{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.4.0+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-5.10.223-211.872.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 783.056896, "max_global_vram": 1218.9696, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 7.47159326171875, "mean": 7.47159326171875, "stdev": 0.0, "p50": 7.47159326171875, "p90": 7.47159326171875, "p95": 7.47159326171875, "p99": 7.47159326171875, "values": [ 7.47159326171875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.477012194444573e-07, "ram": 5.035948331733984e-07, "gpu": 1.6827791239999376e-06, "total": 3.1340751766177936e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1038.635008, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 449.025024 }, "latency": { "unit": "s", "count": 182, "total": 1.0030297579765326, "mean": 0.005511152516354571, "stdev": 0.00018129882629148297, "p50": 0.005481471776962281, "p90": 0.00576187219619751, "p95": 0.0058336766481399535, "p99": 0.006020352168083191, "values": [ 0.006005760192871094, 0.006082560062408447, 0.005931007862091065, 0.005797887802124023, 0.005914624214172363, 0.005787648200988769, 0.005888000011444092, 0.005757952213287353, 0.005835775852203369, 0.005762080192565918, 0.005848063945770264, 0.005760000228881836, 0.005786623954772949, 0.005730303764343261, 0.005734399795532226, 0.005735424041748047, 0.005612544059753418, 0.005553152084350586, 0.005400576114654541, 0.005422080039978027, 0.005494783878326416, 0.00546611213684082, 0.005574656009674072, 0.005537792205810547, 0.00552243185043335, 0.00557260799407959, 0.0054917120933532714, 0.005419007778167725, 0.005471231937408447, 0.005484543800354004, 0.005569600105285645, 0.0056442880630493165, 0.005726208209991455, 0.005795839786529541, 0.005808127880096436, 0.0057292799949646, 0.00550707197189331, 0.00546611213684082, 0.005530623912811279, 0.005480447769165039, 0.005529600143432617, 0.0054906878471374515, 0.005482495784759522, 0.00537497615814209, 0.005349376201629639, 0.005329919815063477, 0.005417984008789062, 0.005417984008789062, 0.005430272102355957, 0.005479423999786377, 0.005442560195922852, 0.00552345609664917, 0.005565440177917481, 0.00551526403427124, 0.005777408123016357, 0.005519360065460205, 0.005641215801239013, 0.005545983791351319, 0.005492735862731934, 0.005505023956298828, 0.005425151824951172, 0.005399551868438721, 0.005554175853729248, 0.005505023956298828, 0.005573631763458252, 0.00547430419921875, 0.005482495784759522, 0.0055582718849182125, 0.005743616104125977, 0.0055808000564575196, 0.005598239898681641, 0.005628928184509278, 0.0057190399169921875, 0.0056258559226989744, 0.005832704067230224, 0.0056442880630493165, 0.005601280212402344, 0.005690368175506591, 0.0056852478981018065, 0.005693439960479736, 0.005641215801239013, 0.0056514558792114256, 0.005626880168914795, 0.005687295913696289, 0.005755904197692871, 0.005743616104125977, 0.005846015930175781, 0.005756927967071533, 0.005833727836608887, 0.005764095783233642, 0.00572211217880249, 0.00568832015991211, 0.006105088233947754, 0.00572211217880249, 0.005628928184509278, 0.005547008037567139, 0.005650432109832764, 0.005615615844726562, 0.005612544059753418, 0.005465087890625, 0.005554175853729248, 0.005369855880737305, 0.005399551868438721, 0.005581823825836182, 0.005612544059753418, 0.0053637118339538575, 0.005352447986602784, 0.005275648117065429, 0.0053350720405578615, 0.005325856208801269, 0.005484543800354004, 0.0053637118339538575, 0.005493760108947754, 0.005399551868438721, 0.005563392162322998, 0.00551526403427124, 0.005606400012969971, 0.00570470380783081, 0.005429247856140137, 0.005339136123657226, 0.00540064001083374, 0.005349376201629639, 0.005411839962005615, 0.005388288021087646, 0.00536575984954834, 0.00542310380935669, 0.005392384052276611, 0.005344255924224854, 0.005512191772460938, 0.005350399971008301, 0.005341184139251709, 0.005377024173736572, 0.0053534722328186036, 0.005419007778167725, 0.005385216236114502, 0.00531660795211792, 0.00531660795211792, 0.005344255924224854, 0.005349376201629639, 0.00531660795211792, 0.005355519771575928, 0.005296127796173096, 0.00531763219833374, 0.005323775768280029, 0.005348351955413819, 0.005312511920928955, 0.005345280170440674, 0.005306367874145508, 0.005369855880737305, 0.005354496002197265, 0.005325823783874512, 0.005302271842956543, 0.0053340158462524415, 0.005310463905334473, 0.005323775768280029, 0.005322751998901368, 0.00532480001449585, 0.005294079780578613, 0.005327871799468994, 0.00532480001449585, 0.005318655967712403, 0.005343232154846191, 0.005356544017791748, 0.0053012480735778805, 0.005349376201629639, 0.005306367874145508, 0.005302271842956543, 0.005313536167144775, 0.005346303939819336, 0.005285888195037842, 0.005420032024383545, 0.005336063861846924, 0.0053647360801696775, 0.005336063861846924, 0.005351424217224121, 0.0053637118339538575, 0.005420032024383545, 0.005328896045684814, 0.005327871799468994, 0.005318655967712403, 0.005331967830657959, 0.005307392120361328 ] }, "throughput": { "unit": "samples/s", "value": 181.45024965875268 }, "energy": { "unit": "kWh", "cpu": 6.26168170943015e-08, "ram": 3.423238143248185e-08, "gpu": 1.2951033752631436e-07, "total": 2.263595360530977e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4417750.70507932 } } } }