{ "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": 720.338944, "max_global_vram": 1355.28448, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 7.137076171875, "mean": 7.137076171875, "stdev": 0.0, "p50": 7.137076171875, "p90": 7.137076171875, "p95": 7.137076171875, "p99": 7.137076171875, "values": [ 7.137076171875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.0029407011138068e-06, "ram": 5.339818376741808e-07, "gpu": 1.8572237079996813e-06, "total": 3.394146246787669e-06 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1022.971904, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.210304 }, "latency": { "unit": "s", "count": 80, "total": 0.492234112739563, "mean": 0.006152926409244537, "stdev": 0.00021565683668976418, "p50": 0.006087103843688965, "p90": 0.006284863805770874, "p95": 0.006329395294189453, "p99": 0.007213331565856931, "values": [ 0.007121664047241211, 0.007558176040649414, 0.006230688095092774, 0.006055776119232178, 0.006148352146148682, 0.006074848175048828, 0.006096352100372315, 0.006159488201141357, 0.006126944065093994, 0.006122176170349121, 0.0060581121444702145, 0.006075200080871582, 0.00605347204208374, 0.006210303783416748, 0.006174752235412598, 0.006147520065307617, 0.0061488962173461914, 0.006083263874053955, 0.006059360027313232, 0.006089087963104248, 0.0060392642021179195, 0.006068287849426269, 0.006066112041473388, 0.006001887798309326, 0.006009183883666992, 0.00607366418838501, 0.006073887825012207, 0.0060514240264892575, 0.00610643196105957, 0.006083936214447022, 0.006233983993530273, 0.006148831844329834, 0.00609164810180664, 0.006083871841430664, 0.006034527778625488, 0.0060414400100708004, 0.006108287811279297, 0.006037055969238281, 0.006078976154327393, 0.006067327976226807, 0.006158624172210693, 0.006087679862976075, 0.006011519908905029, 0.00601577615737915, 0.0060107197761535645, 0.006044352054595947, 0.00605350399017334, 0.006022111892700195, 0.006095136165618896, 0.006040351867675781, 0.0064107198715209965, 0.006094240188598633, 0.006267583847045898, 0.006329152107238769, 0.006253759860992431, 0.006260960102081299, 0.0062605757713317875, 0.006243040084838867, 0.0062820158004760745, 0.006047264099121093, 0.006067647933959961, 0.006086527824401855, 0.006005856037139892, 0.006074848175048828, 0.0062708802223205564, 0.006318431854248047, 0.006313055992126465, 0.006157472133636475, 0.006020448207855225, 0.006024127960205078, 0.00606825590133667, 0.0060408000946044925, 0.006170976161956787, 0.0063340158462524415, 0.006208831787109375, 0.0062102718353271484, 0.006219136238098145, 0.006310495853424072, 0.006034912109375, 0.006013567924499512 ] }, "throughput": { "unit": "tokens/s", "value": 325.0485812726569 }, "energy": { "unit": "kWh", "cpu": 7.527959015634326e-08, "ram": 4.109993554484851e-08, "gpu": 1.5239815286076272e-07, "total": 2.687776785619544e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 7441094.10684932 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1038.344192, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.434048 }, "latency": { "unit": "s", "count": 80, "total": 0.5150244488716127, "mean": 0.006437805610895157, "stdev": 0.00016052825085435864, "p50": 0.006383136034011841, "p90": 0.006585449409484864, "p95": 0.006719652628898621, "p99": 0.006991691975593564, "values": [ 0.007324831962585449, 0.006886208057403564, 0.006362592220306397, 0.006352384090423584, 0.006349855899810791, 0.006418623924255371, 0.0064019842147827145, 0.006319968223571777, 0.00646127986907959, 0.006359744071960449, 0.006352447986602784, 0.006391488075256348, 0.006448095798492432, 0.006404799938201904, 0.006341216087341309, 0.006368383884429931, 0.006403552055358887, 0.006346144199371338, 0.006317183971405029, 0.006355391979217529, 