{ "config": { "name": "cpu_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.1+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "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": null, "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16766.7712, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.8.0-1014-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.15", "optimum_benchmark_version": "0.5.0", "optimum_benchmark_commit": "6646634d4624f02d9aa14bd6ca3ed947e6cd1ec9", "transformers_version": "4.45.1", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "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": 947.052544, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "values": [ 1.2219654680000076 ], "count": 1, "total": 1.2219654680000076, "mean": 1.2219654680000076, "p50": 1.2219654680000076, "p90": 1.2219654680000076, "p95": 1.2219654680000076, "p99": 1.2219654680000076, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 958.849024, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "values": [ 0.044324583000047824, 0.0415986379999822, 0.047467497000013736, 0.04469282100001237, 0.04144124399999782, 0.04208205200001203, 0.041718973000001824, 0.041520722000029764, 0.0429130750000013, 0.04288349000000835, 0.041662488000042686, 0.04242991199998869, 0.04256598599999961, 0.04093038000002025, 0.04118242999999211, 0.04289643399999932, 0.041565428000012616, 0.04180553499998041, 0.04201795299997002, 0.04156872300001169, 0.043593668000028174, 0.0440274279999926, 0.052239245999999184, 0.045345381999993606 ], "count": 24, "total": 1.0344740880001382, "mean": 0.04310308700000576, "p50": 0.04225598200000036, "p90": 0.04514961369999924, "p95": 0.04714917975001071, "p99": 0.05114174373000253, "stdev": 0.0024331084537265613, "stdev_": 5.6448589255944395 }, "throughput": { "unit": "samples/s", "value": 23.200194454746743 }, "energy": { "unit": "kWh", "cpu": 1.582539097999984e-06, "ram": 6.617427606054295e-08, "gpu": 0.0, "total": 1.6487133740605269e-06 }, "efficiency": { "unit": "samples/kWh", "value": 606533.5647379109 } } } }