{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.4.0+rocm6.1", "_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": 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": "error", "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": "0.33.0", "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": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1384.198144, "max_global_vram": 11.10016, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 7.74540185546875, "mean": 7.74540185546875, "stdev": 0.0, "p50": 7.74540185546875, "p90": 7.74540185546875, "p95": 7.74540185546875, "p99": 7.74540185546875, "values": [ 7.74540185546875 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1484.058624, "max_global_vram": 11.1616, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "count": 156, "total": 1.0032515869140624, "mean": 0.006431099916115786, "stdev": 0.0002364356673413373, "p50": 0.006332540988922119, "p90": 0.0067616598606109616, "p95": 0.006969939708709717, "p99": 0.00720655448436737, "values": [ 0.00667358112335205, 0.006450860977172851, 0.006615340232849121, 0.006853260040283203, 0.007013419151306152, 0.006896779060363769, 0.006967979907989502, 0.006759339809417724, 0.006673900127410889, 0.006975819110870361, 0.006793739795684814, 0.006570381164550781, 0.006659180164337158, 0.0065703802108764645, 0.006465421199798584, 0.006648301124572754, 0.006534060001373291, 0.006468620777130127, 0.006584300994873047, 0.006199981212615967, 0.0061998219490051265, 0.00623534107208252, 0.006255022048950195, 0.006228621006011963, 0.006207662105560303, 0.006203502178192139, 0.006395340919494629, 0.00620318078994751, 0.006237261772155762, 0.006218221187591553, 0.006269261837005615, 0.0062611007690429685, 0.006276782035827637, 0.006274860858917236, 0.006267501831054688, 0.006238380908966065, 0.0062499017715454104, 0.006254860877990723, 0.006227022171020508, 0.00621518087387085, 0.006185902118682861, 0.00623534107208252, 0.006223021984100342, 0.006204301834106445, 0.006213261127471924, 0.006212942123413086, 0.0062092609405517574, 0.007439338207244873, 0.006557260990142822, 0.006343181133270264, 0.006309260845184326, 0.006455660820007324, 0.006314541816711426, 0.0062771010398864745, 0.0063107008934020995, 0.006293742179870605, 0.0063052611351013185, 0.006289580821990967, 0.006517420768737793, 0.006306060791015625, 0.006274861812591553, 0.006321101188659668, 0.006308141231536865, 0.006586861133575439, 0.006304941177368164, 0.00648750114440918, 0.006311660766601563, 0.00627934217453003, 0.006456140995025635, 0.006329421043395996, 0.006284780979156494, 0.006344942092895508, 0.006508140087127685, 0.006483020782470703, 0.006305740833282471, 0.006339181900024414, 0.006389420986175537, 0.006347180843353272, 0.006363340854644775, 0.006377581119537353, 0.006359180927276611, 0.006333581924438477, 0.006291340827941894, 0.006307021141052246, 0.006470221042633057, 0.006303821086883545, 0.006328941822052002, 0.00633310079574585, 0.006328940868377686, 0.006360940933227539, 0.006732140064239502, 0.006884300231933594, 0.006484621047973633, 0.006686860084533691, 0.006645259857177735, 0.006570860862731933, 0.006325901031494141, 0.006340460777282715, 0.006319821834564209, 0.006300621032714844, 0.006314860820770264, 0.006313101768493652, 0.0063174209594726565, 0.006304300785064697, 0.006315822124481201, 0.006331981182098389, 0.006349580764770508, 0.006345901012420654, 0.006340301036834717, 0.006343021869659424, 0.006330221176147461, 0.00633310079574585, 0.006340460777282715, 0.006346062183380127, 0.006324300765991211, 0.006323020935058593, 0.006351340770721436, 0.006338541984558106, 0.006330221176147461, 0.006323340892791748, 0.006326381206512451, 0.0063679819107055665, 0.006306381225585938, 0.006315821170806884, 0.006298701763153076, 0.006345901966094971, 0.006377100944519043, 0.006726379871368408, 0.006691180229187012, 0.006575820922851562, 0.006772459983825684, 0.00634174108505249, 0.0063316612243652344, 0.006359180927276611, 0.0063505411148071286, 0.006331662178039551, 0.00632926082611084, 0.0063204607963562014, 0.006324460983276367, 0.006314221858978271, 0.006335501194000244, 0.006324460983276367, 0.006307181835174561, 0.006311660766601563, 0.006316781044006348, 0.006321580886840821, 0.006335182189941406, 0.006618859767913818, 0.007161418914794922, 0.007155659198760986, 0.00719661808013916, 0.007218698978424073, 0.007037578105926513, 0.006808300018310547, 0.00670605993270874, 0.006763979911804199 ] }, "throughput": { "unit": "samples/s", "value": 155.49439645527596 }, "energy": null, "efficiency": null } } }