{ "config": { "name": "cpu_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+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-6.5.0-1023-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": "86b6a9427e8d0887933fcf9a8a5c8388c89fa339", "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": 939.8272, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.4619409420000125, "mean": 4.4619409420000125, "stdev": 0.0, "p50": 4.4619409420000125, "p90": 4.4619409420000125, "p95": 4.4619409420000125, "p99": 4.4619409420000125, "values": [ 4.4619409420000125 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.833988216188219e-05, "ram": 2.0203814066030644e-06, "gpu": 0, "total": 5.036026356848525e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 947.69152, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 27, "total": 1.032953184999883, "mean": 0.03825752537036604, "stdev": 0.0018076630970502074, "p50": 0.03788371500002086, "p90": 0.041385012799980817, "p95": 0.041707153499999094, "p99": 0.04249278023999181, "values": [ 0.03876110300001301, 0.03711640199998101, 0.03906051899997465, 0.041573282000001655, 0.042748652999989645, 0.04125949999996692, 0.041764526999998, 0.037817341999982546, 0.03891886600001726, 0.0359064250000074, 0.03806746599997268, 0.03816291300000785, 0.036841380999987905, 0.03644178799999054, 0.03795423599996184, 0.03613680299997668, 0.03834983999996666, 0.03651319200002945, 0.03760490799999161, 0.03733336400000553, 0.037881921000007424, 0.03974534999997559, 0.03788371500002086, 0.036757345000012265, 0.03752251500003467, 0.03920633899997483, 0.03562349000003451 ] }, "throughput": { "unit": "samples/s", "value": 26.1386482873404 }, "energy": { "unit": "kWh", "cpu": 1.273067920438705e-06, "ram": 5.320370861040242e-08, "gpu": 0.0, "total": 1.3262716290491076e-06 }, "efficiency": { "unit": "samples/kWh", "value": 753993.358598017 } } } }