{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.3.1+rocm5.7", "_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": "5", "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": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "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": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1091.35872, "max_global_vram": 68702.69952, "max_process_vram": 49809.32608, "max_reserved": 773.849088, "max_allocated": 736.603648 }, "latency": { "unit": "s", "count": 1, "total": 8.3475478515625, "mean": 8.3475478515625, "stdev": 0.0, "p50": 8.3475478515625, "p90": 8.3475478515625, "p95": 8.3475478515625, "p99": 8.3475478515625, "values": [ 8.3475478515625 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1225.37984, "max_global_vram": 68702.69952, "max_process_vram": 310051.577856, "max_reserved": 773.849088, "max_allocated": 745.086976 }, "latency": { "unit": "s", "count": 75, "total": 1.0042330083847044, "mean": 0.013389773445129392, "stdev": 0.0009427879440798003, "p50": 0.013087169647216797, "p90": 0.014351262283325198, "p95": 0.014749757671356202, "p99": 0.01806757869720459, "values": [ 0.013001568794250488, 0.012621090888977051, 0.012676289558410644, 0.012642370223999024, 0.012622370719909667, 0.012603330612182616, 0.012607009887695312, 0.012590850830078125, 0.012609410285949706, 0.012668451309204102, 0.01273293113708496, 0.018019155502319337, 0.012736611366271973, 0.013416129112243652, 0.014011807441711426, 0.013240928649902345, 0.013111329078674317, 0.013064769744873047, 0.013007969856262206, 0.013022209167480469, 0.01305484962463379, 0.013003008842468262, 0.01327868938446045, 0.013057409286499023, 0.0130356502532959, 0.01305868911743164, 0.01326076889038086, 0.013021249771118164, 0.013024769783020019, 0.013125728607177735, 0.013031330108642578, 0.013034689903259277, 0.012997888565063476, 0.013042689323425293, 0.013293088912963867, 0.01305148983001709, 0.01303868865966797, 0.013108609199523925, 0.01329020881652832, 0.013046368598937989, 0.013047650337219238, 0.013071648597717285, 0.013346049308776855, 0.013037888526916504, 0.013065409660339356, 0.013063329696655274, 0.013328768730163575, 0.013067169189453125, 0.01303372859954834, 0.01820539855957031, 0.013187808990478516, 0.01309916877746582, 0.013085569381713867, 0.013087169647216797, 0.013568767547607422, 0.013094529151916504, 0.013089408874511719, 0.013116129875183105, 0.013385409355163575, 0.014479005813598633, 0.01480476474761963, 0.013840928077697753, 0.013972927093505859, 0.01461276626586914, 0.01476364517211914, 0.014743805885314942, 0.01415964698791504, 0.013698687553405762, 0.014650046348571777, 0.01367356777191162, 0.013703327178955078, 0.013440929412841796, 0.013576448440551758, 0.013137888908386231, 0.013131170272827149 ] }, "throughput": { "unit": "samples/s", "value": 74.68386258348201 }, "energy": null, "efficiency": null } } }