{ "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.dev0", "optimum_benchmark_commit": null, "transformers_version": "4.45.2", "transformers_commit": null, "accelerate_version": "1.0.1", "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": "0.13.2", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 803.074048, "max_global_vram": 1192.7552, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "values": [ 0.07134003448486329 ], "count": 1, "total": 0.07134003448486329, "mean": 0.07134003448486329, "p50": 0.07134003448486329, "p90": 0.07134003448486329, "p95": 0.07134003448486329, "p99": 0.07134003448486329, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1089.687552, "max_global_vram": 1203.24096, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.03808 }, "latency": { "unit": "s", "values": [ 0.006013951778411865, 0.005599232196807862, 0.005570559978485107, 0.005607423782348633, 0.005549056053161621, 0.005574656009674072, 0.005576704025268555, 0.005568511962890625, 0.0055920639038085935, 0.005554175853729248, 0.005559296131134033, 0.005542912006378174, 0.005595136165618897, 0.005565375804901123, 0.005527488231658936, 0.005544960021972656, 0.005532671928405761, 0.00552345609664917, 0.005533696174621582, 0.005552127838134766, 0.005541888236999512, 0.005570559978485107, 0.005511104106903076, 0.0055552000999450684, 0.005582848072052002, 0.005628928184509278, 0.0055511040687561035, 0.005879807949066162, 0.005880832195281982, 0.00586137580871582, 0.005840896129608154, 0.005801983833312988, 0.005889023780822754, 0.005810175895690918, 0.005811200141906738, 0.005761023998260498, 0.006789120197296142, 0.006370304107666015, 0.006107071876525879, 0.005824512004852295, 0.006033408164978027, 0.006235072135925293, 0.006045695781707764, 0.005793791770935058, 0.005856287956237793, 0.0057712640762329105, 0.005990399837493897, 0.005850111961364746, 0.005860352039337159, 0.005879807949066162, 0.005854207992553711, 0.005763072013854981, 0.005797887802124023, 0.005780479907989502, 0.005784575939178467, 0.005795839786529541, 0.005777408123016357, 0.005819392204284668, 0.0057487359046936035, 0.00582041597366333, 0.005774335861206055, 0.00582144021987915, 0.005769184112548828, 0.005892064094543457, 0.005808127880096436, 0.005801983833312988, 0.005776383876800537, 0.0057415680885314945, 0.005810175895690918, 0.0057712640762329105, 0.006140927791595459, 0.0057784318923950195, 0.005826560020446778, 0.005761023998260498, 0.0057916479110717775, 0.005948416233062744, 0.005823488235473633, 0.0059658241271972655, 0.005777440071105957, 0.005781439781188965, 0.005836800098419189, 0.005888000011444092, 0.00587059211730957, 0.005796864032745362, 0.005745664119720459, 0.0057784318923950195, 0.00577023983001709, 0.005865471839904785, 0.0057794561386108395, 0.005805056095123291, 0.005787648200988769, 0.005775360107421875, 0.00577023983001709, 0.005738560199737549, 0.005777408123016357, 0.005764095783233642, 0.005785600185394287, 0.005823488235473633, 0.005811200141906738, 0.005792768001556397, 0.006478847980499268, 0.00704204797744751, 0.007002111911773682, 0.007023615837097168, 0.007002111911773682, 0.006077439785003662, 0.006081535816192627, 0.0060631041526794435, 0.005996543884277344, 0.005852159976959229, 0.005824512004852295, 0.00576204776763916, 0.005830592155456543, 0.005801983833312988, 0.005797887802124023, 0.005836800098419189, 0.005775360107421875, 0.005763072013854981, 0.0057794561386108395, 0.005825503826141358, 0.00572211217880249, 0.005808127880096436, 0.005731328010559082, 0.0058122239112854005, 0.0058091521263122555, 0.005804031848907471, 0.0057292799949646, 0.005777376174926758, 0.0057118721008300784, 0.005761023998260498, 0.005780479907989502, 0.0057415680885314945, 0.0058091521263122555, 0.005718016147613526, 0.005856256008148194, 0.005727231979370117, 0.005798912048339844, 0.0057487359046936035, 0.0057712640762329105, 0.0058419198989868165, 0.005740543842315674, 0.005889023780822754, 0.005772287845611572, 0.005765120029449463, 0.005736447811126709, 0.005761023998260498, 0.0057497601509094234, 0.005743616104125977, 0.005777408123016357, 0.005719999790191651, 0.005784575939178467, 0.0057190399169921875, 0.0057415680885314945, 0.005797887802124023, 0.005760000228881836, 0.005703680038452149, 0.0057487359046936035, 0.005753856182098388, 0.005722015857696533, 0.00573747205734253, 0.005723135948181152, 0.005775360107421875, 0.005784575939178467, 0.005739520072937012, 0.005706751823425293, 0.005767168045043946, 0.005834752082824707, 0.005777408123016357, 0.005755904197692871, 0.005758975982666016, 0.00573747205734253, 0.005742623805999756 ], "count": 172, "total": 1.0003398079872132, "mean": 0.005815929116204728, "p50": 0.005777935981750488, "p90": 0.005987942266464234, "p95": 0.0061223070383071895, "p99": 0.007008348050117493, "stdev": 0.0002449396967366046, "stdev_": 4.211531671769131 }, "throughput": { "unit": "samples/s", "value": 171.9415728802013 }, "energy": { "unit": "kWh", "cpu": 6.885513589712918e-08, "ram": 3.762485527721033e-08, "gpu": 1.3258085541859835e-07, "total": 2.3906084659293786e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4183035.466710094 } } } }