{ "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": "0.4.0", "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": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 792.715264, "max_global_vram": 1226.309632, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 8.041228515625, "mean": 8.041228515625, "stdev": 0.0, "p50": 8.041228515625, "p90": 8.041228515625, "p95": 8.041228515625, "p99": 8.041228515625, "values": [ 8.041228515625 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 2.4193561805538545e-06, "ram": 1.307172070160598e-06, "gpu": 3.19250255400097e-06, "total": 6.919030804715422e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1047.924736, "max_global_vram": 1236.795392, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 449.025024 }, "latency": { "unit": "s", "count": 178, "total": 1.0037033576965337, "mean": 0.005638782908407489, "stdev": 0.0002489384721039144, "p50": 0.005568511962890625, "p90": 0.005987839984893799, "p95": 0.0060819455862045286, "p99": 0.006608568224906921, "values": [ 0.006113279819488526, 0.0063907837867736815, 0.006114304065704346, 0.006072319984436035, 0.00601804780960083, 0.006043647766113281, 0.006007808208465576, 0.006060031890869141, 0.0059985918998718265, 0.006062079906463623, 0.005983232021331787, 0.006051839828491211, 0.006316031932830811, 0.005518335819244385, 0.00531660795211792, 0.00532480001449585, 0.005306367874145508, 0.0053012480735778805, 0.005320703983306885, 0.0057497601509094234, 0.005835775852203369, 0.006236159801483154, 0.006549503803253174, 0.007327744007110596, 0.006700032234191895, 0.005711904048919678, 0.005617663860321045, 0.005616640090942383, 0.005645311832427978, 0.005588992118835449, 0.0056145920753479005, 0.005567488193511963, 0.005570559978485107, 0.005611519813537597, 0.005578752040863037, 0.005612544059753418, 0.005567488193511963, 0.005566463947296142, 0.0056258559226989744, 0.005533696174621582, 0.005597184181213379, 0.005525504112243652, 0.005559296131134033, 0.005616640090942383, 0.005560319900512695, 0.005609471797943116, 0.005568511962890625, 0.00556441593170166, 0.005897215843200684, 0.00562278413772583, 0.00561356782913208, 0.005547008037567139, 0.005571584224700928, 0.005600255966186523, 0.005578752040863037, 0.005646336078643799, 0.005563392162322998, 0.005553152084350586, 0.005577727794647217, 0.005538815975189209, 0.005585919857025146, 0.005550079822540284, 0.005586944103240967, 0.005578752040863037, 0.005535744190216065, 0.0055797758102417, 0.005566463947296142, 0.005569536209106446, 0.005573631763458252, 0.0055316481590271, 0.00555622386932373, 0.005548031806945801, 0.00552345609664917, 0.005604351997375488, 0.005574656009674072, 0.005538815975189209, 0.005609471797943116, 0.005545983791351319, 0.0055920639038085935, 0.005595136165618897, 0.005548031806945801, 0.0055808000564575196, 0.005573631763458252, 0.0056217598915100095, 0.0055808000564575196, 0.00553984022140503, 0.005590015888214111, 0.005527552127838135, 0.005581823825836182, 0.005534719944000244, 0.00557260799407959, 0.005575679779052735, 0.006076416015625, 0.005568511962890625, 0.005536767959594726, 0.005502975940704345, 0.005604351997375488, 0.005530623912811279, 0.005569536209106446, 0.00550707197189331, 0.005547008037567139, 0.005595136165618897, 0.005553152084350586, 0.005608448028564453, 0.00551526403427124, 0.005526527881622314, 0.005569536209106446, 0.005533696174621582, 0.0054906878471374515, 0.005497856140136719, 0.005505023956298828, 0.00551423978805542, 0.005477375984191894, 0.005473279953002929, 0.005516287803649903, 0.005464064121246338, 0.005494783878326416, 0.005517312049865723, 0.005517312049865723, 0.005588992118835449, 0.0055214080810546875, 0.005557248115539551, 0.00556441593170166, 0.005538815975189209, 0.0055511040687561035, 0.005525504112243652, 0.005553152084350586, 0.0055552000999450684, 0.005573631763458252, 0.005563392162322998, 0.005538815975189209, 0.0055244798660278325, 0.005692416191101074, 0.00551526403427124, 0.00552243185043335, 0.005601280212402344, 0.005530623912811279, 0.005548031806945801, 0.005512191772460938, 0.005530623912811279, 0.005641215801239013, 0.005530623912811279, 0.005581823825836182, 0.005541888236999512, 0.005537792205810547, 0.005850111961364746, 0.005547008037567139, 0.005577727794647217, 0.005570559978485107, 0.005529600143432617, 0.005559296131134033, 0.005811200141906738, 0.005734399795532226, 0.005516287803649903, 0.005535744190216065, 0.005566463947296142, 0.005547008037567139, 0.005574656009674072, 0.005539872169494629, 0.0054917120933532714, 0.0054917120933532714, 0.005454847812652588, 0.005645311832427978, 0.005617663860321045, 0.005653503894805908, 0.0058009600639343266, 0.0065812478065490725, 0.0057487359046936035, 0.005563392162322998, 0.005623807907104492, 0.00555622386932373, 0.005529600143432617, 0.005646336078643799, 0.005525504112243652, 0.005581823825836182, 0.005538815975189209, 0.005529600143432617, 0.00557260799407959 ] }, "throughput": { "unit": "samples/s", "value": 177.343234567337 }, "energy": { "unit": "kWh", "cpu": 6.269933600145173e-08, "ram": 3.4205484610079765e-08, "gpu": 1.2550302437895512e-07, "total": 2.224078449904866e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4496244.276108041 } } } }