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 7763 64-Core Processor",
            "cpu_count": 4,
            "cpu_ram_mb": 16757.342208,
            "system": "Linux",
            "machine": "x86_64",
            "platform": "Linux-6.5.0-1023-azure-x86_64-with-glibc2.35",
            "processor": "x86_64",
            "python_version": "3.10.14",
            "optimum_benchmark_version": "0.3.1",
            "optimum_benchmark_commit": "328b924ef0be0164f0dc86652abfd3746f634c6b",
            "transformers_version": "4.42.4",
            "transformers_commit": null,
            "accelerate_version": "0.32.1",
            "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": {
        "load": {
            "memory": {
                "unit": "MB",
                "max_ram": 939.843584,
                "max_global_vram": null,
                "max_process_vram": null,
                "max_reserved": null,
                "max_allocated": null
            },
            "latency": {
                "unit": "s",
                "count": 1,
                "total": 4.306336681000005,
                "mean": 4.306336681000005,
                "stdev": 0.0,
                "p50": 4.306336681000005,
                "p90": 4.306336681000005,
                "p95": 4.306336681000005,
                "p99": 4.306336681000005,
                "values": [
                    4.306336681000005
                ]
            },
            "throughput": null,
            "energy": {
                "unit": "kWh",
                "cpu": 4.917403194639418e-05,
                "ram": 2.055247578489343e-06,
                "gpu": 0,
                "total": 5.1229279524883526e-05
            },
            "efficiency": null
        },
        "forward": {
            "memory": {
                "unit": "MB",
                "max_ram": 948.494336,
                "max_global_vram": null,
                "max_process_vram": null,
                "max_reserved": null,
                "max_allocated": null
            },
            "latency": {
                "unit": "s",
                "count": 33,
                "total": 1.018148321999945,
                "mean": 0.030852979454543787,
                "stdev": 0.0009472797954657501,
                "p50": 0.030748930999948243,
                "p90": 0.031449613600022984,
                "p95": 0.032437692999974385,
                "p99": 0.033826236720003636,
                "values": [
                    0.03115915800003677,
                    0.030978247000007286,
                    0.030727591000015764,
                    0.030406340000013188,
                    0.030853856999954132,
                    0.031473917000027996,
                    0.03127944299995988,
                    0.03112019500002816,
                    0.030887971000026937,
                    0.03055784399998629,
                    0.030230781000000206,
                    0.030277428000033524,
                    0.031033193000041592,
                    0.030748930999948243,
                    0.030351927999959116,
                    0.030652711000016097,
                    0.030684900999972342,
                    0.030443488999992496,
                    0.03436501400000225,
                    0.03122740500003829,
                    0.03126610800001117,
                    0.03114128400000027,
                    0.03130137399995192,
                    0.031352400000002945,
                    0.029802029999984825,
                    0.030134433000000627,
                    0.029992454999955953,
                    0.030477251999968757,
                    0.032681335000006584,
                    0.032275264999952924,
                    0.029205494000052568,
                    0.029377824999983204,
                    0.029680723000012676
                ]
            },
            "throughput": {
                "unit": "samples/s",
                "value": 32.41178056963078
            },
            "energy": {
                "unit": "kWh",
                "cpu": 1.1605036024953805e-06,
                "ram": 4.849963094677471e-08,
                "gpu": 0.0,
                "total": 1.2090032334421554e-06
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 827127.647254423
            }
        }
    }
}