{ "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": "35e06a8a39b8c67a2e53b499c65346db81ed78be", "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": 941.604864, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.335495818000027, "mean": 4.335495818000027, "stdev": 0.0, "p50": 4.335495818000027, "p90": 4.335495818000027, "p95": 4.335495818000027, "p99": 4.335495818000027, "values": [ 4.335495818000027 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.781414137946235e-05, "ram": 1.9984022611413366e-06, "gpu": 0, "total": 4.981254364060369e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 949.731328, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 31, "total": 1.0203117689998749, "mean": 0.032913282870963706, "stdev": 0.0013694783380005784, "p50": 0.03269571399999904, "p90": 0.0337788029999615, "p95": 0.03436995649997243, "p99": 0.03798016649998317, "values": [ 0.03276589500001137, 0.03269571399999904, 0.03142165099995964, 0.03223770199997489, 0.03242701400000669, 0.0329586240000026, 0.032301841000048626, 0.03299027399998522, 0.03228706400000192, 0.03191318599999704, 0.03227706500001659, 0.03198173499998802, 0.03214367700002185, 0.03217737899996109, 0.031962969000005614, 0.032891779999999926, 0.03184041099996193, 0.03207212300003448, 0.033863570999983494, 0.0337788029999615, 0.03323902699997916, 0.032825887999990755, 0.0328579970000078, 0.03290293100002373, 0.0335354700000039, 0.033249947999991036, 0.0324512390000109, 0.03487634199996137, 0.03931037699999251, 0.033715224999980364, 0.03235884700001179 ] }, "throughput": { "unit": "samples/s", "value": 30.38287015976173 }, "energy": { "unit": "kWh", "cpu": 1.2414935976266863e-06, "ram": 5.1884353349045396e-08, "gpu": 0.0, "total": 1.2933779509757316e-06 }, "efficiency": { "unit": "samples/kWh", "value": 773169.2033605446 } } } }