{ "config": { "name": "cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.1+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "library": "transformers", "model_type": "roberta", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-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": 1, "num_choices": 2, "sequence_length": 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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.225-213.878.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", "optimum_benchmark_commit": null, "transformers_version": "4.45.1", "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": "0.13.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 802.639872, "max_global_vram": 1192.7552, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "values": [ 0.1995653076171875 ], "count": 1, "total": 0.1995653076171875, "mean": 0.1995653076171875, "p50": 0.1995653076171875, "p90": 0.1995653076171875, "p95": 0.1995653076171875, "p99": 0.1995653076171875, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1089.142784, "max_global_vram": 1203.24096, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.03808 }, "latency": { "unit": "s", "values": [ 0.006115327835083008, 0.005958655834197998, 0.00586240005493164, 0.005938111782073974, 0.005893119812011719, 0.005896192073822021, 0.005847008228302002, 0.005843967914581299, 0.005856256008148194, 0.005839871883392334, 0.005888000011444092, 0.005848063945770264, 0.005871647834777832, 0.005830656051635743, 0.005846015930175781, 0.005831679821014404, 0.005831679821014404, 0.00582038402557373, 0.0058204798698425295, 0.005811168193817139, 0.005876736164093017, 0.005823488235473633, 0.005835775852203369, 0.0058419198989868165, 0.005833727836608887, 0.005841951847076416, 0.005844992160797119, 0.0058418879508972165, 0.006011903762817383, 0.005929984092712402, 0.0058726401329040525, 0.00587059211730957, 0.005866496086120605, 0.005882880210876465, 0.0058429441452026365, 0.0058757119178771975, 0.005857279777526855, 0.005865471839904785, 0.005836800098419189, 0.005903359889984131, 0.005817344188690185, 0.005847040176391601, 0.0058429441452026365, 0.005953536033630371, 0.005844992160797119, 0.005867519855499268, 0.005881855964660645, 0.005854207992553711, 0.0058419198989868165, 0.005857279777526855, 0.005853184223175049, 0.005859327793121338, 0.00587775993347168, 0.005843967914581299, 0.005851136207580566, 0.005819392204284668, 0.005865471839904785, 0.005859327793121338, 0.005848063945770264, 0.005854207992553711, 0.005823488235473633, 0.005834752082824707, 0.005835775852203369, 0.005824512004852295, 0.005705728054046631, 0.00573747205734253, 0.00568012809753418, 0.005751808166503906, 0.005681151866912842, 0.0057487359046936035, 0.005727231979370117, 0.005708799839019775, 0.00572211217880249, 0.0057292799949646, 0.005708799839019775, 0.005687295913696289, 0.005690368175506591, 0.00589625597000122, 0.005834752082824707, 0.005835743904113769, 0.005760000228881836, 0.005725183963775635, 0.005708799839019775, 0.0057292799949646, 0.005728256225585937, 0.005752831935882568, 0.005715968132019043, 0.005706751823425293, 0.005691391944885254, 0.005705728054046631, 0.0057487359046936035, 0.005696512222290039, 0.005723135948181152, 0.005687295913696289, 0.005706783771514893, 0.005727231979370117, 0.00572108793258667, 0.0057497601509094234, 0.005708799839019775, 0.005981184005737304, 0.00588595199584961, 0.005945343971252442, 0.006012928009033203, 0.005958655834197998, 0.00588595199584961, 0.00602623987197876, 0.00586240005493164, 0.005949440002441406, 0.005947391986846923, 0.005899263858795166, 0.005829631805419922, 0.005835775852203369, 0.00586137580871582, 0.005845983982086181, 0.005852159976959229, 0.0058388481140136715, 0.005865471839904785, 0.005855231761932373, 0.005854207992553711, 0.005847040176391601, 0.005920703887939453, 0.005847040176391601, 0.005894144058227539, 0.005863423824310303, 0.005864448070526123, 0.005815296173095703, 0.005876800060272217, 0.005816287994384765, 0.005804031848907471, 0.005832736015319824, 0.005825535774230957, 0.005840896129608154, 0.005824448108673096, 0.005840896129608154, 0.0058419198989868165, 0.0058787841796875, 0.005949440002441406, 0.005863423824310303, 0.005868544101715088, 0.005920767784118652, 0.00586240005493164, 0.005897215843200684, 0.005810175895690918, 0.0058726401329040525, 0.005831679821014404, 0.005844992160797119, 0.0058388481140136715, 0.005814271926879883, 0.005826560020446778, 0.005840896129608154, 0.00582041597366333, 0.005826560020446778, 0.005843967914581299, 0.005954527854919433, 0.005866496086120605, 0.0057825279235839844, 0.005709824085235596, 0.005690368175506591, 0.005702655792236328, 0.005753856182098388, 0.00568828821182251, 0.005732351779937744, 0.005987328052520752, 0.005915647983551026, 0.005851136207580566, 0.005846015930175781, 0.005824512004852295, 0.005925888061523437, 0.0058091521263122555, 0.005889984130859375, 0.0058122239112854005 ], "count": 171, "total": 0.9975088944435115, "mean": 0.0058333853476228775, "p50": 0.0058429441452026365, "p90": 0.005920767784118652, "p95": 0.005954031944274902, "p99": 0.00601692156791687, "stdev": 7.703287796548971e-05, "stdev_": 1.3205518472541995 }, "throughput": { "unit": "samples/s", "value": 171.42704285899836 }, "energy": { "unit": "kWh", "cpu": 6.758481356928815e-08, "ram": 3.69201871468406e-08, "gpu": 1.3655313954545446e-07, "total": 2.410581402615832e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4148376.8144683037 } } } }