{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.4.1+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "fill-mask", "library": "transformers", "model_type": "bert", "model": "google-bert/bert-base-uncased", "processor": "google-bert/bert-base-uncased", "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.dev0", "optimum_benchmark_commit": null, "transformers_version": "4.45.2", "transformers_commit": null, "accelerate_version": "1.0.0", "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 }, "print_report": true, "log_report": true }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 797.335552, "max_global_vram": 1226.309632, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "values": [ 0.07643033599853516 ], "count": 1, "total": 0.07643033599853516, "mean": 0.07643033599853516, "p50": 0.07643033599853516, "p90": 0.07643033599853516, "p95": 0.07643033599853516, "p99": 0.07643033599853516, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1052.954624, "max_global_vram": 1238.892544, "max_process_vram": 0.0, "max_reserved": 591.396864, "max_allocated": 449.025024 }, "latency": { "unit": "s", "values": [ 0.005563392162322998, 0.0055101442337036136, 0.0053002238273620605, 0.00531763219833374, 0.005232639789581299, 0.005259263992309571, 0.005278719902038574, 0.005213183879852295, 0.005248000144958496, 0.005228544235229492, 0.005223423957824707, 0.005222400188446045, 0.005260287761688232, 0.00521727991104126, 0.005234687805175781, 0.005245952129364013, 0.005253119945526123, 0.0052070398330688475, 0.0052295680046081545, 0.005223423957824707, 0.005231616020202637, 0.005215231895446777, 0.005243904113769531, 0.005216256141662597, 0.005248000144958496, 0.005249023914337158, 0.005222400188446045, 0.005208064079284668, 0.0052633600234985355, 0.005237760066986084, 0.005234687805175781, 0.0052295680046081545, 0.005252096176147461, 0.005230591773986816, 0.0052336640357971195, 0.005243904113769531, 0.005246975898742676, 0.00521830415725708, 0.005264383792877197, 0.005238783836364746, 0.005238783836364746, 0.005230591773986816, 0.005249023914337158, 0.005216256141662597, 0.005264383792877197, 0.0053637118339538575, 0.005251071929931641, 0.005265408039093018, 0.005326848030090332, 0.00522547197341919, 0.005258240222930908, 0.005255167961120606, 0.005251071929931641, 0.0051968002319335935, 0.005210112094879151, 0.005180416107177735, 0.005195775985717774, 0.005191679954528809, 0.0052111358642578124, 0.00517632007598877, 0.005193727970123291, 0.005195775985717774, 0.005213183879852295, 0.005202943801879883, 0.0053637118339538575, 0.0052408318519592285, 0.005262335777282715, 0.005277696132659912, 0.0052367358207702636, 0.005231616020202637, 0.005273600101470947, 0.005220352172851562, 0.005279744148254394, 0.005238783836364746, 0.005261312007904053, 0.005224448204040527, 0.00526643180847168, 0.005338111877441406, 0.005469183921813964, 0.005465087890625, 0.005478400230407715, 0.005438464164733887, 0.005495808124542236, 0.005392384052276611, 0.005434368133544922, 0.0054241280555725096, 0.005414912223815918, 0.005426176071166992, 0.005454847812652588, 0.005435391902923584, 0.005987328052520752, 0.005600255966186523, 0.005471231937408447, 0.005480447769165039, 0.005436416149139404, 0.00542310380935669, 0.005478400230407715, 0.005417984008789062, 0.005448703765869141, 0.0054271998405456545, 0.005413887977600097, 0.005448703765869141, 0.005483520030975342, 0.00546611213684082, 0.005471231937408447, 0.005426176071166992, 0.005991424083709717, 0.005449728012084961, 0.005501952171325684, 0.005462016105651855, 0.005412864208221436, 0.005430272102355957, 0.005694464206695556, 0.005475327968597412, 0.005582848072052002, 0.00563097620010376, 0.005481472015380859, 0.005516287803649903, 0.005469183921813964, 0.0055101442337036136, 0.005537792205810547, 0.005480447769165039, 0.005581823825836182, 0.005480447769165039, 0.005540863990783691, 0.00546611213684082, 0.005453824043273926, 0.005433343887329102, 0.005495808124542236, 0.005426176071166992, 0.005480447769165039, 0.005440512180328369, 0.005464064121246338, 0.005470208168029785, 0.005443583965301513, 0.005425151824951172, 0.005566463947296142, 0.0055797758102417, 0.005435391902923584, 0.005434368133544922, 0.005430272102355957, 0.005480447769165039, 0.005819392204284668, 0.005932032108306885, 0.005446720123291016, 0.005464064121246338, 0.00546611213684082, 0.005517312049865723, 0.005482495784759522, 0.005432320117950439, 0.005435391902923584, 0.005439487934112549, 0.005479423999786377, 0.005435391902923584, 0.005468160152435303, 0.005448703765869141, 0.0054271998405456545, 0.005426176071166992, 0.005438464164733887, 0.005422080039978027, 0.0055316481590271, 0.005431295871734619, 0.005459968090057373, 0.005462016105651855, 0.005438464164733887, 0.005464064121246338, 0.005433343887329102, 0.005442560195922852, 0.005506048202514649, 0.005419007778167725, 0.00546611213684082, 0.005455872058868408, 0.005441535949707031, 0.005437439918518067, 0.005434368133544922, 0.005450751781463623, 0.005469183921813964, 0.005426208019256592, 0.005441535949707031, 0.005489664077758789, 0.005516287803649903, 0.0054568958282470706, 0.005451776027679443, 0.005421055793762207, 0.005761023998260498, 0.005450751781463623 ], "count": 186, "total": 1.001983071804046, "mean": 0.005387005762387347, "p50": 0.0054271998405456545, "p90": 0.005513216018676758, "p95": 0.005581311821937562, "p99": 0.005940326499938965, "stdev": 0.00014623231917556086, "stdev_": 2.714538012871095 }, "throughput": { "unit": "samples/s", "value": 185.63187865550609 }, "energy": { "unit": "kWh", "cpu": 6.42982079466968e-08, "ram": 3.4986878949306175e-08, "gpu": 1.2686346485405565e-07, "total": 2.261485517500586e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4421872.226293135 } } } }