{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.3.1+rocm5.7", "_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": "4", "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": false, "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": "warn", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 8, "gpu_vram_mb": 549621596160, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1033.895936, "max_global_vram": 68702.69952, "max_process_vram": 45160.67328, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 8.0182578125, "mean": 8.0182578125, "stdev": 0.0, "p50": 8.0182578125, "p90": 8.0182578125, "p95": 8.0182578125, "p99": 8.0182578125, "values": [ 8.0182578125 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1163.689984, "max_global_vram": 68702.69952, "max_process_vram": 241314.004992, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "count": 139, "total": 0.999619447231293, "mean": 0.007191506814613617, "stdev": 0.0016209652142599108, "p50": 0.006820455074310303, "p90": 0.0075690598487854, "p95": 0.007611763858795167, "p99": 0.016676546020507815, "values": [ 0.007609570980072021, 0.007611331939697266, 0.00731069278717041, 0.007286373138427734, 0.007238372802734375, 0.007170213222503662, 0.0072114930152893065, 0.007176932811737061, 0.007470692157745361, 0.007171173095703125, 0.00708829402923584, 0.00703773307800293, 0.007022533893585205, 0.0070058941841125485, 0.00690813398361206, 0.0069465341567993165, 0.006865573883056641, 0.006879973888397217, 0.0068470139503479, 0.006877734184265137, 0.006872294902801513, 0.006853573799133301, 0.0068876538276672365, 0.006895174026489257, 0.006856934070587158, 0.006826855182647705, 0.006843974113464355, 0.006878374099731445, 0.006865253925323486, 0.006871494770050049, 0.006838054180145264, 0.006870534896850586, 0.006948133945465088, 0.006866374969482422, 0.0068447737693786625, 0.006817413806915283, 0.006820455074310303, 0.0068055739402771, 0.01947496795654297, 0.01098379898071289, 0.006906854152679443, 0.006788454055786133, 0.006701254844665527, 0.006707974910736084, 0.006722694873809815, 0.007009092807769775, 0.006989734172821045, 0.007081093788146972, 0.007192132949829101, 0.007175333023071289, 0.006998532772064209, 0.00705437421798706, 0.00693213415145874, 0.0067217350006103516, 0.006700454235076904, 0.006721095085144043, 0.006731975078582764, 0.006716774940490723, 0.006703494071960449, 0.006710054874420166, 0.006718375205993652, 0.006711015224456787, 0.006739335060119629, 0.006755494117736817, 0.006694375038146972, 0.006756295204162597, 0.006738053798675537, 0.006757414817810058, 0.006741734981536865, 0.006745573997497559, 0.006743655204772949, 0.006747334957122803, 0.0067855739593505856, 0.006750854969024658, 0.006745893955230713, 0.006759974956512451, 0.006698054790496826, 0.006715815067291259, 0.006741734027862549, 0.006703654766082764, 0.00670813512802124, 0.006676774978637695, 0.006736615180969238, 0.006727973937988282, 0.006722855091094971, 0.006760934829711914, 0.01673065757751465, 0.006674214839935303, 0.006753095149993896, 0.006709253787994385, 0.006745254993438721, 0.006721095085144043, 0.006670694828033447, 0.0066606149673461915, 0.006747334003448486, 0.00669565486907959, 0.006738534927368164, 0.00672749376296997, 0.0067193350791931155, 0.006720614910125732, 0.006727015018463135, 0.006747014045715332, 0.006707334995269775, 0.0067193350791931155, 0.006792133808135987, 0.006738534927368164, 0.006666055202484131, 0.006666854858398437, 0.006693894863128662, 0.006637734889984131, 0.0067310152053833006, 0.006738214015960693, 0.00670765495300293, 0.006721415042877197, 0.006972933769226074, 0.007512290954589843, 0.007534212112426758, 0.007598052024841309, 0.007089892864227295, 0.007370371818542481, 0.007537571907043457, 0.007541731834411621, 0.00761789083480835, 0.007115812778472901, 0.007570211887359619, 0.0075150117874145505, 0.007600131034851074, 0.0076345310211181645, 0.007597412109375, 0.007577890872955322, 0.007548131942749023, 0.007568771839141846, 0.0076156511306762695, 0.016588258743286132, 0.006895974159240723, 0.0068546938896179195, 0.006691014766693116, 0.006707334995269775, 0.006748933792114258 ] }, "throughput": { "unit": "samples/s", "value": 139.05291697255072 }, "energy": null, "efficiency": null } } }