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_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 7742 64-Core Processor",
            "cpu_count": 128,
            "cpu_ram_mb": 540671.660032,
            "system": "Linux",
            "machine": "x86_64",
            "platform": "Linux-5.4.0-166-generic-x86_64-with-glibc2.35",
            "processor": "x86_64",
            "python_version": "3.10.12",
            "optimum_benchmark_version": "0.4.0",
            "optimum_benchmark_commit": null,
            "transformers_version": "4.44.0",
            "transformers_commit": null,
            "accelerate_version": "0.33.0",
            "accelerate_commit": null,
            "diffusers_version": "0.30.0",
            "diffusers_commit": null,
            "optimum_version": null,
            "optimum_commit": null,
            "timm_version": "1.0.8",
            "timm_commit": null,
            "peft_version": "0.12.0",
            "peft_commit": null
        }
    },
    "report": {
        "load": {
            "memory": {
                "unit": "MB",
                "max_ram": 932.970496,
                "max_global_vram": null,
                "max_process_vram": null,
                "max_reserved": null,
                "max_allocated": null
            },
            "latency": {
                "unit": "s",
                "count": 1,
                "total": 4.826313242316246,
                "mean": 4.826313242316246,
                "stdev": 0.0,
                "p50": 4.826313242316246,
                "p90": 4.826313242316246,
                "p95": 4.826313242316246,
                "p99": 4.826313242316246,
                "values": [
                    4.826313242316246
                ]
            },
            "throughput": null,
            "energy": {
                "unit": "kWh",
                "cpu": 4.93125157954637e-05,
                "ram": 8.275760335821636e-05,
                "gpu": 0,
                "total": 0.00013207011915368006
            },
            "efficiency": null
        },
        "forward": {
            "memory": {
                "unit": "MB",
                "max_ram": 939.401216,
                "max_global_vram": null,
                "max_process_vram": null,
                "max_reserved": null,
                "max_allocated": null
            },
            "latency": {
                "unit": "s",
                "count": 73,
                "total": 1.004445269703865,
                "mean": 0.0137595242425187,
                "stdev": 0.002681957134060987,
                "p50": 0.013237454928457737,
                "p90": 0.013591494970023632,
                "p95": 0.016829280741512742,
                "p99": 0.026973111443221575,
                "values": [
                    0.013589794747531414,
                    0.01350796315819025,
                    0.01350696012377739,
                    0.01345173642039299,
                    0.013591920025646687,
                    0.013205344788730145,
                    0.01327508594840765,
                    0.013286015950143337,
                    0.013271508738398552,
                    0.013275175355374813,
                    0.01340556051582098,
                    0.013237454928457737,
                    0.013269043527543545,
                    0.013266097754240036,
                    0.013387937098741531,
                    0.013316133059561253,
                    0.0135231614112854,
                    0.01330757699906826,
                    0.01518827211111784,
                    0.01498947013169527,
                    0.014381790533661842,
                    0.012849448248744011,
                    0.012833258137106895,
                    0.01277841441333294,
                    0.012757246382534504,
                    0.01277922559529543,
                    0.012846463359892368,
                    0.012949345633387566,
                    0.012779676355421543,
                    0.01276503037661314,
                    0.012823337689042091,
                    0.01280023530125618,
                    0.01280030608177185,
                    0.012851080857217312,
                    0.01281034480780363,
                    0.012781369499862194,
                    0.012837535701692104,
                    0.012843586504459381,
                    0.012832175008952618,
                    0.012785819359123707,
                    0.030748971737921238,
                    0.019308296032249928,
                    0.01929079368710518,
                    0.013026909902691841,
                    0.012960856780409813,
                    0.012909481301903725,
                    0.01283207442611456,
                    0.012735874392092228,
                    0.0128360316157341,
                    0.01281804870814085,
                    0.012826554477214813,
                    0.01280226930975914,
                    0.012883090414106846,
                    0.012832175008952618,
                    0.012827487662434578,
                    0.013161363080143929,
                    0.013353902846574783,
                    0.013474230654537678,
                    0.013304339721798897,
                    0.025504721328616142,
                    0.013331371359527111,
                    0.013482905924320221,
                    0.013226453214883804,
                    0.013216877356171608,
                    0.013500909321010113,
                    0.013174005784094334,
                    0.013559439219534397,
                    0.013263463042676449,
                    0.013299130834639072,
                    0.013256601057946682,
                    0.0132904639467597,
                    0.013352160342037678,
                    0.013316112570464611
                ]
            },
            "throughput": {
                "unit": "samples/s",
                "value": 72.67693143850653
            },
            "energy": {
                "unit": "kWh",
                "cpu": 4.59740020206495e-07,
                "ram": 7.714110161284184e-07,
                "gpu": 0.0,
                "total": 1.2311510363349134e-06
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 812248.0268358944
            }
        }
    }
}