{ "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": "6", "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": "0.34.2", "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": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1035.051008, "max_global_vram": 68702.69952, "max_process_vram": 44101.996544, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 8.2809052734375, "mean": 8.2809052734375, "stdev": 0.0, "p50": 8.2809052734375, "p90": 8.2809052734375, "p95": 8.2809052734375, "p99": 8.2809052734375, "values": [ 8.2809052734375 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1164.951552, "max_global_vram": 68702.69952, "max_process_vram": 230901.39136, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "count": 138, "total": 1.0006204972267156, "mean": 0.007250873168309529, "stdev": 0.0006561729630903185, "p50": 0.007042815923690796, "p90": 0.007687008857727051, "p95": 0.007732490038871765, "p99": 0.009424334640502921, "values": [ 0.007882897853851318, 0.007878737926483154, 0.00759089708328247, 0.007285457134246826, 0.008124817848205566, 0.0072704172134399414, 0.007097775936126709, 0.007068016052246094, 0.0074176168441772465, 0.0070355358123779296, 0.007025935173034668, 0.007010735988616943, 0.007086575984954834, 0.006967535972595215, 0.0069499359130859376, 0.006866895198822022, 0.006884496212005615, 0.006870894908905029, 0.0069035358428955074, 0.006864815235137939, 0.006963056087493896, 0.00697489595413208, 0.006977295875549317, 0.00692049503326416, 0.007051055908203125, 0.010187542915344239, 0.007629618167877197, 0.006840014934539795, 0.007135056018829346, 0.007082575798034668, 0.006971695899963379, 0.007640817165374756, 0.0076412978172302245, 0.007596177101135254, 0.007632176876068115, 0.00759473705291748, 0.007671217918395996, 0.007688016891479492, 0.007604496955871582, 0.007608497142791748, 0.007585136890411377, 0.0075936179161071775, 0.007604496955871582, 0.0075761771202087404, 0.007615537166595459, 0.007621777057647705, 0.00766497802734375, 0.007624337196350098, 0.007640017032623291, 0.01277906894683838, 0.007580817222595215, 0.0076262569427490235, 0.007613136768341065, 0.007659697055816651, 0.007624657154083252, 0.007609776973724365, 0.00759425687789917, 0.007612977981567383, 0.0076140971183776855, 0.0074556970596313474, 0.007124176025390625, 0.0070619359016418455, 0.007050096035003662, 0.007120016098022461, 0.006791055202484131, 0.006770094871520996, 0.006782256126403809, 0.0067931351661682125, 0.006842414855957032, 0.0067984161376953125, 0.006919535160064697, 0.0069884958267211915, 0.006806575775146485, 0.006803534984588623, 0.006929935932159424, 0.006945455074310302, 0.006778255939483642, 0.007093135833740234, 0.006813934803009033, 0.006790255069732666, 0.006832176208496093, 0.006779055118560791, 0.006795855045318604, 0.006781295776367187, 0.006792335033416748, 0.006814576148986816, 0.006818095207214356, 0.00679393482208252, 0.006824656009674072, 0.006837934970855713, 0.006838895797729492, 0.006811534881591797, 0.006809295177459717, 0.006793295860290528, 0.006992815017700195, 0.006762255191802979, 0.00682065486907959, 0.006806416034698486, 0.006821455001831055, 0.006834735870361328, 0.006795855045318604, 0.006822895050048828, 0.006818416118621826, 0.00695249605178833, 0.006805775165557862, 0.006811534881591797, 0.006835855960845947, 0.006844015121459961, 0.0068784160614013675, 0.007152016162872314, 0.006814095020294189, 0.006821455955505371, 0.007007534980773926, 0.006808495044708252, 0.006816014766693115, 0.006823535919189453, 0.006825294971466065, 0.0068680157661437985, 0.006805934906005859, 0.00784129810333252, 0.007709136962890625, 0.00768161678314209, 0.007731698036193848, 0.007698737144470215, 0.007736978054046631, 0.0076782569885253905, 0.007352497100830078, 0.007256656169891357, 0.007669776916503906, 0.007639057159423828, 0.007666255950927734, 0.007686576843261719, 0.00769169807434082, 0.007644816875457764, 0.007668177127838135, 0.007688337802886963, 0.00769521713256836, 0.007421297073364258 ] }, "throughput": { "unit": "samples/s", "value": 137.91442448208485 }, "energy": null, "efficiency": null } } }