{ "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": "4.42.4", "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": { "load": { "memory": { "unit": "MB", "max_ram": 713.895936, "max_global_vram": 1218.9696, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 7.17416552734375, "mean": 7.17416552734375, "stdev": 0.0, "p50": 7.17416552734375, "p90": 7.17416552734375, "p95": 7.17416552734375, "p99": 7.17416552734375, "values": [ 7.17416552734375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.311189254124959e-07, "ram": 4.944443684631969e-07, "gpu": 1.6555568800001585e-06, "total": 3.0811201738758514e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 881.139712, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 449.025024 }, "latency": { "unit": "s", "count": 189, "total": 1.002822815418243, "mean": 0.005305940822318747, "stdev": 0.0002820830358686459, "p50": 0.005239808082580567, "p90": 0.005542502403259277, "p95": 0.005610086345672608, "p99": 0.006030336055755623, "values": [ 0.007494656085968018, 0.007621632099151611, 0.005765120029449463, 0.005504000186920166, 0.005477375984191894, 0.005447679996490478, 0.005772287845611572, 0.0056555519104003905, 0.005830656051635743, 0.005582848072052002, 0.005560319900512695, 0.005509119987487793, 0.005660672187805176, 0.005342207908630371, 0.0053309440612792965, 0.0053678078651428224, 0.005190656185150146, 0.00516812801361084, 0.005117951869964599, 0.005276671886444092, 0.005279744148254394, 0.005265408039093018, 0.005372928142547607, 0.005187583923339844, 0.005362688064575195, 0.005378047943115235, 0.005328896045684814, 0.005125120162963868, 0.005192704200744629, 0.0052336640357971195, 0.005419007778167725, 0.0054609918594360355, 0.0053350400924682614, 0.00542310380935669, 0.005388288021087646, 0.005341184139251709, 0.00531660795211792, 0.00526643180847168, 0.005251071929931641, 0.005332992076873779, 0.0053012480735778805, 0.00526643180847168, 0.005294079780578613, 0.005230591773986816, 0.00510975980758667, 0.005171199798583984, 0.005171199798583984, 0.0051435518264770505, 0.005248000144958496, 0.0053678078651428224, 0.005127168178558349, 0.005220352172851562, 0.005232639789581299, 0.005164031982421875, 0.0052705278396606445, 0.005345280170440674, 0.0055244798660278325, 0.005532671928405761, 0.005568511962890625, 0.005594111919403076, 0.00553984022140503, 0.00535756778717041, 0.005380127906799316, 0.005449728012084961, 0.005609471797943116, 0.005569536209106446, 0.005576704025268555, 0.005610496044158936, 0.005442560195922852, 0.005258240222930908, 0.005189631938934326, 0.005135359764099121, 0.00521830415725708, 0.005227519989013672, 0.00520908784866333, 0.005346303939819336, 0.005347328186035156, 0.005216256141662597, 0.005210112094879151, 0.005216256141662597, 0.005231616020202637, 0.005232639789581299, 0.005242879867553711, 0.005258240222930908, 0.0052674560546875, 0.005181439876556396, 0.005326848030090332, 0.005346303939819336, 0.005540863990783691, 0.0053340158462524415, 0.005379072189331055, 0.005381120204925537, 0.00535756778717041, 0.005343232154846191, 0.005352447986602784, 0.005659647941589355, 0.005549056053161621, 0.005391359806060791, 0.00536575984954834, 0.0055203838348388675, 0.005425151824951172, 0.005361663818359375, 0.005310463905334473, 0.005202943801879883, 0.00517632007598877, 0.005371903896331787, 0.005559296131134033, 0.005274623870849609, 0.005129216194152832, 0.005124095916748047, 0.00510975980758667, 0.005204991817474365, 0.005337088108062744, 0.005261312007904053, 0.005398528099060058, 0.005407743930816651, 0.005370880126953125, 0.00542310380935669, 0.005483520030975342, 0.005619711875915527, 0.0053975038528442385, 0.005239808082580567, 0.0051476478576660155, 0.00526643180847168, 0.0051701760292053225, 0.005287936210632324, 0.0053012480735778805, 0.0051138558387756345, 0.005156864166259765, 0.005174272060394287, 0.005163008213043213, 0.005164031982421875, 0.00511078405380249, 0.005148672103881836, 0.0051660799980163576, 0.0051333122253417966, 0.005197824001312256, 0.0051066880226135255, 0.005148672103881836, 0.005148672103881836, 0.005184512138366699, 0.0051660799980163576, 0.005101568222045898, 0.005108736038208008, 0.00515993595123291, 0.0052899842262268066, 0.005145599842071533, 0.005156864166259765, 0.005238783836364746, 0.005100543975830078, 0.005193727970123291, 0.00511897611618042, 0.005116928100585938, 0.0051404800415039064, 0.005145599842071533, 0.0051404800415039064, 0.005138432025909424, 0.005163008213043213, 0.00511078405380249, 0.005123072147369385, 0.005174272060394287, 0.0051435518264770505, 0.00517632007598877, 0.005219327926635742, 0.005132287979125977, 0.005125120162963868, 0.005131264209747314, 0.005124095916748047, 0.005142528057098389, 0.005130239963531494, 0.005090303897857666, 0.005121024131774903, 0.005124095916748047, 0.00509657621383667, 0.0051138558387756345, 0.00516096019744873, 0.005149695873260498, 0.005132287979125977, 0.005173247814178467, 0.005083136081695557, 0.0050954241752624516, 0.005107711791992187, 0.005161983966827393, 0.005377024173736572, 0.005111807823181152, 0.005117951869964599, 0.005306367874145508, 0.005125120162963868, 0.005141503810882568 ] }, "throughput": { "unit": "samples/s", "value": 188.4679896529623 }, "energy": { "unit": "kWh", "cpu": 6.333231323897237e-08, "ram": 3.4625494751960784e-08, "gpu": 1.2712725559357755e-07, "total": 2.250850635845107e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4442764.81111124 } } } }