{ "config": { "name": "cpu_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.5.1+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "library": "transformers", "model_type": "roberta", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-base", "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": 2, "sequence_length": 16, "num_choices": 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": null, "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16766.779392, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.8.0-1017-azure-x86_64-with-glibc2.39", "processor": "x86_64", "python_version": "3.10.15", "optimum_benchmark_version": "0.5.0.dev0", "optimum_benchmark_commit": "451d42c2ff0ea0958ea32cb36b406534bd229306", "transformers_version": "4.47.0", "transformers_commit": null, "accelerate_version": "1.2.0", "accelerate_commit": null, "diffusers_version": "0.31.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.12", "timm_commit": null, "peft_version": null, "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load_model": { "memory": { "unit": "MB", "max_ram": 966.017024, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "values": [ 1.234815516999987 ], "count": 1, "total": 1.234815516999987, "mean": 1.234815516999987, "p50": 1.234815516999987, "p90": 1.234815516999987, "p95": 1.234815516999987, "p99": 1.234815516999987, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": { "unit": "kWh", "cpu": 0.0001817710055000003, "ram": 7.6023880479412906e-06, "gpu": 0, "total": 0.0001893733935479416 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 981.782528, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "values": [ 0.10894673600000715, 0.10613087800001608, 0.10617174399999385, 0.10853479000002153, 0.10543885000001296, 0.10595155400000067, 0.10940315600001327, 0.10341257000001747, 0.09278981799999997, 0.0947950780000042 ], "count": 10, "total": 1.0415751740000871, "mean": 0.10415751740000871, "p50": 0.10604121600000838, "p90": 0.10899237800000776, "p95": 0.10919776700001052, "p99": 0.10936207820001272, "stdev": 0.0054759501800090826, "stdev_": 5.257373943523566 }, "throughput": { "unit": "samples/s", "value": 19.20168654096428 }, "energy": { "unit": "kWh", "cpu": 4.062172885555527e-06, "ram": 1.6986325350502495e-07, "gpu": 0.0, "total": 4.232036139060553e-06 }, "efficiency": { "unit": "samples/kWh", "value": 472585.7564259764 } } } }