{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.1+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-5.10.225-213.878.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": "0.5.0", "optimum_benchmark_commit": null, "transformers_version": "4.45.1", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.13.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 806.07232, "max_global_vram": 1362.624512, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "values": [ 0.20819967651367188 ], "count": 1, "total": 0.20819967651367188, "mean": 0.20819967651367188, "p50": 0.20819967651367188, "p90": 0.20819967651367188, "p95": 0.20819967651367188, "p99": 0.20819967651367188, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1229.176832, "max_global_vram": 1373.110272, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.410496 }, "latency": { "unit": "s", "values": [ 0.007185823917388916, 0.007099904060363769, 0.007070335865020752, 0.007103519916534424, 0.00707919979095459, 0.007308288097381592, 0.0073714561462402345, 0.007109312057495118, 0.007005983829498291, 0.007560704231262207, 0.007196703910827637, 0.007442048072814941, 0.0072206401824951175, 0.007036159992218018, 0.007297311782836914, 0.007006591796875, 0.007069151878356933, 0.006960927963256836, 0.0069762239456176755, 0.007230175971984863, 0.0071142401695251465, 0.007243264198303223, 0.007070975780487061, 0.007008096218109131, 0.007102911949157715, 0.006835264205932617, 0.00671292781829834, 0.007250207901000977, 0.006913343906402588, 0.006972479820251465, 0.007186048030853272, 0.0072482237815856936, 0.007264256000518799, 0.006996096134185791, 0.006927264213562012, 0.007008255958557129, 0.006837376117706299, 0.006780416011810303, 0.0067114877700805665, 0.006506144046783447, 0.006496128082275391, 0.006456895828247071, 0.006459775924682617, 0.006426784038543701, 0.00640934419631958, 0.006427648067474365, 0.006435135841369629, 0.006459807872772217, 0.006542784214019775, 0.006588768005371093, 0.006420959949493408, 0.0065755839347839354, 0.006730271816253662, 0.006458847999572754, 0.006399903774261475, 0.006426047801971435, 0.006443999767303467, 0.006436639785766601, 0.006381824016571045, 0.0066728959083557126, 0.006448671817779541, 0.006409023761749268, 0.006420415878295898, 0.006449056148529053, 0.006449952125549317, 0.006393184185028076, 0.00643884801864624, 0.00644159984588623, 0.006458144187927246, 0.006421984195709229, 0.00656713581085205, 0.006432320117950439, 0.006407072067260742 ], "count": 73, "total": 0.49640719842910763, "mean": 0.006800098608617914, "p50": 0.006780416011810303, "p90": 0.007247231864929199, "p95": 0.007301702308654785, "p99": 0.0074752717971801755, "stdev": 0.000342886619510132, "stdev_": 5.04237716605439 }, "throughput": { "unit": "tokens/s", "value": 294.1133820420422 }, "energy": { "unit": "kWh", "cpu": 8.072050691137904e-08, "ram": 4.4103936233611834e-08, "gpu": 1.568708737959195e-07, "total": 2.8169531694091034e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 7099869.538901595 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1229.176832, "max_global_vram": 1373.110272, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.458112 }, "latency": { "unit": "s", "values": [ 0.007183743953704834, 0.007467423915863037, 0.00721504020690918, 0.007256192207336426, 0.007379744052886963, 0.007376287937164307, 0.007394336223602295, 0.0071963839530944824, 0.008525152206420899, 0.007766623973846435, 0.0075801281929016116, 0.007437952041625976, 0.007710976123809814, 0.0073935680389404295, 0.007167871952056885, 0.007345056056976319, 0.00723414421081543, 0.007187039852142334, 0.0073051519393920895, 0.007366367816925049, 0.007366847991943359, 0.00725977611541748, 