{ "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": "4756b5f702260c495d0af8c35cfc26bb79985303", "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": 949.84192, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.361336780999977, "mean": 4.361336780999977, "stdev": 0.0, "p50": 4.361336780999977, "p90": 4.361336780999977, "p95": 4.361336780999977, "p99": 4.361336780999977, "values": [ 4.361336780999977 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.8265589672220706e-05, "ram": 2.0172692175325374e-06, "gpu": 0, "total": 5.028285888975324e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 957.444096, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 33, "total": 1.027553044000058, "mean": 0.031137971030304787, "stdev": 0.0004750050650405779, "p50": 0.031023045000040383, "p90": 0.03148040680001714, "p95": 0.03182168600002342, "p99": 0.03280581459999894, "values": [ 0.031207658999960586, 0.03133103500005063, 0.031271457000002556, 0.030570315999966624, 0.030846166999992874, 0.031491946000016924, 0.031023045000040383, 0.030793760999983988, 0.03102548999999044, 0.03097666000002164, 0.030983902000002672, 0.030639264000001276, 0.03086580399997274, 0.03115542099999402, 0.0313389219999749, 0.03138033800001949, 0.03143425000001798, 0.031095770000035827, 0.030914676000008967, 0.031109906999972736, 0.03080549300000257, 0.030764476999991075, 0.033074732999978096, 0.03128000399999564, 0.031005042999993293, 0.030884229000037067, 0.03141021499999397, 0.03223436300004323, 0.030743357000005744, 0.030837370999961422, 0.03154656800001021, 0.03083262300003753, 0.030678777999980866 ] }, "throughput": { "unit": "samples/s", "value": 32.115130399047445 }, "energy": { "unit": "kWh", "cpu": 1.189278832659922e-06, "ram": 4.9702253165629506e-08, "gpu": 0.0, "total": 1.2389810858255514e-06 }, "efficiency": { "unit": "samples/kWh", "value": 807114.8231723693 } } } }