{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.2.2+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": "4", "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": "error", "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": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "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": 896.659456, "max_global_vram": 1059.889152, "max_process_vram": 46127.386624, "max_reserved": 773.849088, "max_allocated": 736.603648 }, "latency": { "unit": "s", "count": 1, "total": 7.4447314453125, "mean": 7.4447314453125, "stdev": 0.0, "p50": 7.4447314453125, "p90": 7.4447314453125, "p95": 7.4447314453125, "p99": 7.4447314453125, "values": [ 7.4447314453125 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1041.268736, "max_global_vram": 1123.06176, "max_process_vram": 297564.381184, "max_reserved": 773.849088, "max_allocated": 745.086976 }, "latency": { "unit": "s", "count": 66, "total": 0.9977363452911376, "mean": 0.015117217352896025, "stdev": 0.00080595625743964, "p50": 0.014982740879058837, "p90": 0.015609858036041261, "p95": 0.01597301626205444, "p99": 0.018490262222290027, "values": [ 0.014211142539978027, 0.015776576995849608, 0.015208418846130372, 0.015302019119262695, 0.015060420036315919, 0.01518665885925293, 0.015064419746398926, 0.014582181930541992, 0.019916719436645507, 0.01547657871246338, 0.014752262115478516, 0.014881060600280762, 0.014731141090393066, 0.0149847412109375, 0.014704261779785156, 0.014924579620361329, 0.014744260787963866, 0.014895780563354492, 0.014682021141052246, 0.014981861114501954, 0.014764101982116699, 0.014983620643615723, 0.014788901329040528, 0.01493865966796875, 0.014713220596313477, 0.01497002124786377, 0.014748262405395509, 0.014957859992980957, 0.014820261001586914, 0.015016579627990722, 0.014742820739746094, 0.014799461364746094, 0.015022179603576661, 0.014792580604553223, 0.014868420600891113, 0.0151225004196167, 0.014801061630249024, 0.014787941932678223, 0.015080900192260742, 0.014780740737915039, 0.014830981254577637, 0.015094980239868164, 0.014802500724792481, 0.01481338119506836, 0.01506746006011963, 0.014799941062927245, 0.015647618293762208, 0.016038496017456053, 0.015220258712768555, 0.015233859062194825, 0.017722169876098634, 0.013535305976867676, 0.013956745147705079, 0.01680585479736328, 0.015218979835510254, 0.015109699249267578, 0.015669697761535643, 0.01539529800415039, 0.015255298614501953, 0.015124420166015624, 0.014973859786987304, 0.015572097778320313, 0.014999300003051759, 0.015099940299987792, 0.015011618614196778, 0.01516938018798828 ] }, "throughput": { "unit": "samples/s", "value": 66.14974017082771 }, "energy": null, "efficiency": null } } }