{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "token-classification", "library": "transformers", "model": "microsoft/deberta-v3-base", "processor": "microsoft/deberta-v3-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": true, "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 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.amzn2.x86_64-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "NVIDIA A10G" ], "gpu_count": 1, "gpu_vram_mb": 24146608128, "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": null, "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": 975.58528, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 70, "total": 1.0000887060165404, "mean": 0.014286981514522006, "stdev": 0.0004046909014813206, "p50": 0.014171648025512695, "p90": 0.014653542804718018, "p95": 0.01497089729309082, "p99": 0.01573415967941284, "values": [ 0.01568051242828369, 0.0158535680770874, 0.015467519760131837, 0.014728192329406739, 0.014363648414611817, 0.014127103805541993, 0.014821375846862793, 0.014625791549682618, 0.014441472053527832, 0.014082048416137695, 0.014205951690673829, 0.014115839958190919, 0.014645248413085938, 0.014323712348937988, 0.013938688278198242, 0.01415782356262207, 0.014559231758117675, 0.014302207946777343, 0.014554112434387208, 0.014363648414611817, 0.014498815536499024, 0.013945856094360352, 0.014183423995971679, 0.014105600357055664, 0.014496767997741699, 0.014410719871520997, 0.014520319938659668, 0.014880767822265625, 0.014486528396606446, 0.014500864028930664, 0.01439027214050293, 0.014449664115905762, 0.013932543754577637, 0.013668352127075196, 0.014228480339050293, 0.014503935813903808, 0.014595071792602539, 0.01437183952331543, 0.014118911743164063, 0.014112768173217773, 0.014063615798950196, 0.014227456092834472, 0.014148608207702636, 0.014132224082946777, 0.014072832107543945, 0.013849599838256836, 0.013817855834960938, 0.013840383529663085, 0.013836288452148437, 0.014104576110839843, 0.01415987205505371, 0.014047231674194336, 0.014064640045166015, 0.014057472229003906, 0.014026752471923828, 0.013997056007385255, 0.013810688018798829, 0.013881343841552735, 0.013784064292907714, 0.01386393642425537, 0.014017536163330077, 0.014008319854736329, 0.014107711791992187, 0.01409337615966797, 0.014482432365417481, 0.015044639587402344, 0.014239744186401367, 0.014234623908996581, 0.014191616058349609, 0.014123007774353028 ] }, "throughput": { "unit": "samples/s", "value": 69.99379112960634 }, "energy": { "unit": "kWh", "cpu": 1.5911024146609836e-07, "ram": 8.659979004005435e-08, "gpu": 3.336780447200059e-07, "total": 5.793880762261586e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1725958.8884077407 } } } }