{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "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": {}, "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": true, "device_isolation_action": "error", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "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": 902.012928, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993536 }, "latency": { "unit": "s", "count": 151, "total": 0.998418304920196, "mean": 0.006612041754438387, "stdev": 0.0005444868291755606, "p50": 0.006565887928009034, "p90": 0.007101439952850342, "p95": 0.007401968002319336, "p99": 0.009071616172790528, "values": [ 0.009693183898925782, 0.009179136276245118, 0.008964096069335938, 0.007106560230255127, 0.007069695949554444, 0.007233503818511963, 0.007101439952850342, 0.007024640083312988, 0.006657023906707763, 0.006575104236602783, 0.006589375972747803, 0.006575104236602783, 0.006603775978088379, 0.006467584133148193, 0.006463488101959228, 0.0065177597999572755, 0.006472703933715821, 0.006558720111846924, 0.006696959972381592, 0.006601727962493896, 0.006632448196411133, 0.006590464115142822, 0.006499328136444092, 0.006563839912414551, 0.006621183872222901, 0.0066304001808166506, 0.006636544227600098, 0.006681600093841553, 0.006620160102844238, 0.0067041277885437015, 0.006602752208709717, 0.006594560146331787, 0.0066078720092773435, 0.006617087841033936, 0.006702079772949219, 0.00676966381072998, 0.0067758078575134275, 0.006813727855682373, 0.006853631973266602, 0.006840320110321045, 0.006852608203887939, 0.007121920108795166, 0.0069253120422363285, 0.006923264026641846, 0.006967296123504638, 0.006933504104614257, 0.006913023948669434, 0.006920191764831543, 0.00679423999786377, 0.006550528049468994, 0.006623231887817383, 0.006608831882476807, 0.00653926420211792, 0.006597631931304931, 0.006574079990386963, 0.006436863899230957, 0.0066406397819519045, 0.006833151817321777, 0.00676966381072998, 0.006945792198181152, 0.006920191764831543, 0.00678604793548584, 0.006762495994567871, 0.0068392958641052244, 0.006841343879699707, 0.007184383869171143, 0.006970367908477783, 0.006912000179290771, 0.006880256175994873, 0.006897664070129395, 0.00713318395614624, 0.007104512214660645, 0.007016448020935059, 0.006647808074951172, 0.006648831844329834, 0.006603775978088379, 0.0065075201988220215, 0.006565887928009034, 0.006635519981384277, 0.006456319808959961, 0.006459392070770263, 0.0064102401733398436, 0.006363135814666748, 0.0065372161865234375, 0.007147456169128418, 0.006623231887817383, 0.006534143924713135, 0.006552576065063476, 0.006523903846740723, 0.007570432186126709, 0.00793497610092163, 0.007921664237976075, 0.008059904098510743, 0.0076984319686889645, 0.006759424209594727, 0.006322175979614258, 0.006310912132263183, 0.00621670389175415, 0.006238207817077636, 0.006255616188049316, 0.006211584091186524, 0.0062156801223754886, 0.006176767826080322, 0.006211584091186524, 0.006162432193756104, 0.0062156481742858885, 0.006161407947540283, 0.006171648025512695, 0.006169600009918213, 0.00616755199432373, 0.0062044157981872555, 0.006155263900756836, 0.006210559844970703, 0.006158336162567139, 0.0062044157981872555, 0.00616755199432373, 0.006214655876159668, 0.006187007904052734, 0.006154240131378174, 0.006174719810485839, 0.00617574405670166, 0.006194176197052002, 0.006170623779296875, 0.006189119815826416, 0.006139904022216797, 0.006178815841674804, 0.006153215885162353, 0.006141952037811279, 0.006217728137969971, 0.006168575763702393, 0.006182911872863769, 0.0061521921157836916, 0.006168575763702393, 0.006161407947540283, 0.006218751907348633, 0.006177792072296143, 0.006209536075592041, 0.006172639846801758, 0.006157311916351318, 0.006165503978729248, 0.006158336162567139, 0.00618393611907959, 0.006160384178161621, 0.0061634559631347655, 0.006108160018920898, 0.0061224961280822755, 0.0061010560989379885, 0.006141952037811279, 0.006120448112487793, 0.006097919940948486, 0.00613478422164917 ] }, "throughput": { "unit": "samples/s", "value": 151.23921432116515 }, "energy": { "unit": "kWh", "cpu": 7.723547077454187e-08, "ram": 4.2222344433996895e-08, "gpu": 1.4577392614285818e-07, "total": 2.6523174135139693e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3770287.8053163798 } } } }