{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.5.1+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": 2, "sequence_length": 16, "num_choices": 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": 66697.248768, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.228-219.884.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": "4.46.3", "transformers_commit": null, "accelerate_version": "1.1.1", "accelerate_commit": null, "diffusers_version": "0.31.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.11", "timm_commit": null, "peft_version": "0.13.2", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load_model": { "memory": { "unit": "MB", "max_ram": 817.442816, "max_global_vram": 1226.309632, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "values": [ 0.07921459197998047 ], "count": 1, "total": 0.07921459197998047, "mean": 0.07921459197998047, "p50": 0.07921459197998047, "p90": 0.07921459197998047, "p95": 0.07921459197998047, "p99": 0.07921459197998047, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": { "unit": "kWh", "cpu": 0.00010901496796319438, "ram": 5.97297074574408e-05, "gpu": 0.00014517983836600037, "total": 0.00031392451378663556 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1064.26368, "max_global_vram": 1238.892544, "max_process_vram": 0.0, "max_reserved": 591.396864, "max_allocated": 452.872192 }, "latency": { "unit": "s", "values": [ 0.006178815841674804, 0.005854207992553711, 0.00586956787109375, 0.005896192073822021, 0.0059064321517944334, 0.005835775852203369, 0.005864448070526123, 0.005832704067230224, 0.005839871883392334, 0.00582860803604126, 0.005835775852203369, 0.005850111961364746, 0.00585433578491211, 0.005836800098419189, 0.00586956787109375, 0.005896192073822021, 0.005852159976959229, 0.005985280036926269, 0.005917695999145508, 0.005886975765228271, 0.005843967914581299, 0.005846015930175781, 0.005795839786529541, 0.006000639915466309, 0.005666816234588623, 0.00572211217880249, 0.0057190399169921875, 0.005634047985076904, 0.005710847854614258, 0.0056555519104003905, 0.00571289587020874, 0.005657599925994873, 0.005681151866912842, 0.0056258559226989744, 0.005675007820129394, 0.005668863773345947, 0.005653503894805908, 0.005675007820129394, 0.005653503894805908, 0.005617663860321045, 0.005623807907104492, 0.0056145920753479005, 0.005666816234588623, 0.005662720203399658, 0.005666816234588623, 0.0056780800819396975, 0.005667840003967285, 0.005672959804534912, 0.005659647941589355, 0.005657599925994873, 0.005593088150024414, 0.005617663860321045, 0.005728256225585937, 0.00563097620010376, 0.005670911788940429, 0.005631999969482422, 0.00564028787612915, 0.005656576156616211, 0.00561356782913208, 0.005662720203399658, 0.005584928035736084, 0.005612544059753418, 0.005659647941589355, 0.005621920108795166, 0.005624832153320313, 0.005605375766754151, 0.005600255966186523, 0.005598207950592041, 0.005756927967071533, 0.005948416233062744, 0.005856287956237793, 0.005724160194396972, 0.005620736122131348, 0.005703680038452149, 0.005697535991668701, 0.005626880168914795, 0.00568832015991211, 0.005628928184509278, 0.005736447811126709, 0.00561356782913208, 0.005652480125427246, 0.0056514558792114256, 0.005617663860321045, 0.005657599925994873, 0.005617663860321045, 0.005690368175506591, 0.005624832153320313, 0.0056258559226989744, 0.005656576156616211, 0.005606400012969971, 0.005728256225585937, 0.005659647941589355, 0.005676032066345215, 0.005682176113128662, 0.005590015888214111, 0.005684224128723145, 0.005626880168914795, 0.005665791988372803, 0.005635072231292724, 0.005606400012969971, 0.0056483840942382815, 0.005646336078643799, 0.00568012809753418, 0.005617663860321045, 0.005642240047454834, 0.005665791988372803, 0.005650432109832764, 0.005738495826721191, 0.00568832015991211, 0.005727231979370117, 0.005606400012969971, 0.005626880168914795, 0.005667840003967285, 0.005635072231292724, 0.005638144016265869, 0.005672959804534912, 0.00567193603515625, 0.005916672229766846, 0.0058419198989868165, 0.005874688148498535, 0.005832704067230224, 0.006107135772705078, 0.00588595199584961, 0.005876736164093017, 0.005844992160797119, 0.005941247940063477, 0.005884928226470947, 0.005931007862091065, 0.00586137580871582, 0.005866496086120605, 0.005933055877685547, 0.005846047878265381, 0.005829631805419922, 0.005854207992553711, 0.005840896129608154, 0.005780479907989502, 0.005799935817718506, 0.005806079864501953, 0.00588595199584961, 0.005810175895690918, 0.005814271926879883, 0.005890048027038574, 0.005839871883392334, 0.005843967914581299, 0.005896192073822021, 0.005801983833312988, 0.0058726401329040525, 0.005908480167388916, 0.0058787841796875, 0.0058009600639343266, 0.005825535774230957, 0.0058726401329040525, 0.0058787841796875, 0.005848063945770264, 0.005829631805419922, 0.005833727836608887, 0.00581324815750122, 0.005825535774230957, 0.0058419198989868165, 0.005811200141906738, 0.00582860803604126, 0.00581324815750122, 0.005879807949066162, 0.005810175895690918, 0.005859327793121338, 0.005823488235473633, 0.00587775993347168, 0.005847040176391601, 0.005818367958068848, 0.005843967914581299, 0.005829631805419922, 0.005860352039337159, 0.005855231761932373, 0.0058757119178771975 ], "count": 174, "total": 1.0014161591529842, "mean": 0.005755265282488418, "p50": 0.005728256225585937, "p90": 0.00588595199584961, "p95": 0.005917030549049377, "p99": 0.006029393796920778, "stdev": 0.00011584342349521495, "stdev_": 2.012825088144807 }, "throughput": { "unit": "samples/s", "value": 347.5078735441462 }, "energy": { "unit": "kWh", "cpu": 6.971080812499666e-08, "ram": 3.8092493060972737e-08, "gpu": 1.6047725256470572e-07, "total": 2.682805537506752e-07 }, "efficiency": { "unit": "samples/kWh", "value": 7454882.480445032 } } } }