{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_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": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "0.3.1", "optimum_benchmark_commit": null, "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": 720.482304, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "count": 1, "total": 7.12355615234375, "mean": 7.12355615234375, "stdev": 0.0, "p50": 7.12355615234375, "p90": 7.12355615234375, "p95": 7.12355615234375, "p99": 7.12355615234375, "values": [ 7.12355615234375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.055532693862915e-06, "ram": 5.624227749863545e-07, "gpu": 1.6763902300018924e-06, "total": 3.2943456988511617e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 912.941056, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993024 }, "latency": { "unit": "s", "count": 151, "total": 1.0015999374389655, "mean": 0.006633112168469967, "stdev": 0.0002580886715436516, "p50": 0.006525951862335205, "p90": 0.00695091199874878, "p95": 0.007040528059005737, "p99": 0.007162880182266235, "values": [ 0.007138304233551026, 0.007085055828094483, 0.007093247890472412, 0.007046175956726074, 0.0070266880989074704, 0.0070348801612854, 0.0070256638526916505, 0.007049215793609619, 0.006978496074676514, 0.007187456130981445, 0.006915071964263916, 0.00695091199874878, 0.006852608203887939, 0.0068392958641052244, 0.006815743923187256, 0.006867968082427979, 0.00690176010131836, 0.006864895820617676, 0.0069027838706970214, 0.006892543792724609, 0.006498303890228272, 0.006490111827850342, 0.006546432018280029, 0.006563839912414551, 0.006543360233306885, 0.006590464115142822, 0.006528063774108887, 0.006555647850036621, 0.006524928092956543, 0.006524928092956543, 0.006567935943603515, 0.006563839912414551, 0.006875135898590088, 0.006831103801727295, 0.006842368125915528, 0.006857791900634766, 0.006831039905548095, 0.006854656219482422, 0.0065413122177124024, 0.006496255874633789, 0.006519807815551758, 0.006595583915710449, 0.006554624080657959, 0.006525951862335205, 0.006568960189819336, 0.00652288007736206, 0.006525951862335205, 0.006471680164337158, 0.006550528049468994, 0.006562816143035889, 0.006529024124145508, 0.006552576065063476, 0.006540287971496582, 0.006474751949310303, 0.0064245758056640625, 0.00652288007736206, 0.006946815967559815, 0.006916096210479736, 0.006903808116912841, 0.006818816184997558, 0.006883327960968018, 0.0068618240356445315, 0.006927360057830811, 0.006817791938781738, 0.0068915200233459475, 0.006939648151397705, 0.008286208152770995, 0.006977536201477051, 0.00658739185333252, 0.006612991809844971, 0.006714367866516113, 0.006956031799316406, 0.006894591808319092, 0.006818816184997558, 0.006493184089660644, 0.0064767999649047855, 0.006415359973907471, 0.00638259220123291, 0.006296576023101807, 0.006692863941192627, 0.006472703933715821, 0.006343679904937744, 0.00613478422164917, 0.006179840087890625, 0.006160384178161621, 0.006605760097503662, 0.006732800006866455, 0.007004159927368164, 0.006800384044647217, 0.007079936027526855, 0.0069253120422363285, 0.006937600135803222, 0.006663167953491211, 0.006565887928009034, 0.006576128005981445, 0.006515711784362793, 0.00653926420211792, 0.00652182388305664, 0.0065485119819641115, 0.006560768127441406, 0.006471680164337158, 0.006524928092956543, 0.006475776195526123, 0.006469632148742676, 0.006509568214416504, 0.006446080207824707, 0.0064849920272827145, 0.006446080207824707, 0.006464511871337891, 0.006470655918121338, 0.006456319808959961, 0.0064440321922302245, 0.006499328136444092, 0.006489088058471679, 0.0064778242111206055, 0.006465536117553711, 0.006475776195526123, 0.006455296039581298, 0.006465536117553711, 0.006433792114257812, 0.00643174409866333, 0.00643891191482544, 0.006501376152038574, 0.006457344055175781, 0.006456319808959961, 0.006450175762176514, 0.006446080207824707, 0.006456319808959961, 0.0064430079460144046, 0.006425600051879882, 0.006478847980499268, 0.006449151992797852, 0.006436863899230957, 0.006467552185058594, 0.006462463855743408, 0.006462463855743408, 0.006490111827850342, 0.006465536117553711, 0.006474751949310303, 0.006492159843444824, 0.006520832061767578, 0.006462463855743408, 0.006421504020690918, 0.006450175762176514, 0.0064767999649047855, 0.006451200008392334, 0.006472703933715821, 0.006490111827850342, 0.006435840129852295, 0.006436863899230957, 0.006448128223419189 ] }, "throughput": { "unit": "samples/s", "value": 150.7587953590518 }, "energy": { "unit": "kWh", "cpu": 7.578607725067841e-08, "ram": 4.1434558844872125e-08, "gpu": 1.3911016082802672e-07, "total": 2.563307969235773e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3901208.9534373856 } } } }