0.006355743885040283, 0.0064356160163879395, 0.0063348798751831055, 0.006231391906738281, 0.006238592147827148, 0.006399136066436767, 0.006556672096252441, 0.0064193282127380374, 0.006355072021484375, 0.006345568180084228, 0.006543551921844483, 0.006337696075439453, 0.006367680072784424, 0.006468192100524902, 0.006433279991149903, 0.006375616073608399, 0.006384928226470948, 0.006368735790252686, 0.006310848236083985, 0.006322783946990967, 0.006320000171661377, 0.00642848014831543, 0.006309631824493408, 0.006337088108062744, 0.006393280029296875, 0.006341343879699707, 0.006393087863922119, 0.006382463932037353, 0.006317887783050537, 0.0063838081359863285, 0.006444255828857422, 0.006528704166412353, 0.006630752086639404, 0.006527135848999024, 0.006582719802856445, 0.006610015869140625, 0.006618720054626465, 0.006531871795654297, 0.006361055850982666, 0.006380415916442871, 0.006400000095367431, 0.00637395191192627, 0.006362304210662841, 0.006389984130859375, 0.0065565438270568845, 0.00651094388961792, 0.006547967910766602, 0.0063311362266540525, 0.006346943855285644, 0.006336160182952881, 0.00638153600692749, 0.006361248016357422, 0.006903135776519775, 0.006716159820556641, 0.0065411520004272465, 0.006560768127441406, 0.006786015987396241, 0.006529600143432617, 0.006375872135162354, 0.006338816165924072 ] }, "throughput": { "unit": "tokens/s", "value": 155.33243164528434 }, "energy": { "unit": "kWh", "cpu": 7.046696131791523e-08, "ram": 3.858996972277958e-08, "gpu": 1.4366576962703704e-07, "total": 2.527227006677319e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 3956906.11629999 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 80, "total": 0.4843832306861879, "mean": 0.006054790383577346, "stdev": 0.00014459388607411126, "p50": 0.006008831977844238, "p90": 0.006195712184906006, "p95": 0.006314291095733642, "p99": 0.006561914992332457, "values": [ 0.006781951904296875, 0.006456319808959961, 0.005987328052520752, 0.005980160236358643, 0.005970943927764893, 0.006038432121276856, 0.006025216102600098, 0.005950463771820068, 0.006079423904418946, 0.005962751865386963, 0.005981184005737304, 0.006020095825195313, 0.006074304103851318, 0.0060191359519958494, 0.005968992233276367, 0.00597811222076416, 0.006000639915466309, 0.005976064205169678, 0.00594649600982666, 0.005983295917510986, 0.005985280036926269, 0.006055039882659912, 0.005953536033630371, 0.005855231761932373, 0.005863423824310303, 0.00601804780960083, 0.006180863857269287, 0.006039552211761475, 0.005984255790710449, 0.005972991943359375, 0.006155263900756836, 0.005956607818603516, 0.005985280036926269, 0.00607539176940918, 0.0060631041526794435, 0.005997568130493164, 0.006008831977844238, 0.0059985918998718265, 0.005942272186279297, 0.005946368217468262, 0.005947391986846923, 0.006038527965545654, 0.0059391999244689945, 0.005958655834197998, 0.006022208213806153, 0.005974016189575195, 0.006021247863769531, 0.00601087999343872, 0.0059391999244689945, 0.006003712177276611, 0.006032383918762207, 0.0061521921157836916, 0.006242303848266601, 0.006145023822784424, 0.00619212818145752, 0.006227968215942382, 0.006239232063293457, 0.006145984172821045, 0.005978047847747803, 0.006008831977844238, 0.006020095825195313, 0.005963776111602783, 0.005992447853088379, 0.006017024040222168, 0.006174719810485839, 0.006127615928649902, 0.006147071838378906, 0.005956607818603516, 0.005974016189575195, 0.005962816238403321, 0.006012928009033203, 0.005990399837493897, 0.006503424167633057, 0.006309887886047363, 0.006155263900756836, 0.006180863857269287, 0.006397952079772949, 0.006126719951629639, 0.005970943927764893, 0.005960703849792481 ] }, "throughput": { "unit": "tokens/s", "value": 165.1584838861376 }, "energy": null, "efficiency": null } } }