{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.2.0.dev20231010+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": 947.421184, "max_global_vram": 68702.69952, "max_process_vram": 48398.659584, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 8.2336181640625, "mean": 8.2336181640625, "stdev": 0.0, "p50": 8.2336181640625, "p90": 8.2336181640625, "p95": 8.2336181640625, "p99": 8.2336181640625, "values": [ 8.2336181640625 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1084.98944, "max_global_vram": 68702.69952, "max_process_vram": 237257.48224, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "count": 143, "total": 1.0046105508804328, "mean": 0.007025248607555468, "stdev": 0.0003039473976602411, "p50": 0.00691390323638916, "p90": 0.007555341148376465, "p95": 0.007575404930114746, "p99": 0.007820197706222536, "values": [ 0.007755980014801025, 0.007687819957733154, 0.007406540870666504, 0.007414540767669678, 0.007304461002349854, 0.007213262081146241, 0.007129580974578858, 0.007135982036590576, 0.007293741226196289, 0.007213741779327393, 0.008271658897399902, 0.006972782135009766, 0.00679022216796875, 0.006801582813262939, 0.006802223205566406, 0.006793901920318603, 0.006800783157348633, 0.007023982048034668, 0.006795341968536377, 0.0067524628639221195, 0.006745102882385254, 0.00683934211730957, 0.006777102947235107, 0.006848621845245362, 0.006791502952575684, 0.006810702800750732, 0.006762062072753906, 0.007866700172424317, 0.007194861888885498, 0.006859342098236084, 0.0068775820732116695, 0.007008942127227783, 0.006867823123931885, 0.006952782154083252, 0.007107501983642578, 0.00694094181060791, 0.006913581848144531, 0.006921903133392334, 0.006955502033233643, 0.00698078203201294, 0.007214540958404541, 0.0071761422157287594, 0.0070353422164916996, 0.007069742202758789, 0.00704414176940918, 0.006932462215423584, 0.006882543087005615, 0.006892621994018555, 0.00719854211807251, 0.006912622928619385, 0.006907981872558594, 0.007174382209777832, 0.006935021877288818, 0.006904461860656738, 0.006917582988739014, 0.007071660995483398, 0.007046381950378418, 0.006935342788696289, 0.0072067008018493655, 0.006925902843475342, 0.006920302867889404, 0.006685742855072022, 0.006824302196502686, 0.006735023021697998, 0.006721743106842041, 0.006706862926483154, 0.00673134183883667, 0.006734063148498535, 0.0066982231140136714, 0.006718702793121338, 0.006689743041992187, 0.006705421924591065, 0.00670222282409668, 0.006748942852020263, 0.0066742229461669925, 0.006754222869873047, 0.006722062110900879, 0.006732142925262451, 0.006941582202911377, 0.006907342910766601, 0.006921261787414551, 0.00693486213684082, 0.0068187031745910644, 0.006903021812438965, 0.006878382205963135, 0.00691390323638916, 0.0069031820297241215, 0.006907021999359131, 0.006911663055419922, 0.006898541927337646, 0.006951662063598632, 0.006832783222198486, 0.006826062202453614, 0.0068406229019165035, 0.00690814208984375, 0.00691198205947876, 0.006888623237609863, 0.006921741962432861, 0.006900142192840577, 0.006842223167419434, 0.006873901844024658, 0.006902061939239502, 0.00685886287689209, 0.007147501945495605, 0.006856781959533691, 0.006929262161254883, 0.0069292631149292, 0.007153420925140381, 0.006892463207244873, 0.006893901824951172, 0.006877741813659668, 0.00693198299407959, 0.006674703121185303, 0.0067335829734802245, 0.006659022808074951, 0.006747982978820801, 0.007597420215606689, 0.007562541007995606, 0.0076092610359191895, 0.007553579807281494, 0.007513421058654785, 0.007554060935974121, 0.007553420066833496, 0.007571660995483399, 0.007564940929412842, 0.007561580181121826, 0.007551980972290039, 0.007555661201477051, 0.007527659893035889, 0.007563820838928223, 0.007575820922851562, 0.007619659900665283, 0.007547181129455566, 0.007563340187072754, 0.007191980838775635, 0.007344141006469727, 0.007064462184906006, 0.007064941883087158, 0.006868782043457031, 0.006713582992553711, 0.006891663074493408, 0.006927183151245117, 0.0066982231140136714 ] }, "throughput": { "unit": "samples/s", "value": 142.34371705003102 }, "energy": null, "efficiency": null } } }