{ "config": { "name": "cpu_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+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": "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": "0fe64c9dadf839c1f16495afd4c4cbc98fcfce05", "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": 941.019136, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.310866483000041, "mean": 4.310866483000041, "stdev": 0.0, "p50": 4.310866483000041, "p90": 4.310866483000041, "p95": 4.310866483000041, "p99": 4.310866483000041, "values": [ 4.310866483000041 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.84374311235216e-05, "ram": 2.024396078313657e-06, "gpu": 0, "total": 5.046182720183526e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 952.029184, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 25, "total": 1.0215790359998778, "mean": 0.04086316143999511, "stdev": 0.0009536859727404402, "p50": 0.04075651599998764, "p90": 0.04131213279998747, "p95": 0.042374158799987065, "p99": 0.044086668039990395, "values": [ 0.04107043200002636, 0.0407658940000033, 0.04047106499996289, 0.04080237099998385, 0.040698878000000605, 0.040940319000014824, 0.04058351399999083, 0.04031187499998623, 0.0406598849999682, 0.04047401899998704, 0.040750083999967046, 0.04262136599999167, 0.04086365599999908, 0.04120233700001563, 0.04051127899998619, 0.04038251700001183, 0.04096992500001306, 0.04083255799997687, 0.04075651599998764, 0.04100771399998848, 0.04138532999996869, 0.04454939499999, 0.03949756700001217, 0.03986095400000522, 0.039609586000040053 ] }, "throughput": { "unit": "samples/s", "value": 24.471919566684402 }, "energy": { "unit": "kWh", "cpu": 1.5544607089116026e-06, "ram": 6.49646714179233e-08, "gpu": 0.0, "total": 1.619425380329526e-06 }, "efficiency": { "unit": "samples/kWh", "value": 617502.9810861163 } } } }