{ "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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-212.873.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": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 789.712896, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "count": 1, "total": 7.4194482421875, "mean": 7.4194482421875, "stdev": 0.0, "p50": 7.4194482421875, "p90": 7.4194482421875, "p95": 7.4194482421875, "p99": 7.4194482421875, "values": [ 7.4194482421875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.0890240847222307e-06, "ram": 5.69563443036472e-07, "gpu": 1.64333464800024e-06, "total": 3.3019221757589425e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1079.373824, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993024 }, "latency": { "unit": "s", "count": 147, "total": 0.995240671634674, "mean": 0.0067703447049977826, "stdev": 0.0003565973334678574, "p50": 0.006726655960083008, "p90": 0.0069146623611450195, "p95": 0.007042233514785766, "p99": 0.008673566818237295, "values": [ 0.009569279670715332, 0.009253888130187989, 0.00799232006072998, 0.007192575931549072, 0.0070481600761413575, 0.006813695907592773, 0.006841343879699707, 0.006765567779541016, 0.006767615795135498, 0.006812672138214112, 0.0067768640518188475, 0.006746111869812011, 0.006719488143920899, 0.006883327960968018, 0.006913023948669434, 0.006999040126800537, 0.007047167778015137, 0.007030720233917236, 0.006929408073425293, 0.006797311782836914, 0.006718463897705078, 0.006726655960083008, 0.006813695907592773, 0.006880256175994873, 0.006804480075836182, 0.006819839954376221, 0.006791103839874268, 0.006803455829620361, 0.006765567779541016, 0.006760447978973389, 0.00676966381072998, 0.006774784088134766, 0.006749184131622315, 0.006691840171813965, 0.006648831844329834, 0.0066447358131408694, 0.006726655960083008, 0.0067051520347595215, 0.0066713600158691405, 0.006755328178405762, 0.006719488143920899, 0.00677785587310791, 0.006873087882995605, 0.0068249602317810056, 0.006905856132507324, 0.006782976150512696, 0.00675328016281128, 0.0066938881874084475, 0.006723584175109864, 0.0068689918518066405, 0.006814688205718994, 0.006746111869812011, 0.0067358717918396, 0.006847487926483154, 0.006699007987976074, 0.006779903888702392, 0.006818816184997558, 0.006749184131622315, 0.006796288013458252, 0.006762495994567871, 0.0066928319931030275, 0.006686719894409179, 0.006746111869812011, 0.00672051191329956, 0.00673689603805542, 0.006818784236907959, 0.006752255916595459, 0.00682700777053833, 0.006846496105194092, 0.006896639823913574, 0.0068249602317810056, 0.006987775802612305, 0.006783999919891357, 0.00674508810043335, 0.006744063854217529, 0.006660096168518067, 0.006688767910003662, 0.006807551860809326, 0.006683648109436035, 0.00667852783203125, 0.006593535900115967, 0.006463488101959228, 0.006663167953491211, 0.006683648109436035, 0.006463488101959228, 0.006482944011688232, 0.006388671875, 0.006395872116088867, 0.006475776195526123, 0.006800384044647217, 0.00683628797531128, 0.006917119979858399, 0.007063551902770996, 0.007180287837982178, 0.0070225920677185055, 0.006961152076721191, 0.00687718391418457, 0.006689792156219483, 0.00658841609954834, 0.006649856090545654, 0.006622208118438721, 0.006593535900115967, 0.0066447358131408694, 0.006789152145385742, 0.006690815925598144, 0.006582272052764892, 0.00658841609954834, 0.006558720111846924, 0.006591487884521485, 0.0065699520111083985, 0.006573056221008301, 0.006595583915710449, 0.0065669121742248536, 0.006586368083953857, 0.006599679946899414, 0.00658841609954834, 0.00657203197479248, 0.006601727962493896, 0.006568960189819336, 0.006620160102844238, 0.00672051191329956, 0.006719488143920899, 0.006740992069244385, 0.0065771517753601075, 0.006556672096252441, 0.0066641921997070315, 0.00658841609954834, 0.006619135856628418, 0.0066078720092773435, 0.006670271873474121, 0.0065812478065490725, 0.006609920024871826, 0.0065710082054138185, 0.00657919979095459, 0.0066119680404663084, 0.006758399963378906, 0.006582272052764892, 0.006636608123779297, 0.00657097578048706, 0.0066109437942504885, 0.0066119680404663084, 0.0065914239883422855, 0.00657206392288208, 0.0068280320167541505, 0.006645760059356689, 0.006555647850036621, 0.006633471965789795 ] }, "throughput": { "unit": "samples/s", "value": 147.70296692010567 }, "energy": { "unit": "kWh", "cpu": 7.710856182359277e-08, "ram": 4.215796714882065e-08, "gpu": 1.388709624675333e-07, "total": 2.5813749143994675e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3873904.539870531 } } } }