{ "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": 720.621568, "max_global_vram": 1355.28448, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 7.15121044921875, "mean": 7.15121044921875, "stdev": 0.0, "p50": 7.15121044921875, "p90": 7.15121044921875, "p95": 7.15121044921875, "p99": 7.15121044921875, "values": [ 7.15121044921875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.723987844255236e-07, "ram": 5.172869025693671e-07, "gpu": 1.6350013079995465e-06, "total": 3.1246869949944374e-06 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1032.450048, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.210304 }, "latency": { "unit": "s", "count": 74, "total": 0.48722860813140867, "mean": 0.0065841703801541715, "stdev": 0.00037231585280344143, "p50": 0.006642159938812255, "p90": 0.007075491189956666, "p95": 0.007175088119506836, "p99": 0.00729537106513977, "values": [ 0.007238848209381104, 0.007041600227355957, 0.006844575881958008, 0.006722464084625244, 0.006786975860595703, 0.006643839836120605, 0.0067866559028625486, 0.007448192119598389, 0.007187359809875489, 0.0069213762283325195, 0.007173632144927979, 0.007109663963317871, 0.006950719833374024, 0.006861855983734131, 0.006793312072753906, 0.006635903835296631, 0.0066856322288513185, 0.006605504035949707, 0.00673302412033081, 0.006730463981628418, 0.006814784049987793, 0.006989215850830078, 0.006978079795837402, 0.007177792072296143, 0.0070900158882141115, 0.007106847763061523, 0.006904416084289551, 0.006750112056732178, 0.006640480041503906, 0.006684160232543946, 0.006689760208129883, 0.006714911937713623, 0.006859871864318847, 0.006965023994445801, 0.00680185604095459, 0.006735680103302002, 0.006617119789123535, 0.006556608200073242, 0.006406655788421631, 0.00646668815612793, 0.0063528637886047365, 0.0065288000106811525, 0.006587520122528077, 0.00673196792602539, 0.006863679885864258, 0.006746912002563476, 0.0065994558334350585, 0.006634655952453613, 0.006670144081115723, 0.006559135913848877, 0.006432415962219239, 0.006439648151397705, 0.006465888023376465, 0.006070208072662353, 0.006088128089904785, 0.006089216232299805, 0.006104032039642334, 0.006142623901367187, 0.006060832023620606, 0.006067584037780762, 0.0060308480262756346, 0.006054304122924805, 0.006155551910400391, 0.006099520206451416, 0.006089024066925049, 0.006088607788085938, 0.0060871682167053225, 0.00606438398361206, 0.006061439990997315, 0.006089759826660156, 0.006068607807159424, 0.006079936027526855, 0.006123807907104492, 0.006048255920410156 ] }, "throughput": { "unit": "tokens/s", "value": 303.75884652504527 }, "energy": { "unit": "kWh", "cpu": 7.804068273793885e-08, "ram": 4.2669474615830595e-08, "gpu": 1.5120991628947266e-07, "total": 2.7192007364324213e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 7355102.450523718 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1047.822336, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.434048 }, "latency": { "unit": "s", "count": 74, "total": 0.5137212491035463, "mean": 0.0069421790419398124, "stdev": 0.0004095878274548257, "p50": 0.0070424160957336425, "p90": 0.007470819330215454, "p95": 0.007503870320320129, "p99": 0.007766109223365781, "values": [ 0.007255871772766113, 0.007247104167938233, 0.007093023777008056, 0.0070464320182800294, 0.0070668478012084965, 0.0069060797691345216, 0.0074323520660400395, 0.007563136100769043, 0.008276127815246581, 0.007476128101348877, 0.007491583824157715, 0.0074910402297973635, 0.007132448196411133, 0.007116543769836426, 0.007201248168945312, 0.006898528099060059, 0.007078207969665527, 