{ "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": "07a8cb687fae1efd79b34b906447fdcec00042fd", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "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": 947.351552, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.247454566999977, "mean": 4.247454566999977, "stdev": 0.0, "p50": 4.247454566999977, "p90": 4.247454566999977, "p95": 4.247454566999977, "p99": 4.247454566999977, "values": [ 4.247454566999977 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.776833642777882e-05, "ram": 1.996482171234892e-06, "gpu": 0, "total": 4.976481859901371e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 954.953728, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 33, "total": 1.0202758940001218, "mean": 0.030917451333337023, "stdev": 0.0008759051132561737, "p50": 0.030683416999977453, "p90": 0.03178257819998862, "p95": 0.03253343080001514, "p99": 0.03406385743998499, "values": [ 0.031098597000038808, 0.030812289000039073, 0.03046206499999471, 0.030539936000025136, 0.030889082999976836, 0.030683416999977453, 0.030551027999990765, 0.031156565999992836, 0.031484883000018726, 0.030779606999999487, 0.030437003999963963, 0.03088984400000072, 0.030367663999982142, 0.034490963999985524, 0.03072554600004196, 0.030810195000015028, 0.030691461999992953, 0.03037418600001729, 0.030427174999999806, 0.030527283000026273, 0.03119306400003552, 0.031857001999981094, 0.030822277999959624, 0.030649994999976116, 0.030366992000040227, 0.03064832000001161, 0.03033503199998222, 0.030254119999995055, 0.030520831000046655, 0.032118214000036005, 0.03315625599998384, 0.030197433000012097, 0.0299575629999822 ] }, "throughput": { "unit": "samples/s", "value": 32.34419257973379 }, "energy": { "unit": "kWh", "cpu": 1.1602579367646988e-06, "ram": 4.848917268415795e-08, "gpu": 0.0, "total": 1.2087471094488568e-06 }, "efficiency": { "unit": "samples/kWh", "value": 827302.9090890338 } } } }