{ "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": 1082014.482432, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-122-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": "0.5.0", "optimum_benchmark_commit": null, "transformers_version": "4.45.2", "transformers_commit": null, "accelerate_version": "1.0.0", "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": "0.13.0", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1094.332416, "max_global_vram": 68702.69952, "max_process_vram": 4158.656512, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "values": [ 0.07064780426025391 ], "count": 1, "total": 0.07064780426025391, "mean": 0.07064780426025391, "p50": 0.07064780426025391, "p90": 0.07064780426025391, "p95": 0.07064780426025391, "p99": 0.07064780426025391, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1224.146944, "max_global_vram": 68702.69952, "max_process_vram": 248362.561536, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "values": [ 0.007199532985687256, 0.00690177297592163, 0.006973292827606201, 0.006916333198547364, 0.006871372222900391, 0.006927692890167236, 0.006930412769317627, 0.006905932903289795, 0.006930411815643311, 0.00696401309967041, 0.006955692768096924, 0.00694769287109375, 0.006927052974700928, 0.006932652950286865, 0.006906891822814941, 0.006970572948455811, 0.006918252944946289, 0.006924172878265381, 0.006957452774047851, 0.006905611991882324, 0.006920813083648681, 0.006934412956237793, 0.006953292846679687, 0.006961452960968018, 0.006956171989440918, 0.00697553300857544, 0.0069700927734375, 0.006974092960357666, 0.006970892906188965, 0.006965133190155029, 0.006919692993164062, 0.006977453231811524, 0.006950411796569824, 0.006983373165130615, 0.006926252841949463, 0.006917293071746826, 0.006948653221130371, 0.0069414529800415035, 0.006998732089996338, 0.006984652996063233, 0.007051053047180175, 0.007003852844238281, 0.006987213134765625, 0.00698593282699585, 0.006980173110961914, 0.007031532764434814, 0.0070008130073547364, 0.00713873291015625, 0.007039692878723145, 0.006992652893066407, 0.007056653022766113, 0.00701041316986084, 0.00700225305557251, 0.006959212779998779, 0.006950092792510986, 0.007007692813873291, 0.0073468928337097165, 0.007236493110656738, 0.007244654178619385, 0.00710817289352417, 0.007167212963104248, 0.006993612766265869, 0.007038893222808838, 0.006993133068084717, 0.007080333232879639, 0.006938733100891113, 0.006978892803192139, 0.0069321727752685545, 0.006965772151947021, 0.006990572929382324, 0.006998733043670654, 0.006962893009185791, 0.006970413208007812, 0.006966893196105957, 0.006993133068084717, 0.0069531331062316895, 0.006912812232971192, 0.007192813873291016, 0.007335372924804687, 0.006976172924041748, 0.006996653079986572, 0.0069745731353759765, 0.006992493152618408, 0.007000332832336426, 0.0070100932121276854, 0.006965932846069336, 0.007001132965087891, 0.006991211891174316, 0.006969293117523193, 0.0070006527900695805, 0.006995052814483643, 0.006980813026428222, 0.006954732894897461, 0.006917772769927978, 0.007327373027801514, 0.007776975154876709, 0.007845613956451416, 0.007893455028533936, 0.007421133995056152, 0.0077168140411376955, 0.007816174030303956, 0.007861774921417236, 0.0075107340812683105, 0.007338572978973388, 0.00741249418258667, 0.007379053115844726, 0.007308012962341308, 0.00780497407913208, 0.007501294136047363, 0.0073467340469360355, 0.007384172916412354, 0.007420494079589844, 0.007368494033813477, 0.00741761302947998, 0.007830894947052002, 0.007692654132843018, 0.007370254039764404, 0.007392333030700683, 0.007404493808746338, 0.007432653903961182, 0.007500813961029053, 0.007310092926025391, 0.0073259339332580565, 0.007044493198394775, 0.007264973163604737, 0.007177933216094971, 0.007088653087615967, 0.006950413227081299, 0.006926093101501465, 0.00693569278717041, 0.006948012828826905, 0.00710209321975708, 0.0070294528007507325, 0.006928493022918701, 0.0071334528923034666, 0.007176652908325195, 0.006931053161621094, 0.007013613224029541, 0.006993772983551025, 0.006962092876434326, 0.0069809708595275875 ], "count": 141, "total": 1.0019232869148256, "mean": 0.00710583891428954, "p50": 0.006992652893066407, "p90": 0.007420494079589844, "p95": 0.0077168140411376955, "p99": 0.007855310535430909, "stdev": 0.00024326093902392616, "stdev_": 3.423395069296305 }, "throughput": { "unit": "samples/s", "value": 140.72933710740932 }, "energy": null, "efficiency": null } } }