0.007226304054260254, 0.0070639681816101075, 0.0071913919448852535, 0.007310880184173584, 0.007526688098907471, 0.007458432197570801, 0.007483104228973389, 0.00757747220993042, 0.007315231800079346, 0.0070564160346984865, 0.007275519847869873, 0.0071246719360351565, 0.0070384001731872555, 0.006997632026672363, 0.007182528018951416, 0.007168575763702393, 0.007132736206054688, 0.007117440223693847, 0.00703276777267456, 0.007081823825836182, 0.0068633279800415035, 0.006586080074310303, 0.006925343990325928, 0.006626368045806885, 0.007223328113555908, 0.007159520149230957, 0.007100768089294433, 0.00745801591873169, 0.006941472053527832, 0.006907423973083496, 0.0070936641693115235, 0.00682528018951416, 0.006804992198944091, 0.006744959831237793, 0.006723328113555908, 0.0067103362083435055, 0.006340832233428955, 0.006409599781036377, 0.006506591796875, 0.006354112148284912, 0.00636188793182373, 0.0063357119560241695, 0.006338560104370118, 0.006502431869506836, 0.006414463996887207, 0.006400352001190186, 0.0065979199409484865, 0.006448095798492432, 0.006359295845031738, 0.006425920009613037, 0.006514143943786621, 0.006418015956878662, 0.00637065601348877, 0.006381440162658692, 0.006407360076904297, 0.0064293122291564945, 0.006575647830963135 ] }, "throughput": { "unit": "tokens/s", "value": 144.04699071555146 }, "energy": { "unit": "kWh", "cpu": 7.098137450061346e-08, "ram": 3.860837915970384e-08, "gpu": 1.370750365605287e-07, "total": 2.466647902208461e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 4054084.8943404984 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 74, "total": 0.4794516162872315, "mean": 0.006479075895773398, "stdev": 0.0003507728624823827, "p50": 0.006525951862335205, "p90": 0.006933504104614257, "p95": 0.0069765007734298706, "p99": 0.007239336681365964, "values": [ 0.006676479816436768, 0.00672870397567749, 0.00657203197479248, 0.00652185583114624, 0.006553599834442139, 0.0064204797744750975, 0.006874112129211426, 0.007030784130096435, 0.007722911834716797, 0.0069212160110473635, 0.006968224048614502, 0.006966271877288818, 0.0066078720092773435, 0.006597631931304931, 0.006653952121734619, 0.006425600051879882, 0.006557631969451905, 0.006715392112731934, 0.006554624080657959, 0.006673215866088867, 0.006792384147644043, 0.0069918718338012695, 0.006933504104614257, 0.006961152076721191, 0.007060480117797851, 0.006781951904296875, 0.006502367973327637, 0.006721536159515381, 0.006608895778656006, 0.0065064640045166015, 0.006515711784362793, 0.0066744318008422855, 0.006657023906707763, 0.006621183872222901, 0.006619135856628418, 0.0065484800338745115, 0.00658022403717041, 0.006403071880340576, 0.0061521921157836916, 0.006456319808959961, 0.006230016231536865, 0.0067276802062988285, 0.006686719894409179, 0.006639584064483643, 0.006933504104614257, 0.00653004789352417, 0.00648902416229248, 0.006656000137329102, 0.0064143362045288085, 0.006394879817962646, 0.006346752166748047, 0.006322080135345459, 0.006307839870452881, 0.005960703849792481, 0.0060293121337890625, 0.0061296639442443845, 0.005983232021331787, 0.005967872142791748, 0.0059658241271972655, 0.005967872142791748, 0.006130688190460205, 0.0060282878875732426, 0.006021120071411133, 0.006221824169158936, 0.006049791812896729, 0.00598524808883667, 0.006052864074707031, 0.006140927791595459, 0.006033408164978027, 0.006001664161682129, 0.006003712177276611, 0.0060405759811401364, 0.0060364799499511715, 0.006191103935241699 ] }, "throughput": { "unit": "tokens/s", "value": 154.34299830510497 }, "energy": null, "efficiency": null } } }