{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.0+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "model_type": "roberta", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-base", "device": "cuda", "device_ids": "0", "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": true, "device_isolation_action": "error", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.25696, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.220-209.869.amzn2.x86_64-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "NVIDIA A10G" ], "gpu_count": 1, "gpu_vram_mb": 24146608128, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": null, "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": 787.898368, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "count": 1, "total": 7.4024560546875, "mean": 7.4024560546875, "stdev": 0.0, "p50": 7.4024560546875, "p90": 7.4024560546875, "p95": 7.4024560546875, "p99": 7.4024560546875, "values": [ 7.4024560546875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.0492274388899623e-06, "ram": 5.588432046927445e-07, "gpu": 1.6402790900004773e-06, "total": 3.2483497335831836e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1076.781056, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993024 }, "latency": { "unit": "s", "count": 149, "total": 1.002168002128601, "mean": 0.006725959745829537, "stdev": 0.00019861925599107039, "p50": 0.006675456047058105, "p90": 0.006778470516204834, "p95": 0.007131584167480469, "p99": 0.007345684509277344, "values": [ 0.007345151901245117, 0.007346176147460938, 0.007332863807678222, 0.0072540159225463864, 0.00728985595703125, 0.007172160148620606, 0.00840396785736084, 0.006988800048828125, 0.006793216228485107, 0.006749184131622315, 0.006714367866516113, 0.006738944053649902, 0.006751232147216797, 0.006675456047058105, 0.006716415882110595, 0.006711296081542969, 0.006649856090545654, 0.006668288230895996, 0.007070720195770264, 0.007195583820343018, 0.006842368125915528, 0.006774784088134766, 0.006740992069244385, 0.006652927875518798, 0.006695903778076172, 0.006672383785247803, 0.006636544227600098, 0.006645760059356689, 0.006658048152923584, 0.006606847763061524, 0.006677504062652588, 0.006662144184112549, 0.006652863979339599, 0.006650879859924317, 0.006665215969085693, 0.006643775939941406, 0.0067051520347595215, 0.006938623905181885, 0.006970367908477783, 0.006677504062652588, 0.006681600093841553, 0.006688767910003662, 0.006652927875518798, 0.00669593620300293, 0.0067051520347595215, 0.006636544227600098, 0.006723584175109864, 0.006659071922302246, 0.006639616012573242, 0.0067123198509216305, 0.006665215969085693, 0.006602752208709717, 0.006665215969085693, 0.006643712043762207, 0.006623231887817383, 0.006633471965789795, 0.006657023906707763, 0.006604800224304199, 0.006653952121734619, 0.006662144184112549, 0.006615039825439453, 0.0066447358131408694, 0.006667263984680176, 0.00662937593460083, 0.0066641921997070315, 0.006643712043762207, 0.0066109437942504885, 0.006660096168518067, 0.006658048152923584, 0.006625279903411865, 0.006657023906707763, 0.006650815963745118, 0.006619135856628418, 0.006653952121734619, 0.006662144184112549, 0.006620192050933838, 0.006657023906707763, 0.006692863941192627, 0.006617087841033936, 0.006662144184112549, 0.006687744140625, 0.006615039825439453, 0.006659103870391846, 0.00667852783203125, 0.006632448196411133, 0.006652927875518798, 0.006669312000274658, 0.006609920024871826, 0.0066304001808166506, 0.006636544227600098, 0.006605823993682861, 0.006642623901367188, 0.0066713600158691405, 0.006602752208709717, 0.006643712043762207, 0.006686719894409179, 0.006595583915710449, 0.006685696125030518, 0.006731776237487793, 0.0066744318008422855, 0.006658048152923584, 0.006657023906707763, 0.00693555212020874, 0.00667955207824707, 0.006724544048309326, 0.0067010560035705566, 0.006653952121734619, 0.0067010560035705566, 0.0067051520347595215, 0.006669312000274658, 0.0067235522270202635, 0.006731776237487793, 0.006689792156219483, 0.0067358717918396, 0.006719488143920899, 0.006667263984680176, 0.006729728221893311, 0.00667955207824707, 0.006646783828735352, 0.006718463897705078, 0.00676966381072998, 0.006667263984680176, 0.006667263984680176, 0.006677504062652588, 0.006684671878814697, 0.006668288230895996, 0.006748159885406494, 0.0067041277885437015, 0.006675456047058105, 0.006718463897705078, 0.006722559928894043, 0.006669312000274658, 0.006713280200958252, 0.0067358717918396, 0.006669312000274658, 0.006690815925598144, 0.006721536159515381, 0.006661119937896728, 0.0067051520347595215, 0.006690815925598144, 0.006690815925598144, 0.006700032234191895, 0.0067123198509216305, 0.006658048152923584, 0.006680575847625733, 0.006703104019165039, 0.006689792156219483, 0.006681536197662354, 0.006694911956787109 ] }, "throughput": { "unit": "samples/s", "value": 148.67766650254705 }, "energy": { "unit": "kWh", "cpu": 7.603432993678774e-08, "ram": 4.149979139958574e-08, "gpu": 1.404470496794875e-07, "total": 2.57981171015861e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3876251.883276081 } } } }