{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.4.1+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-5.10.224-212.876.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", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "diffusers_commit": null, "optimum_version": "1.22.0", "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.13.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 797.30688, "max_global_vram": 1226.309632, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.57312 }, "latency": { "unit": "s", "values": [ 8.00621875 ], "count": 1, "total": 8.00621875, "mean": 8.00621875, "p50": 8.00621875, "p90": 8.00621875, "p95": 8.00621875, "p99": 8.00621875, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.24519133938399e-07, "ram": 4.879418930137968e-07, "gpu": 1.637501309881273e-06, "total": 3.0499623368334688e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1052.155904, "max_global_vram": 1238.892544, "max_process_vram": 0.0, "max_reserved": 591.396864, "max_allocated": 449.025024 }, "latency": { "unit": "s", "values": [ 0.005756927967071533, 0.00567193603515625, 0.005519360065460205, 0.005472256183624268, 0.005504000186920166, 0.005508096218109131, 0.005508096218109131, 0.005439487934112549, 0.00541593599319458, 0.005432320117950439, 0.0055203838348388675, 0.00542310380935669, 0.005444608211517334, 0.005454847812652588, 0.0053821439743042, 0.005700607776641845, 0.0053975038528442385, 0.005345280170440674, 0.006873087882995605, 0.005957632064819336, 0.006400000095367431, 0.00551423978805542, 0.005646336078643799, 0.005463039875030518, 0.005500927925109863, 0.005450751781463623, 0.005479423999786377, 0.005475327968597412, 0.005448703765869141, 0.005431295871734619, 0.005480447769165039, 0.005447679996490478, 0.005450751781463623, 0.005513216018676758, 0.005571584224700928, 0.00553984022140503, 0.0055582718849182125, 0.005451776027679443, 0.005447679996490478, 0.005442560195922852, 0.00550707197189331, 0.005455872058868408, 0.005464064121246338, 0.005453824043273926, 0.005401599884033203, 0.005607423782348633, 0.005453824043273926, 0.005400576114654541, 0.005446656227111817, 0.005454847812652588, 0.005425151824951172, 0.005451776027679443, 0.005481472015380859, 0.005438464164733887, 0.005429247856140137, 0.005409791946411133, 0.005475327968597412, 0.005478400230407715, 0.005430272102355957, 0.005403647899627686, 0.005450751781463623, 0.005409791946411133, 0.005408768177032471, 0.005450751781463623, 0.0054568958282470706, 0.005452799797058106, 0.0054579200744628905, 0.005435391902923584, 0.005473279953002929, 0.005435391902923584, 0.005449728012084961, 0.005463039875030518, 0.005448703765869141, 0.005442560195922852, 0.005472256183624268, 0.005421055793762207, 0.0054568958282470706, 0.005432320117950439, 0.005387263774871826, 0.005381120204925537, 0.005341184139251709, 0.005350399971008301, 0.005408768177032471, 0.005347328186035156, 0.005392384052276611, 0.0053944320678710935, 0.005377024173736572, 0.005459968090057373, 0.0054876160621643065, 0.005449728012084961, 0.005452799797058106, 0.005489664077758789, 0.005432320117950439, 0.005454847812652588, 0.005484543800354004, 0.005426176071166992, 0.005476352214813233, 0.005389311790466309, 0.005434368133544922, 0.005495808124542236, 0.005451776027679443, 0.005440512180328369, 0.005509119987487793, 0.00541593599319458, 0.00547430419921875, 0.005476384162902832, 0.005459968090057373, 0.00547430419921875, 0.005451776027679443, 0.006051839828491211, 0.00571289587020874, 0.005475327968597412, 0.00557260799407959, 0.005481472015380859, 0.005506048202514649, 0.0055552000999450684, 0.005516287803649903, 0.00552345609664917, 0.005480447769165039, 0.0054876160621643065, 0.005535744190216065, 0.005452799797058106, 0.005471231937408447, 0.005518335819244385, 0.005410816192626953, 0.005501952171325684, 0.005500927925109863, 0.00542310380935669, 0.005443583965301513, 0.005371903896331787, 0.005399551868438721, 0.005414912223815918, 0.005472256183624268, 0.005451776027679443, 0.005500927925109863, 0.0054271998405456545, 0.005482495784759522, 0.005396480083465576, 0.005390336036682129, 0.005431295871734619, 0.005459968090057373, 0.0054609918594360355, 0.005475327968597412, 0.005449728012084961, 0.005419007778167725, 0.005420032024383545, 0.005437439918518067, 0.005420032024383545, 0.005426176071166992, 0.005384191989898681, 0.005502975940704345, 0.005404672145843506, 0.005412864208221436, 0.005431295871734619, 0.005391359806060791, 0.005412864208221436, 0.005480447769165039, 0.005452799797058106, 0.005471231937408447, 0.005483520030975342, 0.005463200092315674, 0.005455872058868408, 0.005450751781463623, 0.005446688175201416, 0.0054876160621643065, 0.005426176071166992, 0.005454847812652588, 0.005465087890625, 0.005467135906219483, 0.005385216236114502, 0.005429247856140137, 0.005406720161437988, 0.005519360065460205, 0.005412864208221436, 0.005386240005493164, 0.005407743930816651, 0.005422080039978027, 0.005438464164733887, 0.005483520030975342, 0.005403647899627686, 0.005450751781463623, 0.005505023956298828, 0.005471231937408447 ], "count": 183, "total": 1.0023938231468201, "mean": 0.0054775618751192355, "p50": 0.005452799797058106, "p90": 0.005519360065460205, "p95": 0.005603942203521729, "p99": 0.006114508676528933, "stdev": 0.00014908908390427769, "stdev_": 2.721814692436173 }, "throughput": { "unit": "samples/s", "value": 182.56297652105152 }, "energy": { "unit": "kWh", "cpu": 6.109635458598498e-08, "ram": 3.3381753995738433e-08, "gpu": 1.2532226520566142e-07, "total": 2.1980037378738486e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4549582.799924217 } } } }