cpu_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json

{
    "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": "0.2.1",
            "optimum_benchmark_commit": "3b8c49a169ebd79001b2a83fbf2b332612417102",
            "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": 937.013248,
                "max_global_vram": null,
                "max_process_vram": null,
                "max_reserved": null,
                "max_allocated": null
            },
            "latency": {
                "unit": "s",
                "count": 29,
                "total": 1.0252021000001719,
                "mean": 0.03535179655173006,
                "stdev": 0.0018585449317606404,
                "p50": 0.03603260200003433,
                "p90": 0.03686585699997522,
                "p95": 0.037266597199982245,
                "p99": 0.03766964303998975,
                "values": [
                    0.03782582200000206,
                    0.03609063999999762,
                    0.03605331100004605,
                    0.035014170000010836,
                    0.03593772499999659,
                    0.03618988700003456,
                    0.0359512699999982,
                    0.03612088800002766,
                    0.03604783100001896,
                    0.034670006999988345,
                    0.03676621299996441,
                    0.0355369160000123,
                    0.036157887000001665,
                    0.03726803999995809,
                    0.03550145000002658,
                    0.03588366400003906,
                    0.035515005000036126,
                    0.03636049499999672,
                    0.0361986629999933,
                    0.03603260200003433,
                    0.03558536700001014,
                    0.03654423800003315,
                    0.03726443300001847,
                    0.03608338599997296,
                    0.03420808499998884,
                    0.0312510310000107,
                    0.030570088999979816,
                    0.032109223999952974,
                    0.03046376100002135
                ]
            },
            "throughput": {
                "unit": "samples/s",
                "value": 28.28710553752781
            },
            "energy": {
                "unit": "kWh",
                "cpu": 1.1982839115540989e-06,
                "ram": 5.007818293537721e-08,
                "gpu": 0.0,
                "total": 1.2483620944894761e-06
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 801049.6348889502
            }
        }
    }
}