{ "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": 782.934016, "max_global_vram": 1218.9696, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 7.44915771484375, "mean": 7.44915771484375, "stdev": 0.0, "p50": 7.44915771484375, "p90": 7.44915771484375, "p95": 7.44915771484375, "p99": 7.44915771484375, "values": [ 7.44915771484375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.515890368046737e-07, "ram": 5.055163474964837e-07, "gpu": 1.7616680760002001e-06, "total": 3.2187734603013577e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1038.413824, "max_global_vram": 1229.45536, "max_process_vram": 0.0, "max_reserved": 589.299712, "max_allocated": 449.025024 }, "latency": { "unit": "s", "count": 180, "total": 1.0020177907943728, "mean": 0.005566765504413181, "stdev": 0.00020028412851727607, "p50": 0.0055116798877716065, "p90": 0.005696307373046874, "p95": 0.005987993645668028, "p99": 0.006303733649253845, "values": [ 0.0072202239036560055, 0.006319104194641113, 0.0060405759811401364, 0.006067200183868408, 0.006067200183868408, 0.005964799880981446, 0.005908480167388916, 0.005985280036926269, 0.005916672229766846, 0.006299647808074951, 0.005477375984191894, 0.005609471797943116, 0.005459936141967774, 0.005470208168029785, 0.005650432109832764, 0.0055920639038085935, 0.005649407863616943, 0.005554175853729248, 0.006182911872863769, 0.005752831935882568, 0.005599232196807862, 0.005566463947296142, 0.005547008037567139, 0.005479423999786377, 0.005578752040863037, 0.005430272102355957, 0.005568511962890625, 0.005433343887329102, 0.0054609918594360355, 0.005485568046569824, 0.005443583965301513, 0.005470208168029785, 0.005439487934112549, 0.006106112003326416, 0.005588992118835449, 0.005547008037567139, 0.005901311874389649, 0.005747712135314941, 0.005743616104125977, 0.0055920639038085935, 0.00551423978805542, 0.005585919857025146, 0.005543935775756836, 0.005526527881622314, 0.005560319900512695, 0.005400576114654541, 0.005440512180328369, 0.005447679996490478, 0.005426176071166992, 0.005469183921813964, 0.005440544128417968, 0.00546611213684082, 0.005571584224700928, 0.005506048202514649, 0.005492735862731934, 0.005469183921813964, 0.005425151824951172, 0.005465087890625, 0.005422080039978027, 0.005400576114654541, 0.005465087890625, 0.005408768177032471, 0.005390336036682129, 0.005438464164733887, 0.0054876160621643065, 0.005509119987487793, 0.005541888236999512, 0.005495808124542236, 0.005552127838134766, 0.005485568046569824, 0.005495808124542236, 0.005574656009674072, 0.005489664077758789, 0.005517312049865723, 0.005554175853729248, 0.005482495784759522, 0.005581823825836182, 0.005569536209106446, 0.00551423978805542, 0.005550079822540284, 0.005578752040863037, 0.00561356782913208, 0.005536767959594726, 0.005518335819244385, 0.005552127838134766, 0.005479423999786377, 0.005511168003082275, 0.005518335819244385, 0.005505023956298828, 0.005549056053161621, 0.005499904155731201, 0.005484543800354004, 0.006039552211761475, 0.0054876160621643065, 0.005573631763458252, 0.005468160152435303, 0.005508096218109131, 0.005508096218109131, 0.005484543800354004, 0.0055623679161071774, 0.00551526403427124, 0.005475327968597412, 0.00553984022140503, 0.0054988799095153805, 0.005486591815948487, 0.005512191772460938, 0.005464064121246338, 0.005552127838134766, 0.005493760108947754, 0.005477375984191894, 0.005549056053161621, 0.005692416191101074, 0.00557260799407959, 0.005505023956298828, 0.005518335819244385, 0.005536767959594726, 0.005731328010559082, 0.0055203838348388675, 0.005552127838134766, 0.005475327968597412, 0.00556441593170166, 0.005488639831542969, 0.005603328227996827, 0.005591040134429932, 0.005624832153320313, 0.005611519813537597, 0.0055511040687561035, 0.0055552000999450684, 0.005647359848022461, 0.005595136165618897, 0.005619711875915527, 0.00555622386932373, 0.005527552127838135, 0.005554175853729248, 0.005499904155731201, 0.0055511040687561035, 0.00551423978805542, 0.005472256183624268, 0.005586944103240967, 0.005505023956298828, 0.00552243185043335, 0.005518335819244385, 0.005493760108947754, 0.005499904155731201, 0.005512191772460938, 0.005468160152435303, 0.005516287803649903, 0.00547430419921875, 0.005481472015380859, 0.005473279953002929, 0.005468160152435303, 0.005483520030975342, 0.0054988799095153805, 0.005465087890625, 0.005518335819244385, 0.005506048202514649, 0.005488639831542969, 0.005495808124542236, 0.005482495784759522, 0.005488639831542969, 0.005477375984191894, 0.0054568958282470706, 0.005526527881622314, 0.005448703765869141, 0.005455872058868408, 0.005497856140136719, 0.0054876160621643065, 0.005469183921813964, 0.005534719944000244, 0.005464064121246338, 0.00550707197189331, 0.005467135906219483, 0.0054917120933532714, 0.005537792205810547, 0.005465087890625, 0.0054876160621643065, 0.005489664077758789, 0.005458943843841553, 0.005509119987487793, 0.005465087890625 ] }, "throughput": { "unit": "samples/s", "value": 179.637529047564 }, "energy": { "unit": "kWh", "cpu": 6.509335682616513e-08, "ram": 3.5586978969341685e-08, "gpu": 1.3414540646153092e-07, "total": 2.3482574225703774e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4258476.9045695625 } } } }