{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.5.1+cu124", "_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": {}, "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": 2, "sequence_length": 16, "num_choices": 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": 66697.248768, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.228-219.884.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": "0.5.0.dev0", "optimum_benchmark_commit": null, "transformers_version": "4.46.3", "transformers_commit": null, "accelerate_version": "1.1.1", "accelerate_commit": null, "diffusers_version": "0.31.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.11", "timm_commit": null, "peft_version": "0.13.2", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 814.65344, "max_global_vram": 1410.859008, "max_process_vram": 0.0, "max_reserved": 773.849088, "max_allocated": 736.603648 }, "latency": { "unit": "s", "values": [ 0.05625958251953125 ], "count": 1, "total": 0.05625958251953125, "mean": 0.05625958251953125, "p50": 0.05625958251953125, "p90": 0.05625958251953125, "p95": 0.05625958251953125, "p99": 0.05625958251953125, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1199.75936, "max_global_vram": 1444.41344, "max_process_vram": 0.0, "max_reserved": 796.91776, "max_allocated": 757.115392 }, "latency": { "unit": "s", "values": [ 0.01437286376953125, 0.014147583961486816, 0.014171135902404786, 0.01419059181213379, 0.01411075210571289, 0.01408614444732666, 0.014105600357055664, 0.014036992073059081, 0.014106623649597168, 0.014104576110839843, 0.014409728050231933, 0.014412799835205077, 0.014418944358825684, 0.01469542407989502, 0.014367744445800782, 0.014569472312927247, 0.014655488014221191, 0.014607359886169433, 0.014611455917358398, 0.014656512260437012, 0.014617600440979005, 0.014568448066711426, 0.014845952033996582, 0.01470150375366211, 0.014610431671142577, 0.014985216140747071, 0.014680064201354981, 0.01469536018371582, 0.014804991722106933, 0.0148787202835083, 0.014774271965026856, 0.014618623733520507, 0.014666751861572265, 0.014565376281738282, 0.015450112342834473, 0.016044031143188475, 0.0148787202835083, 0.014829631805419921, 0.014666751861572265, 0.014931967735290527, 0.014906368255615234, 0.014857215881347656, 0.014872575759887695, 0.01509171199798584, 0.01506611156463623, 0.01744076728820801, 0.014973952293395995, 0.014647295951843262, 0.014573568344116212, 0.014642175674438476, 0.014617600440979005, 0.014579680442810059, 0.014556159973144531, 0.014425087928771972, 0.014412799835205077, 0.014526464462280274, 0.014493696212768555, 0.014453760147094727, 0.014603263854980468, 0.014565407752990723, 0.014584832191467285, 0.01453974437713623, 0.015627264022827148, 0.015985664367675782, 0.014775296211242676, 0.014641152381896973, 0.014623744010925293, 0.014624768257141114 ], "count": 68, "total": 0.9993604507446286, "mean": 0.014696477216832775, "p50": 0.014618112087249755, "p90": 0.01500948476791382, "p95": 0.015565260934829711, "p99": 0.01650495407104492, "stdev": 0.0005025882681925183, "stdev_": 3.4197873461598896 }, "throughput": { "unit": "samples/s", "value": 136.0870343614916 }, "energy": { "unit": "kWh", "cpu": 1.7459509670140327e-07, "ram": 9.538156342249015e-08, "gpu": 4.043181339117629e-07, "total": 6.742947940356564e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2966061.7547259913 } } } }