{ "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": 1091.530752, "max_global_vram": 68702.69952, "max_process_vram": 44184.313856, "max_reserved": 773.849088, "max_allocated": 736.603648 }, "latency": { "unit": "s", "count": 1, "total": 9.0128916015625, "mean": 9.0128916015625, "stdev": 0.0, "p50": 9.0128916015625, "p90": 9.0128916015625, "p95": 9.0128916015625, "p99": 9.0128916015625, "values": [ 9.0128916015625 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1225.551872, "max_global_vram": 68702.69952, "max_process_vram": 319115.677696, "max_reserved": 773.849088, "max_allocated": 745.086976 }, "latency": { "unit": "s", "count": 72, "total": 1.009999171257019, "mean": 0.0140277662674586, "stdev": 0.0016577279986311705, "p50": 0.01340380573272705, "p90": 0.015217913246154785, "p95": 0.01530003275871277, "p99": 0.018443556146621767, "values": [ 0.014562043190002441, 0.015182841300964355, 0.015184121131896973, 0.0152207612991333, 0.01509852123260498, 0.015192280769348145, 0.014940921783447265, 0.014890201568603515, 0.014763802528381347, 0.014887801170349121, 0.014873882293701172, 0.015113080978393555, 0.01491340160369873, 0.01485980224609375, 0.015099961280822754, 0.015468440055847167, 0.015236921310424804, 0.015224281311035157, 0.01528700065612793, 0.015315960884094239, 0.015474520683288574, 0.013164925575256347, 0.012913247108459473, 0.013135806083679199, 0.012910846710205079, 0.012965726852416991, 0.025712574005126953, 0.013339486122131348, 0.012950846672058106, 0.013040607452392577, 0.012989087104797363, 0.012991005897521973, 0.012943326950073242, 0.013003327369689942, 0.013181245803833008, 0.01296524715423584, 0.012987167358398437, 0.01300124740600586, 0.013209566116333008, 0.012966047286987305, 0.012975966453552246, 0.01293692684173584, 0.013264606475830078, 0.013009726524353027, 0.013007326126098633, 0.012956287384033203, 0.013233245849609375, 0.012989566802978516, 0.01299980640411377, 0.013018687248229981, 0.013309246063232421, 0.01301532554626465, 0.013017247200012207, 0.01296588706970215, 0.013299965858459472, 0.013440284729003906, 0.013432445526123047, 0.013604125022888184, 0.014099003791809082, 0.013754843711853027, 0.013172765731811524, 0.013031006813049317, 0.013375165939331055, 0.013895163536071778, 0.01464748191833496, 0.014707483291625977, 0.01439564323425293, 0.0146247615814209, 0.014332443237304688, 0.013883644104003907, 0.014410682678222656, 0.014030524253845215 ] }, "throughput": { "unit": "samples/s", "value": 71.28718720668913 }, "energy": null, "efficiency": null } } }