0061337599754333495,
0.00783462381362915,
0.0063569917678833006,
0.006376448154449463,
0.006472703933715821,
0.0062791681289672855,
0.006149119853973388,
0.006137856006622314,
0.0061736321449279786,
0.006112224102020264,
0.006130688190460205,
0.006238207817077636,
0.006232063770294189,
0.006243328094482422,
0.00611737585067749,
0.0065064959526062015,
0.0064143362045288085,
0.006312960147857666,
0.006329343795776367,
0.006409215927124024,
0.006288383960723877,
0.0063610877990722655,
0.006396927833557129,
0.00623308801651001,
0.006232063770294189,
0.0061224961280822755,
0.006144000053405762,
0.006653952121734619,
0.0064102401733398436,
0.0061972479820251464,
0.006288383960723877,
0.00618393611907959,
0.006181888103485108,
0.00613478422164917,
0.0061265921592712404,
0.006165503978729248,
0.006188032150268555,
0.006220799922943115,
0.006123551845550537,
0.006124544143676758,
0.0061521921157836916
]
},
"throughput": {
"unit": "tokens/s",
"value": 159.03180707660232
},
"energy": null,
"efficiency": null
}
}
}