0.007270847797393799, 0.007046304225921631, 0.0070830078125, 0.007034719944000244, 0.007196608066558838, 0.007179711818695068, 0.007083615779876709, 0.00734115219116211, 0.00789798402786255, 0.007524608135223388, 0.007178368091583252, 0.007114943981170655, 0.007089695930480957, 0.007105696201324463, 0.006898848056793213, 0.006957215785980225, 0.006921440124511719, 0.006712831974029541, 0.006646304130554199, 0.006751743793487549, 0.006614431858062744, 0.006623968124389649, 0.006606656074523926, 0.00659827184677124, 0.006589759826660156, 0.006608799934387207, 0.006654496192932129, 0.006572383880615235, 0.006576320171356201, 0.006922463893890381, 0.006962463855743408, 0.006647007942199707, 0.006609216213226319, 0.0066274237632751466, 0.0066211199760437016, 0.00661033582687378, 0.006592319965362549, 0.00693555212020874, 0.006608191967010498, 0.006602528095245361, 0.006580351829528808, 0.0066044158935546875, 0.0066070399284362796, 0.0069333438873291015, 0.0065641279220581055, 0.006583648204803467, 0.006604576110839843, 0.006601408004760743, 0.006590752124786377, 0.006600416183471679, 0.006647871971130371 ], "count": 73, "total": 0.5112531204223631, "mean": 0.007003467403046072, "p50": 0.006962463855743408, "p90": 0.00742922887802124, "p95": 0.007632467365264892, "p99": 0.008073591117858887, "stdev": 0.00039784499243469395, "stdev_": 5.680686002217361 }, "throughput": { "unit": "tokens/s", "value": 142.78641456445735 }, "energy": { "unit": "kWh", "cpu": 7.786063181084009e-08, "ram": 4.235752111549208e-08, "gpu": 1.509515946840788e-07, "total": 2.7116974761041095e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 3687727.000567549 } }, "per_token": { "memory": null, "latency": { "unit": "s", "values": [ 0.006694911956787109, 0.006918144226074219, 0.006709248065948486, 0.006755328178405762, 0.006845439910888672, 0.0068577280044555666, 0.006883327960968018, 0.006692863941192627, 0.007970816135406494, 0.007245759963989257, 0.007044095993041993, 0.006894591808319092, 0.007180287837982178, 0.0068689918518066405, 0.006636544227600098, 0.006830080032348633, 0.006731776237487793, 0.006674496173858643, 0.006782976150512696, 0.006843391895294189, 0.0068351998329162595, 0.006748159885406494, 0.006747136116027832, 0.006565887928009034, 0.006604800224304199, 0.006573056221008301, 0.006699007987976074, 0.006760447978973389, 0.006619135856628418, 0.006856704235076904, 0.007346176147460938, 0.006964223861694336, 0.006746111869812011, 0.006680575847625733, 0.006651904106140137, 0.006686719894409179, 0.006500351905822754, 0.006558720111846924, 0.00652185583114624, 0.0063201279640197755, 0.006259712219238281, 0.006362112045288086, 0.006207551956176758, 0.006205440044403076, 0.006211584091186524, 0.006203392028808594, 0.0061931519508361815, 0.006220799922943115, 0.0062679038047790524, 0.006177792072296143, 0.006182911872863769, 0.006524928092956543, 0.006552576065063476, 0.006238207817077636, 0.006223872184753418, 0.006230016231536865, 0.00622489595413208, 0.00621670389175415, 0.006209536075592041, 0.006516736030578613, 0.006190080165863037, 0.006217728137969971, 0.006195199966430664, 0.006217728137969971, 0.0062197761535644535, 0.0065382399559021, 0.006170559883117676, 0.006198239803314209, 0.006220799922943115, 0.006217728137969971, 0.00619212818145752, 0.0061931519508361815, 0.006260735988616943 ], "count": 73, "total": 0.47850902509689314, "mean": 0.006554918152012238, "p50": 0.006558720111846924, "p90": 0.006892339038848877, "p95": 0.007098572731018066, "p99": 0.007521075344085694, "stdev": 0.00034483159169620644, "stdev_": 5.260654423127306 }, "throughput": { "unit": "tokens/s", "value": 152.55720617854223 }, "energy": null, "efficiency": null } } }