{ "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": "0.34.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1016.7296, "max_global_vram": 68702.69952, "max_process_vram": 44680.245248, "max_reserved": 773.849088, "max_allocated": 736.603648 }, "latency": { "unit": "s", "count": 1, "total": 7.7063857421875, "mean": 7.7063857421875, "stdev": 0.0, "p50": 7.7063857421875, "p90": 7.7063857421875, "p95": 7.7063857421875, "p99": 7.7063857421875, "values": [ 7.7063857421875 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1177.337856, "max_global_vram": 68702.69952, "max_process_vram": 289552.941056, "max_reserved": 773.849088, "max_allocated": 745.086976 }, "latency": { "unit": "s", "count": 76, "total": 1.0028019676208497, "mean": 0.013194762731853285, "stdev": 0.0019164331630223362, "p50": 0.012694033622741699, "p90": 0.01402186918258667, "p95": 0.014301587820053101, "p99": 0.02423795175552368, "values": [ 0.014042828559875488, 0.01340139102935791, 0.013436271667480468, 0.012806994438171387, 0.01258315372467041, 0.012446354866027833, 0.012316274642944335, 0.012202515602111816, 0.012153236389160157, 0.012184435844421387, 0.012258835792541504, 0.012274194717407226, 0.012225715637207032, 0.024384231567382814, 0.015178984642028808, 0.012629714965820313, 0.012761874198913574, 0.012524595260620117, 0.01251003360748291, 0.012561875343322754, 0.012767953872680664, 0.012549554824829102, 0.012528915405273438, 0.012670674324035645, 0.012992113113403321, 0.0125346736907959, 0.012563315391540528, 0.012536754608154297, 0.012779634475708007, 0.012817554473876953, 0.012728914260864258, 0.013284751892089844, 0.012474354743957519, 0.012747153282165528, 0.012565875053405761, 0.01253403377532959, 0.012576913833618164, 0.012802193641662598, 0.012573554039001464, 0.01253883457183838, 0.012569713592529296, 0.012747794151306153, 0.012542513847351075, 0.0125761137008667, 0.012591634750366211, 0.012813873291015625, 0.012598194122314454, 0.01255355453491211, 0.012564594268798829, 0.012828912734985352, 0.012583314895629883, 0.012591954231262206, 0.01259947395324707, 0.024189191818237303, 0.012722993850708008, 0.012642514228820801, 0.012590675354003907, 0.012821714401245117, 0.0132151517868042, 0.014285227775573731, 0.013914190292358398, 0.013520111083984375, 0.013495791435241699, 0.014056428909301758, 0.014247149467468261, 0.01435066795349121, 0.013777230262756348, 0.013687311172485351, 0.014000909805297852, 0.013314830780029296, 0.013548590660095216, 0.012729714393615723, 0.012974513053894044, 0.012716114044189453, 0.012702834129333497, 0.012685233116149903 ] }, "throughput": { "unit": "samples/s", "value": 75.7876454713289 }, "energy": null, "efficiency": null } } }