{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-base", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "hub_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, "latency": true, "memory": 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": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": "fb780fc73efc41258966d25b08045708166d6309", "transformers_version": "4.41.0", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 1007.710208, "max_global_vram": 3096.10496, "max_process_vram": 185161.33888, "max_reserved": 555.74528, "max_allocated": 499.443712 }, "latency": { "unit": "s", "count": 134, "total": 1.0006019229888918, "mean": 0.007467178529767848, "stdev": 0.00042900851868694906, "p50": 0.0074163880348205565, "p90": 0.007924691724777222, "p95": 0.007955467796325683, "p99": 0.008376602411270135, "values": [ 0.0075563077926635745, 0.007420147895812988, 0.007576948165893555, 0.00801694679260254, 0.00766510820388794, 0.007764946937561035, 0.007533907890319824, 0.007755988121032715, 0.007549588203430176, 0.007499988079071045, 0.007179187774658203, 0.007124309062957764, 0.007149748802185059, 0.007402867794036865, 0.007160468101501465, 0.007339348793029785, 0.007212947845458984, 0.007318227767944336, 0.007531827926635743, 0.007476148128509522, 0.007311189174652099, 0.007371828079223632, 0.007431347846984863, 0.008014866828918457, 0.007422388076782227, 0.007442228794097901, 0.007827826976776123, 0.007609107971191406, 0.00773502779006958, 0.007757427215576172, 0.0078028678894042965, 0.007716466903686523, 0.007548947811126709, 0.007334389209747314, 0.007519827842712402, 0.0076127867698669435, 0.007382389068603516, 0.007450868129730224, 0.007500147819519043, 0.00749102783203125, 0.010460463523864746, 0.008553746223449708, 0.007890868186950683, 0.007853588104248048, 0.007842866897583008, 0.007947348117828369, 0.007924467086791993, 0.007939826965332032, 0.0079751877784729, 0.00793662691116333, 0.007970547199249268, 0.007889748096466065, 0.007862707138061524, 0.007897428035736084, 0.007931987762451171, 0.007899666786193848, 0.007925908088684082, 0.007876148223876953, 0.00793326711654663, 0.00787246799468994, 0.007907347202301025, 0.007910706996917725, 0.007913908004760743, 0.007912467002868653, 0.007691187858581543, 0.007504948139190674, 0.007234548091888428, 0.007493268013000489, 0.00726702880859375, 0.007040947914123535, 0.007392629146575928, 0.007004787921905517, 0.007090229034423828, 0.007017909049987793, 0.007032948970794678, 0.007263827800750733, 0.007033268928527832, 0.006984468936920166, 0.007102707862854004, 0.007058069229125976, 0.0073435077667236325, 0.007039188861846924, 0.007089748859405518, 0.007055668830871582, 0.0070950288772583005, 0.006999989032745361, 0.007212468147277832, 0.00698862886428833, 0.007030388832092285, 0.007302227973937988, 0.007004788875579834, 0.007234869003295899, 0.007057908058166504, 0.007089909076690674, 0.0072951879501342775, 0.007805108070373535, 0.00797646713256836, 0.007924787998199463, 0.007860627174377442, 0.007761268138885498, 0.0074659080505371095, 0.007412628173828125, 0.007490228176116944, 0.007516948223114014, 0.007559348106384278, 0.007253267765045166, 0.007204148769378662, 0.0070020689964294435, 0.007025108814239502, 0.007064148902893066, 0.00721038818359375, 0.007313748836517334, 0.007080307960510254, 0.007010869026184082, 0.007166388988494873, 0.00706414794921875, 0.007314548969268799, 0.00704990816116333, 0.007087348937988281, 0.007064148902893066, 0.007070549011230469, 0.007240627765655518, 0.007080789089202881, 0.00703134822845459, 0.007212308883666993, 0.007097589015960693, 0.007502548217773438, 0.007047507762908935, 0.00702462911605835, 0.00702302885055542, 0.007048948764801026, 0.007720626831054687, 0.007390707969665527, 0.007827346801757812 ] }, "throughput": { "unit": "samples/s", "value": 133.91939083999503 }, "energy": null, "efficiency": null } } }