{ "config": { "name": "cpu_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.0+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "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": 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-6.5.0-1024-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": "91971089040d6dac4da0f6b0a30eec8415a34544", "transformers_version": "4.43.3", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.8", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 947.863552, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.299628777999999, "mean": 4.299628777999999, "stdev": 0.0, "p50": 4.299628777999999, "p90": 4.299628777999999, "p95": 4.299628777999999, "p99": 4.299628777999999, "values": [ 4.299628777999999 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.793451759550307e-05, "ram": 2.0033928879945504e-06, "gpu": 0, "total": 4.9937910483497623e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 955.465728, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 32, "total": 1.0065612700001338, "mean": 0.03145503968750418, "stdev": 0.0008588639432980934, "p50": 0.03136297949998834, "p90": 0.03207711070002119, "p95": 0.03242116984997665, "p99": 0.03460867621001398, "values": [ 0.03210546600001862, 0.03157470700000431, 0.03087592299999642, 0.0315123299999982, 0.03164704300002086, 0.03165891499997997, 0.031215592000023662, 0.03143168799999785, 0.031212236000044413, 0.030551423000019895, 0.031030825000016193, 0.03045858699999826, 0.030970230999969317, 0.031330277999984446, 0.031165266000016345, 0.030914795999990474, 0.03152766900001325, 0.030906299999969633, 0.030891993000011553, 0.03182191300004433, 0.030957276000037837, 0.031513992999975926, 0.031700854999996864, 0.03216464599995561, 0.03114149200001748, 0.03156465800003616, 0.03139908599996488, 0.030735278999998172, 0.03099981600001911, 0.03139568099999224, 0.0354506080000192, 0.032734699000002365 ] }, "throughput": { "unit": "samples/s", "value": 31.79140798850302 }, "energy": { "unit": "kWh", "cpu": 1.1994962740426112e-06, "ram": 5.0129321509654223e-08, "gpu": 0.0, "total": 1.2496255955522655e-06 }, "efficiency": { "unit": "samples/kWh", "value": 800239.6906395432 } } } }