{ "config": { "name": "cpu_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.4.0+cpu", "_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": "cpu", "device_ids": null, "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": false, "device_isolation_action": "error", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16757.342208, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1025-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "5fb920708cddfa053b20bc358a29dcccc65d9215", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "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": 970.52672, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.354110321999997, "mean": 4.354110321999997, "stdev": 0.0, "p50": 4.354110321999997, "p90": 4.354110321999997, "p95": 4.354110321999997, "p99": 4.354110321999997, "values": [ 4.354110321999997 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 5.08499651722218e-05, "ram": 2.1252312049640363e-06, "gpu": 0, "total": 5.297519637718584e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 884.281344, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 24, "total": 1.022308887999884, "mean": 0.042596203666661836, "stdev": 0.001770986924703765, "p50": 0.04306476449997376, "p90": 0.043994620399973886, "p95": 0.04429710505001481, "p99": 0.04504276083999059, "values": [ 0.043334864999962974, 0.043021027999998296, 0.04199511799998845, 0.04341790000000856, 0.04388535599997567, 0.0430916099999763, 0.04285217200003899, 0.04182369599999447, 0.04135571000000482, 0.0435534850000181, 0.043037918999971225, 0.043287406999979794, 0.042643671000007544, 0.04207694100000481, 0.04525201299998116, 0.043793934000007084, 0.044342221000022164, 0.04361122299997078, 0.04274804699997503, 0.043110736000016914, 0.044041447999973116, 0.040750927999965825, 0.03784016800000245, 0.03744129200003954 ] }, "throughput": { "unit": "samples/s", "value": 23.4762705105257 }, "energy": { "unit": "kWh", "cpu": 1.4891723835390924e-06, "ram": 6.223300153309817e-08, "gpu": 0.0, "total": 1.5514053850721907e-06 }, "efficiency": { "unit": "samples/kWh", "value": 644576.8524604338 } } } }