{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.3.1+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": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 977.195008, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 63, "total": 1.0085469436645509, "mean": 0.01600868164546906, "stdev": 0.0005896508505360261, "p50": 0.015840319633483885, "p90": 0.01625804786682129, "p95": 0.017713869094848633, "p99": 0.01825701961517334, "values": [ 0.01679769515991211, 0.0182476806640625, 0.017854400634765625, 0.017351680755615235, 0.015264767646789551, 0.015827967643737794, 0.01586176013946533, 0.01594979190826416, 0.01621708869934082, 0.015905792236328126, 0.015895551681518554, 0.015805439949035646, 0.015879167556762695, 0.01586892795562744, 0.01593446445465088, 0.015791104316711425, 0.01587507152557373, 0.015846400260925292, 0.015911935806274414, 0.015937536239624024, 0.01586995220184326, 0.015851519584655763, 0.01581875228881836, 0.015852543830871584, 0.015877087593078612, 0.015880191802978515, 0.015887359619140624, 0.015871999740600586, 0.015823871612548827, 0.015804415702819825, 0.015968255996704102, 0.015884287834167482, 0.01587097644805908, 0.015851519584655763, 0.015839232444763183, 0.017754112243652344, 0.018272256851196288, 0.016268287658691406, 0.016088064193725587, 0.015828991889953615, 0.015837183952331545, 0.015790080070495604, 0.015678463935852052, 0.015593503952026367, 0.015555583953857421, 0.015840319633483885, 0.015766528129577635, 0.01579315185546875, 0.015783935546875, 0.015766528129577635, 0.01578598403930664, 0.015752256393432616, 0.01577676773071289, 0.015762432098388672, 0.015786016464233398, 0.01576966381072998, 0.015749119758605958, 0.015736831665039062, 0.015788031578063966, 0.01575321578979492, 0.015739904403686524, 0.015782912254333495, 0.015770624160766602 ] }, "throughput": { "unit": "samples/s", "value": 62.466105713522644 }, "energy": { "unit": "kWh", "cpu": 1.867559324536059e-07, "ram": 1.0210548724038186e-07, "gpu": 3.699178306562474e-07, "total": 6.587792503502352e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1517959.1638145212 } } } }