{ "config": { "name": "cpu_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "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": {}, "hub_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, "latency": true, "memory": 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-6.5.0-1022-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": "8ebe8531a5b12ea7926cab66905381c76b24fcc4", "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 936.6528, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 28, "total": 1.0214843340000357, "mean": 0.03648158335714413, "stdev": 0.0017589491762905706, "p50": 0.036961173000008785, "p90": 0.037804026000009115, "p95": 0.03792682109997543, "p99": 0.038642149019995034, "values": [ 0.03696238499998117, 0.0372744169999919, 0.03702061399997092, 0.036033294999981536, 0.03753845800002864, 0.0369599610000364, 0.03666300800000499, 0.036372016000029816, 0.03683306400000674, 0.03462882799999534, 0.03734442699999363, 0.036315961000013885, 0.0371922030000178, 0.036199645000010605, 0.03888908400000446, 0.03686366100004079, 0.03737322000000631, 0.03778935600001887, 0.036203371999988576, 0.03678186799999139, 0.03797450999996954, 0.03759816000001592, 0.0375417440000092, 0.03729151800001773, 0.03783825599998636, 0.03335671299998921, 0.03168444399994996, 0.03096014599998398 ] }, "throughput": { "unit": "samples/s", "value": 27.41109096637308 }, "energy": { "unit": "kWh", "cpu": 1.331015604513663e-06, "ram": 5.56245077989388e-08, "gpu": 0.0, "total": 1.3866401123126015e-06 }, "efficiency": { "unit": "samples/kWh", "value": 721167.6563518897 } } } }