{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-base", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "hub_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, "latency": true, "memory": 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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.0", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 901.926912, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993536 }, "latency": { "unit": "s", "count": 149, "total": 0.9963252816200258, "mean": 0.006686746856510239, "stdev": 0.00034696511338081317, "p50": 0.006628320217132568, "p90": 0.0070234113693237316, "p95": 0.007198515033721924, "p99": 0.008007516098022463, "values": [ 0.0073820161819458, 0.007085055828094483, 0.007203839778900147, 0.007160831928253173, 0.0071905279159545895, 0.007105535984039306, 0.007063551902770996, 0.006838272094726563, 0.00710041618347168, 0.00695091199874878, 0.007087071895599365, 0.006645760059356689, 0.0066344962120056155, 0.006677472114562989, 0.006551551818847656, 0.006566944122314453, 0.00653926420211792, 0.006582272052764892, 0.006689792156219483, 0.006643712043762207, 0.006647744178771973, 0.006756351947784424, 0.006595583915710449, 0.006628320217132568, 0.006706175804138184, 0.006657023906707763, 0.006632448196411133, 0.0066447358131408694, 0.006592576026916504, 0.006648831844329834, 0.006759424209594727, 0.006882304191589355, 0.006946815967559815, 0.006941696166992187, 0.006967296123504638, 0.006825984001159668, 0.006894591808319092, 0.006863872051239014, 0.006924287796020508, 0.006866943836212158, 0.006881279945373535, 0.006911968231201172, 0.006909952163696289, 0.006964223861694336, 0.006974463939666748, 0.006969344139099121, 0.006958079814910889, 0.006985727787017822, 0.006961152076721191, 0.006876160144805908, 0.006897696018218994, 0.006925375938415528, 0.007008255958557129, 0.006952960014343262, 0.00693452787399292, 0.006846464157104492, 0.006851583957672119, 0.006896639823913574, 0.006823935985565186, 0.006616064071655273, 0.006704160213470459, 0.006560800075531006, 0.0065669121742248536, 0.006622176170349121, 0.00658841609954834, 0.006671296119689941, 0.006618112087249756, 0.0066109437942504885, 0.006608895778656006, 0.006635519981384277, 0.0066744318008422855, 0.006730751991271973, 0.0066826238632202144, 0.006675456047058105, 0.006713344097137451, 0.006626304149627686, 0.006622208118438721, 0.006599679946899414, 0.0066078720092773435, 0.006563839912414551, 0.0065075201988220215, 0.006495232105255127, 0.006304768085479737, 0.006486015796661377, 0.006510591983795166, 0.006386688232421875, 0.006240255832672119, 0.006219808101654053, 0.006268928050994873, 0.0062873601913452145, 0.007457791805267334, 0.008028160095214844, 0.007985151767730713, 0.00812339210510254, 0.007683072090148926, 0.006884352207183838, 0.006801407814025879, 0.006623231887817383, 0.006642687797546387, 0.006656000137329102, 0.006574079990386963, 0.006593535900115967, 0.00658841609954834, 0.006554624080657959, 0.006597663879394531, 0.006584320068359375, 0.006525951862335205, 0.006597631931304931, 0.007356416225433349, 0.006848512172698974, 0.0065710082054138185, 0.006561791896820069, 0.006923264026641846, 0.007013376235961914, 0.0066109437942504885, 0.006523903846740723, 0.006652927875518798, 0.006489088058471679, 0.00648089599609375, 0.006418432235717773, 0.006492159843444824, 0.006451200008392334, 0.006440959930419922, 0.006448128223419189, 0.006423552036285401, 0.006466591835021972, 0.006395904064178467, 0.006416384220123291, 0.006432767868041992, 0.006348800182342529, 0.006181888103485108, 0.006150144100189209, 0.006170559883117676, 0.006174719810485839, 0.006180863857269287, 0.0061521921157836916, 0.006173696041107178, 0.0061859841346740725, 0.006140927791595459, 0.006187007904052734, 0.0061337599754333495, 0.0061552000045776364, 0.0063201279640197755, 0.0063805441856384275, 0.006433760166168213, 0.0063610877990722655, 0.006440959930419922, 0.006352896213531494, 0.006161407947540283 ] }, "throughput": { "unit": "samples/s", "value": 149.54955248924918 }, "energy": { "unit": "kWh", "cpu": 7.392807077588173e-08, "ram": 4.022887235506284e-08, "gpu": 1.3261052706832197e-07, "total": 2.467674701992665e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4052397.989056227 } } } }