{ "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_type": "deberta-v2", "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, "memory": true, "latency": 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": "0.3.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "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": { "load": { "memory": { "unit": "MB", "max_ram": 705.306624, "max_global_vram": 1403.518976, "max_process_vram": 0.0, "max_reserved": 773.849088, "max_allocated": 736.603648 }, "latency": { "unit": "s", "count": 1, "total": 7.179443359375, "mean": 7.179443359375, "stdev": 0.0, "p50": 7.179443359375, "p90": 7.179443359375, "p95": 7.179443359375, "p99": 7.179443359375, "values": [ 7.179443359375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.07476810614268e-06, "ram": 5.734992519825255e-07, "gpu": 1.804445888001216e-06, "total": 3.4527132461264213e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 987.619328, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.606656 }, "latency": { "unit": "s", "count": 75, "total": 1.0017025299072266, "mean": 0.013356033732096356, "stdev": 0.0003767711681616376, "p50": 0.013344767570495606, "p90": 0.013785459136962892, "p95": 0.013935001373291015, "p99": 0.014502932453155518, "values": [ 0.014599167823791503, 0.014469120025634765, 0.013932543754577637, 0.013797311782836915, 0.013940735816955567, 0.013530112266540528, 0.013245439529418946, 0.01335807991027832, 0.013586432456970214, 0.013368320465087891, 0.013214719772338868, 0.01346560001373291, 0.013437952041625977, 0.013439999580383302, 0.013403136253356934, 0.013408255577087403, 0.013289471626281739, 0.013236224174499512, 0.013297663688659669, 0.013319168090820312, 0.013540351867675781, 0.01360588836669922, 0.01354854393005371, 0.013312000274658203, 0.013586432456970214, 0.013356032371520997, 0.01330073642730713, 0.013179903984069824, 0.013431872367858887, 0.013442144393920899, 0.013343744277954102, 0.013270015716552735, 0.013296640396118165, 0.01376153564453125, 0.013541376113891602, 0.01350656032562256, 0.013436927795410156, 0.0132741117477417, 0.013521984100341796, 0.013181952476501465, 0.0132925443649292, 0.013514752388000489, 0.013186079978942871, 0.01366323184967041, 0.013836288452148437, 0.013855744361877441, 0.014126079559326172, 0.013476863861083984, 0.013318143844604492, 0.013335583686828613, 0.013305855751037597, 0.013294591903686523, 0.013344767570495606, 0.013504511833190918, 0.013428735733032226, 0.013112319946289062, 0.01285632038116455, 0.012850144386291503, 0.01268838405609131, 0.012538880348205566, 0.012767231941223145, 0.012826623916625977, 0.012659711837768555, 0.013767680168151856, 0.013593600273132325, 0.01356390380859375, 0.013278207778930663, 0.012980159759521484, 0.012841983795166016, 0.012812288284301757, 0.012836864471435547, 0.012806143760681152, 0.012811264038085938, 0.012917759895324708, 0.012931072235107421 ] }, "throughput": { "unit": "samples/s", "value": 74.87252728307092 }, "energy": { "unit": "kWh", "cpu": 1.542603900766304e-07, "ram": 8.432164955910987e-08, "gpu": 3.726121307013028e-07, "total": 6.111941703370431e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1636141.2600656021 } } } }