{ "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": 16757.338112, "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": "5d46f86e41f222edc00e7cd49069aba0547a6c3d", "transformers_version": "4.44.0", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.8", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 943.4112, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.331243896999979, "mean": 4.331243896999979, "stdev": 0.0, "p50": 4.331243896999979, "p90": 4.331243896999979, "p95": 4.331243896999979, "p99": 4.331243896999979, "values": [ 4.331243896999979 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.828394421666708e-05, "ram": 2.018042349405025e-06, "gpu": 0, "total": 5.03019865660721e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 951.013376, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 29, "total": 1.0314387299997634, "mean": 0.03556685275861253, "stdev": 0.001027554943797249, "p50": 0.03572988799999166, "p90": 0.036563293599988354, "p95": 0.03731291099995815, "p99": 0.037654724839972, "values": [ 0.03598975199997767, 0.03612551500003747, 0.035161006999999245, 0.033704100999955244, 0.03582790999996632, 0.03587678200000255, 0.03626123899999811, 0.03554092600001013, 0.03422541300000148, 0.03392098500000884, 0.0337291069999992, 0.03539602500001138, 0.03505176300001267, 0.03544603899996446, 0.035103259999971215, 0.034517718000017794, 0.03433309299998655, 0.036396760999991784, 0.034798701999989134, 0.036340026000004855, 0.03631501899997147, 0.036406849999991664, 0.03577169599998342, 0.03572988799999166, 0.037755544999981794, 0.03718906799997512, 0.03739547299994683, 0.03621215700002267, 0.03491690999999264 ] }, "throughput": { "unit": "samples/s", "value": 28.116066574314747 }, "energy": { "unit": "kWh", "cpu": 1.2903617146953067e-06, "ram": 5.3927107435734416e-08, "gpu": 0.0, "total": 1.344288822131041e-06 }, "efficiency": { "unit": "samples/kWh", "value": 743887.759488132 } } } }