{ "config": { "name": "cpu_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.0+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "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": {}, "hub_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, "latency": true, "memory": 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": 16757.354496, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1021-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": "a426049b3dc97f6bbcbc7a79743065432e963ac0", "transformers_version": "4.41.0", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 937.684992, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 29, "total": 1.0211900539999874, "mean": 0.0352134501379306, "stdev": 0.0016230884379873408, "p50": 0.03575999499997806, "p90": 0.036591341999962876, "p95": 0.036968438399981096, "p99": 0.03709397271999478, "values": [ 0.03627743500004499, 0.035848070999975334, 0.036181776000034915, 0.03494506699996691, 0.03507770600003823, 0.03577253900004962, 0.03568239899999526, 0.03550366499996471, 0.03706322799996542, 0.03370328899995911, 0.03602321899995786, 0.03599793099999715, 0.0354203790000156, 0.03569598500001803, 0.03439854199996262, 0.03587114300000849, 0.03410187600002246, 0.03575999499997806, 0.03550868400003537, 0.03581009000004087, 0.03497602499999175, 0.0371059290000062, 0.036532613999952446, 0.03682625400000461, 0.03611810699999296, 0.03601037499998938, 0.031090259999984937, 0.030965997000009793, 0.030921474000024318 ] }, "throughput": { "unit": "samples/s", "value": 28.398239765856903 }, "energy": { "unit": "kWh", "cpu": 1.1922850351943714e-06, "ram": 4.9827318640979863e-08, "gpu": 0.0, "total": 1.2421123538353513e-06 }, "efficiency": { "unit": "samples/kWh", "value": 805080.1498851813 } } } }