{ "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": {}, "hub_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, "latency": true, "memory": 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": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "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": { "forward": { "memory": { "unit": "MB", "max_ram": 871.251968, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 591.396864, "max_allocated": 449.269248 }, "latency": { "unit": "s", "count": 186, "total": 1.0012540154457095, "mean": 0.005383086104546823, "stdev": 0.00023496369659838437, "p50": 0.0053437440395355225, "p90": 0.005684736013412475, "p95": 0.0058572800159454345, "p99": 0.00637547516822815, "values": [ 0.0063498239517211915, 0.00586240005493164, 0.006009856224060059, 0.005921792030334472, 0.0059054079055786135, 0.005823488235473633, 0.005929984092712402, 0.006319104194641113, 0.005892096042633056, 0.005804031848907471, 0.005823488235473633, 0.005736447811126709, 0.005839871883392334, 0.006520832061767578, 0.0054988799095153805, 0.0051333122253417966, 0.005138432025909424, 0.005142528057098389, 0.005150720119476319, 0.0050841598510742185, 0.005082111835479736, 0.00511078405380249, 0.005070847988128662, 0.005073919773101807, 0.0050769920349121095, 0.005107711791992187, 0.00506879997253418, 0.005067776203155518, 0.0050769920349121095, 0.005074944019317627, 0.005070847988128662, 0.005053440093994141, 0.005086207866668701, 0.005066751956939697, 0.005066751956939697, 0.005071872234344482, 0.005142528057098389, 0.005074944019317627, 0.0050728960037231445, 0.005178368091583252, 0.005320703983306885, 0.005305344104766845, 0.0053309440612792965, 0.00530841588973999, 0.005332992076873779, 0.005351424217224121, 0.005341184139251709, 0.005321728229522705, 0.005348351955413819, 0.005351424217224121, 0.005326848030090332, 0.005344255924224854, 0.005421055793762207, 0.005331967830657959, 0.0053678078651428224, 0.005354496002197265, 0.005346303939819336, 0.0053821439743042, 0.005350399971008301, 0.005329919815063477, 0.005375999927520752, 0.005337088108062744, 0.005350399971008301, 0.005385216236114502, 0.005352447986602784, 0.005320703983306885, 0.0053606400489807126, 0.005311488151550293, 0.005320703983306885, 0.0053534722328186036, 0.0053340158462524415, 0.00532480001449585, 0.00535756778717041, 0.005313536167144775, 0.005329919815063477, 0.0053821439743042, 0.005343232154846191, 0.005352447986602784, 0.00537395191192627, 0.005325823783874512, 0.005341184139251709, 0.005496831893920898, 0.005426176071166992, 0.005377024173736572, 0.005378047943115235, 0.005326848030090332, 0.0053606400489807126, 0.0053975038528442385, 0.00531660795211792, 0.005310463905334473, 0.005516287803649903, 0.00531660795211792, 0.005343232154846191, 0.005342207908630371, 0.005340159893035889, 0.005339136123657226, 0.005319680213928223, 0.005307392120361328, 0.005399551868438721, 0.005312511920928955, 0.005298175811767578, 0.005347328186035156, 0.005323775768280029, 0.005384191989898681, 0.005512191772460938, 0.00547430419921875, 0.0058419198989868165, 0.0057497601509094234, 0.005399551868438721, 0.005396480083465576, 0.005477375984191894, 0.00535859203338623, 0.005384191989898681, 0.005343232154846191, 0.0053309440612792965, 0.0053606400489807126, 0.005326848030090332, 0.005321728229522705, 0.005384191989898681, 0.005294079780578613, 0.005351424217224121, 0.0053647360801696775, 0.005345280170440674, 0.005345280170440674, 0.005355519771575928, 0.005684224128723145, 0.0054271998405456545, 0.005435391902923584, 0.0056852478981018065, 0.006545407772064209, 0.005758975982666016, 0.005480447769165039, 0.00536575984954834, 0.005362688064575195, 0.005425151824951172, 0.005351424217224121, 0.005359615802764893, 0.005406720161437988, 0.0053678078651428224, 0.005339136123657226, 0.005387263774871826, 0.005325823783874512, 0.005331967830657959, 0.005356544017791748, 0.005321728229522705, 0.005313536167144775, 0.005362688064575195, 0.005321728229522705, 0.005355519771575928, 0.00535756778717041, 0.005311488151550293, 0.005336063861846924, 0.00537497615814209, 0.005322751998901368, 0.00531763219833374, 0.0053637118339538575, 0.00531763219833374, 0.005315584182739258, 0.0053678078651428224, 0.005315584182739258, 0.005341184139251709, 0.005375999927520752, 0.005345280170440674, 0.005294079780578613, 0.005346303939819336, 0.005338111877441406, 0.005338111877441406, 0.005355519771575928, 0.005338111877441406, 0.005313536167144775, 0.005369855880737305, 0.005315648078918457, 0.0053340158462524415, 0.005368832111358642, 0.005325823783874512, 0.005321728229522705, 0.005380159854888916, 0.00532480001449585, 0.005314559936523438, 0.005361663818359375, 0.005315584182739258, 0.00530841588973999, 0.005378047943115235, 0.00530841588973999, 0.005310463905334473, 0.005361663818359375 ] }, "throughput": { "unit": "samples/s", "value": 185.7670452559453 }, "energy": { "unit": "kWh", "cpu": 6.319586425385578e-08, "ram": 3.455065847777636e-08, "gpu": 1.373316701489355e-07, "total": 2.350781928805676e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4253903.723464702 } } } }