{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "fill-mask", "library": "transformers", "model_type": "bert", "model": "google-bert/bert-base-uncased", "processor": "google-bert/bert-base-uncased", "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": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "0.3.1", "optimum_benchmark_commit": null, "transformers_version": "4.43.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 713.25696, "max_global_vram": 1218.9696, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 7.157310546875, "mean": 7.157310546875, "stdev": 0.0, "p50": 7.157310546875, "p90": 7.157310546875, "p95": 7.157310546875, "p99": 7.157310546875, "values": [ 7.157310546875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.62263180149926e-07, "ram": 5.118242556273838e-07, "gpu": 1.6188901839995357e-06, "total": 3.0929776197768454e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 880.152576, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 449.025024 }, "latency": { "unit": "s", "count": 189, "total": 1.0022390065193172, "mean": 0.005302851886345596, "stdev": 0.00020603206262976564, "p50": 0.005345280170440674, "p90": 0.005542912197113037, "p95": 0.005614182376861572, "p99": 0.005827420310974121, "values": [ 0.0056145920753479005, 0.005901311874389649, 0.005636096000671387, 0.0056145920753479005, 0.0055552000999450684, 0.0055214080810546875, 0.005590015888214111, 0.005532671928405761, 0.005547008037567139, 0.005389311790466309, 0.00542310380935669, 0.0054579200744628905, 0.005371903896331787, 0.00541593599319458, 0.005472256183624268, 0.005337088108062744, 0.0053012480735778805, 0.005278719902038574, 0.005295104026794434, 0.005384191989898681, 0.005417984008789062, 0.005454847812652588, 0.005496831893920898, 0.00551526403427124, 0.005409791946411133, 0.005497856140136719, 0.005389311790466309, 0.005292031764984131, 0.005425151824951172, 0.005453824043273926, 0.005437439918518067, 0.005559296131134033, 0.005483520030975342, 0.005436416149139404, 0.005472256183624268, 0.005407743930816651, 0.005403647899627686, 0.005436416149139404, 0.005429247856140137, 0.005480447769165039, 0.005436416149139404, 0.005340159893035889, 0.005331967830657959, 0.005291007995605469, 0.005299200057983398, 0.00537395191192627, 0.005345280170440674, 0.005265408039093018, 0.005426176071166992, 0.005371903896331787, 0.005370880126953125, 0.005441535949707031, 0.005477375984191894, 0.005469183921813964, 0.0055214080810546875, 0.0054609918594360355, 0.005500927925109863, 0.005406720161437988, 0.005368832111358642, 0.005351424217224121, 0.00546611213684082, 0.005420032024383545, 0.005446656227111817, 0.005519360065460205, 0.005649407863616943, 0.0057292799949646, 0.005362688064575195, 0.005319680213928223, 0.00532480001449585, 0.005371903896331787, 0.005409823894500732, 0.005444608211517334, 0.0054241280555725096, 0.005384191989898681, 0.005354496002197265, 0.005327871799468994, 0.005406720161437988, 0.0053534722328186036, 0.005384191989898681, 0.005402624130249023, 0.005377024173736572, 0.005387263774871826, 0.00550707197189331, 0.0054906878471374515, 0.005458943843841553, 0.0054876160621643065, 0.005455872058868408, 0.005462016105651855, 0.005442560195922852, 0.005388288021087646, 0.0054876160621643065, 0.005352447986602784, 0.005261312007904053, 0.005434368133544922, 0.005350399971008301, 0.005276671886444092, 0.005311488151550293, 0.00516096019744873, 0.005111807823181152, 0.005310463905334473, 0.005375999927520752, 0.005204991817474365, 0.005054463863372802, 0.005096447944641113, 0.00506879997253418, 0.0050657281875610355, 0.005112832069396973, 0.00532480001449585, 0.005561344146728516, 0.00561356782913208, 0.005529600143432617, 0.00555622386932373, 0.005643263816833496, 0.0056514558792114256, 0.005817344188690185, 0.005575679779052735, 0.005541888236999512, 0.005387263774871826, 0.006105088233947754, 0.005459968090057373, 0.005173247814178467, 0.005591040134429932, 0.005172224044799805, 0.0051066880226135255, 0.0051404800415039064, 0.005163008213043213, 0.0051660799980163576, 0.005053440093994141, 0.00506982421875, 0.0050800638198852536, 0.005058559894561767, 0.00506982421875, 0.005208064079284668, 0.005096447944641113, 0.005099520206451416, 0.005062655925750732, 0.0051138558387756345, 0.005071872234344482, 0.005099520206451416, 0.005058559894561767, 0.005083136081695557, 0.005064703941345215, 0.005051392078399658, 0.0051660799980163576, 0.005064703941345215, 0.00505241584777832, 0.0050503678321838375, 0.005073919773101807, 0.0050462718009948735, 0.005045248031616211, 0.0050432000160217285, 0.005087232112884522, 0.005030911922454834, 0.0050432000160217285, 0.005053440093994141, 0.005073919773101807, 0.005066751956939697, 0.005058559894561767, 0.005108736038208008, 0.005044223785400391, 0.005115903854370117, 0.005093376159667969, 0.005122047901153564, 0.005056511878967285, 0.005063680171966553, 0.005051392078399658, 0.005117951869964599, 0.005079040050506592, 0.005064703941345215, 0.005073919773101807, 0.005104640007019043, 0.0050462718009948735, 0.005074944019317627, 0.00510975980758667, 0.005062655925750732, 0.005051392078399658, 0.00506060791015625, 0.0050769920349121095, 0.005063680171966553, 0.005058559894561767, 0.005078015804290771, 0.005081088066101074, 0.005066751956939697, 0.005056511878967285, 0.005082111835479736, 0.0050503678321838375, 0.005044223785400391, 0.005039103984832764, 0.005075967788696289 ] }, "throughput": { "unit": "samples/s", "value": 188.57777313654887 }, "energy": { "unit": "kWh", "cpu": 6.226419431654223e-08, "ram": 3.3936901400104516e-08, "gpu": 1.2775606497382485e-07, "total": 2.239571606904716e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4465139.658481773 } } } }