{ "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": "5", "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": 1069.981696, "max_global_vram": 68702.69952, "max_process_vram": 49487.642624, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 8.413056640625, "mean": 8.413056640625, "stdev": 0.0, "p50": 8.413056640625, "p90": 8.413056640625, "p95": 8.413056640625, "p99": 8.413056640625, "values": [ 8.413056640625 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1199.374336, "max_global_vram": 68702.69952, "max_process_vram": 213125.808128, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "count": 141, "total": 1.003367263793945, "mean": 0.007116079885063443, "stdev": 0.0005342518645292915, "p50": 0.006957904815673828, "p90": 0.007628462791442871, "p95": 0.007758543014526367, "p99": 0.008165294647216794, "values": [ 0.007860783100128175, 0.007628462791442871, 0.007279984951019287, 0.00731822395324707, 0.0073451042175292965, 0.007243663787841797, 0.0071438241004943845, 0.007104625225067138, 0.008368302345275878, 0.0070636639595031735, 0.0070139050483703615, 0.006989584922790527, 0.0069716649055480955, 0.006961265087127686, 0.0069569449424743655, 0.00697198486328125, 0.007001423835754394, 0.006975345134735108, 0.007359983921051025, 0.0070420651435852055, 0.006969584941864014, 0.006985264778137207, 0.006977425098419189, 0.006975665092468262, 0.006957904815673828, 0.007111983776092529, 0.00688462495803833, 0.006968305110931396, 0.0069380650520324706, 0.0069495849609375, 0.006818224906921386, 0.006815664768218994, 0.0073267040252685545, 0.007329264163970947, 0.0068927850723266605, 0.006785746097564697, 0.006846704959869385, 0.007036624908447265, 0.006812145233154297, 0.006833264827728272, 0.006815664768218994, 0.006824625015258789, 0.007242545127868653, 0.007289584159851074, 0.00700686502456665, 0.0071287841796875, 0.007307344913482666, 0.00720558500289917, 0.0072500638961792, 0.007071664810180664, 0.007378384113311768, 0.00712494421005249, 0.007090704917907715, 0.007233424186706543, 0.007374703884124756, 0.007156624794006348, 0.007120944023132324, 0.007112784862518311, 0.007084145069122315, 0.007093103885650634, 0.007079185009002686, 0.0068879852294921875, 0.006912785053253174, 0.007150063991546631, 0.0068534259796142576, 0.006854384899139404, 0.006912145137786865, 0.006871184825897217, 0.006889424800872803, 0.006885584831237793, 0.006892304897308349, 0.006879185199737549, 0.006882544994354248, 0.006875504970550537, 0.006854865074157715, 0.006861906051635742, 0.006832145214080811, 0.006841744899749756, 0.006889424800872803, 0.006910544872283935, 0.006878544807434082, 0.006877425193786621, 0.006836945056915283, 0.006889265060424804, 0.006883026123046875, 0.0068812651634216305, 0.0068535847663879395, 0.006847984790802002, 0.006923504829406738, 0.012424933433532714, 0.006809905052185059, 0.00685838508605957, 0.006882705211639404, 0.006885265827178955, 0.007171823978424073, 0.0068699049949646, 0.006877745151519775, 0.0068676648139953615, 0.006910224914550781, 0.0068628649711608885, 0.006907185077667236, 0.0068695850372314455, 0.006907824993133545, 0.006906865119934082, 0.0069220647811889646, 0.006883985042572022, 0.006890544891357422, 0.006883505821228027, 0.006878544807434082, 0.0072025442123413086, 0.007736783027648925, 0.00775726318359375, 0.007315024852752685, 0.0069123048782348635, 0.006868784904479981, 0.006872785091400146, 0.0069147047996520996, 0.0069113450050354, 0.006918544769287109, 0.006901424884796142, 0.006854865074157715, 0.006916305065155029, 0.006856305122375488, 0.007207184791564941, 0.007746542930603027, 0.007728463172912598, 0.007758543014526367, 0.007830062866210937, 0.00742958402633667, 0.007147025108337402, 0.007185904026031495, 0.007313263893127441, 0.007676303863525391, 0.007769742965698242, 0.0077731032371521, 0.007768143177032471, 0.007753743171691895, 0.007344304084777832, 0.007177264213562012, 0.006879825115203858, 0.006851025104522705 ] }, "throughput": { "unit": "samples/s", "value": 140.52680916342533 }, "energy": null, "efficiency": null } } }