{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.4.0+cu124", "_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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-212.873.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 782.946304, "max_global_vram": 1218.9696, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 7.3970810546875, "mean": 7.3970810546875, "stdev": 0.0, "p50": 7.3970810546875, "p90": 7.3970810546875, "p95": 7.3970810546875, "p99": 7.3970810546875, "values": [ 7.3970810546875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.227096493059466e-07, "ram": 4.90307166216136e-07, "gpu": 1.7300013840002536e-06, "total": 3.1430181995223363e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1038.528512, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 449.025024 }, "latency": { "unit": "s", "count": 182, "total": 1.0029348464012144, "mean": 0.005510631024182498, "stdev": 0.00014130639367857274, "p50": 0.005508608102798462, "p90": 0.0056608767509460445, "p95": 0.005726771187782287, "p99": 0.0060338174390792846, "values": [ 0.006022143840789795, 0.006106112003326416, 0.005792768001556397, 0.005677055835723877, 0.005727231979370117, 0.0056893758773803715, 0.00566374397277832, 0.00568012809753418, 0.005699584007263184, 0.005742591857910156, 0.005818463802337646, 0.00556441593170166, 0.005569536209106446, 0.005552127838134766, 0.005643263816833496, 0.00556441593170166, 0.00552243185043335, 0.0053975038528442385, 0.005419007778167725, 0.005468160152435303, 0.0055511040687561035, 0.00552345609664917, 0.005642240047454834, 0.005576831817626953, 0.005653503894805908, 0.0056258559226989744, 0.0055920639038085935, 0.005574656009674072, 0.005650432109832764, 0.005502975940704345, 0.005745664119720459, 0.005577727794647217, 0.005617824077606201, 0.005609471797943116, 0.005649407863616943, 0.005627903938293457, 0.00563097620010376, 0.005588992118835449, 0.0055511040687561035, 0.005575679779052735, 0.005611519813537597, 0.005536767959594726, 0.0056145920753479005, 0.005511168003082275, 0.005459968090057373, 0.005389311790466309, 0.005429247856140137, 0.005452799797058106, 0.005508096218109131, 0.0055244798660278325, 0.005599232196807862, 0.005529600143432617, 0.005529600143432617, 0.005576704025268555, 0.005623807907104492, 0.005718016147613526, 0.0056442880630493165, 0.005661695957183838, 0.005598207950592041, 0.005547008037567139, 0.005568511962890625, 0.005482495784759522, 0.0054906878471374515, 0.005535744190216065, 0.005568511962890625, 0.00555622386932373, 0.005573631763458252, 0.005604351997375488, 0.005611519813537597, 0.00550707197189331, 0.005454847812652588, 0.005399551868438721, 0.0054609918594360355, 0.005533696174621582, 0.005540863990783691, 0.005565440177917481, 0.005612544059753418, 0.0054241280555725096, 0.005477375984191894, 0.005513216018676758, 0.0055203838348388675, 0.005509119987487793, 0.005502975940704345, 0.005544960021972656, 0.0054988799095153805, 0.005468160152435303, 0.005568511962890625, 0.005609471797943116, 0.005593088150024414, 0.005603328227996827, 0.005596159934997558, 0.005599232196807862, 0.00608358383178711, 0.005578783988952637, 0.005582848072052002, 0.005542912006378174, 0.005606400012969971, 0.005455872058868408, 0.005441535949707031, 0.005595136165618897, 0.005454847812652588, 0.005414912223815918, 0.005440512180328369, 0.00535859203338623, 0.005292031764984131, 0.005322751998901368, 0.0053821439743042, 0.00537395191192627, 0.005299200057983398, 0.005182464122772217, 0.0052111358642578124, 0.005213183879852295, 0.00526643180847168, 0.005286911964416504, 0.005437471866607666, 0.00555622386932373, 0.005669888019561768, 0.005636096000671387, 0.005602303981781006, 0.005694464206695556, 0.005757952213287353, 0.005851136207580566, 0.005608448028564453, 0.005598207950592041, 0.005445631980895996, 0.005378047943115235, 0.005439487934112549, 0.005387328147888184, 0.005412864208221436, 0.005420032024383545, 0.005393407821655274, 0.005371903896331787, 0.005455872058868408, 0.005375999927520752, 0.005417984008789062, 0.00538316822052002, 0.0053821439743042, 0.005302271842956543, 0.00557260799407959, 0.005529600143432617, 0.005422080039978027, 0.005388288021087646, 0.005386240005493164, 0.005422080039978027, 0.005409791946411133, 0.005361663818359375, 0.005430272102355957, 0.005346303939819336, 0.005395455837249756, 0.005392384052276611, 0.005379072189331055, 0.005352447986602784, 0.005458943843841553, 0.005398528099060058, 0.005570559978485107, 0.00537395191192627, 0.005375999927520752, 0.0053678078651428224, 0.005391392230987549, 0.005362688064575195, 0.00546611213684082, 0.0054271998405456545, 0.005470208168029785, 0.00538316822052002, 0.005396480083465576, 0.00537497615814209, 0.0053975038528442385, 0.00537497615814209, 0.0054282240867614745, 0.005389311790466309, 0.005405695915222168, 0.005399551868438721, 0.005403647899627686, 0.00553984022140503, 0.005446656227111817, 0.0053647360801696775, 0.005370880126953125, 0.0053678078651428224, 0.005405695915222168, 0.005338111877441406, 0.005412864208221436, 0.005368832111358642 ] }, "throughput": { "unit": "samples/s", "value": 181.46742099256227 }, "energy": { "unit": "kWh", "cpu": 6.321539389406665e-08, "ram": 3.45630608540539e-08, "gpu": 1.356029453617006e-07, "total": 2.3338140010982114e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4284831.60838625 } } } }