cpu_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json

{
    "config": {
        "name": "cpu_inference_transformers_text-classification_FacebookAI/roberta-base",
        "backend": {
            "name": "pytorch",
            "version": "2.4.0+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-6.5.0-1025-azure-x86_64-with-glibc2.35",
            "processor": "x86_64",
            "python_version": "3.10.14",
            "optimum_benchmark_version": "0.4.0",
            "optimum_benchmark_commit": "a074a05b924b05dffbc3b2f3392d72d3b68c22b7",
            "transformers_version": "4.44.2",
            "transformers_commit": null,
            "accelerate_version": "0.33.0",
            "accelerate_commit": null,
            "diffusers_version": "0.30.1",
            "diffusers_commit": null,
            "optimum_version": null,
            "optimum_commit": null,
            "timm_version": "1.0.9",
            "timm_commit": null,
            "peft_version": null,
            "peft_commit": null
        }
    },
    "report": {
        "load": {
            "memory": {
                "unit": "MB",
                "max_ram": 947.687424,
                "max_global_vram": null,
                "max_process_vram": null,
                "max_reserved": null,
                "max_allocated": null
            },
            "latency": {
                "unit": "s",
                "count": 1,
                "total": 4.470951016000015,
                "mean": 4.470951016000015,
                "stdev": 0.0,
                "p50": 4.470951016000015,
                "p90": 4.470951016000015,
                "p95": 4.470951016000015,
                "p99": 4.470951016000015,
                "values": [
                    4.470951016000015
                ]
            },
            "throughput": null,
            "energy": {
                "unit": "kWh",
                "cpu": 4.7995441977779296e-05,
                "ram": 2.0059753672926288e-06,
                "gpu": 0,
                "total": 5.0001417345071924e-05
            },
            "efficiency": null
        },
        "forward": {
            "memory": {
                "unit": "MB",
                "max_ram": 955.027456,
                "max_global_vram": null,
                "max_process_vram": null,
                "max_reserved": null,
                "max_allocated": null
            },
            "latency": {
                "unit": "s",
                "count": 31,
                "total": 1.0239224330001662,
                "mean": 0.033029755903231164,
                "stdev": 0.002055639512860797,
                "p50": 0.031649369000035676,
                "p90": 0.03572419000005311,
                "p95": 0.03626321199999438,
                "p99": 0.036523793099985366,
                "values": [
                    0.0353970570000115,
                    0.035619694999979856,
                    0.035141757000019425,
                    0.03521285199997237,
                    0.03572419000005311,
                    0.03619043600002669,
                    0.03633598799996207,
                    0.03660428099999535,
                    0.035169115999963196,
                    0.03550350000000435,
                    0.03492974400001003,
                    0.03106870900001013,
                    0.03174040000004652,
                    0.03162249800004702,
                    0.03113258999997015,
                    0.031155482000031043,
                    0.03137297000000672,
                    0.031254218000015044,
                    0.031403137000040715,
                    0.031084738999993533,
                    0.031110937999983435,
                    0.03137702800000852,
                    0.031649369000035676,
                    0.03169308999997611,
                    0.03121753800002125,
                    0.03143927399997892,
                    0.03156523100000186,
                    0.031012563999979648,
                    0.031241253000018787,
                    0.03371075600000495,
                    0.03424203299999817
                ]
            },
            "throughput": {
                "unit": "samples/s",
                "value": 30.275730857041367
            },
            "energy": {
                "unit": "kWh",
                "cpu": 1.1960842691919276e-06,
                "ram": 4.9986699298903736e-08,
                "gpu": 0.0,
                "total": 1.2460709684908312e-06
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 802522.5089796787
            }
        }
    }
}