{ "config": { "name": "cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.0+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "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": "0.33.0", "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": 786.796544, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.5768740234375, "mean": 7.5768740234375, "stdev": 0.0, "p50": 7.5768740234375, "p90": 7.5768740234375, "p95": 7.5768740234375, "p99": 7.5768740234375, "values": [ 7.5768740234375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 8.912624000003749e-07, "ram": 4.7288561579834345e-07, "gpu": 0.0, "total": 1.3641480157987184e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1082.703872, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 126, "total": 0.9975828514099122, "mean": 0.007917324217538985, "stdev": 0.0003067372117005668, "p50": 0.007998464107513427, "p90": 0.008225792407989502, "p95": 0.008313599824905395, "p99": 0.008832767963409423, "values": [ 0.008356863975524903, 0.00838963222503662, 0.008319999694824219, 0.00828003215789795, 0.008294400215148925, 0.008219648361206054, 0.008235008239746093, 0.008231936454772949, 0.008187904357910156, 0.008118271827697754, 0.007868415832519531, 0.007771135807037354, 0.008039392471313477, 0.007995391845703125, 0.00800153636932373, 0.00800767993927002, 0.008417280197143554, 0.008078335762023926, 0.008128512382507324, 0.008088576316833495, 0.008072192192077637, 0.007998464107513427, 0.008010751724243164, 0.008070143699645996, 0.00804355239868164, 0.008047616004943848, 0.00810086441040039, 0.008052736282348634, 0.00799232006072998, 0.008046591758728027, 0.008040448188781739, 0.008071167945861817, 0.008113151550292968, 0.007968800067901611, 0.007874559879302979, 0.007919616222381591, 0.00799129581451416, 0.007988224029541016, 0.008003583908081055, 0.008083456039428711, 0.008053759574890136, 0.008080384254455567, 0.008119296073913575, 0.008211456298828124, 0.008971263885498047, 0.009057279586791991, 0.008208383560180664, 0.008075263977050781, 0.008027135848999023, 0.008079360008239746, 0.008039423942565918, 0.008259584426879883, 0.008044544219970704, 0.008002559661865234, 0.007935999870300293, 0.007998464107513427, 0.008030207633972167, 0.008134655952453614, 0.008258560180664062, 0.007959551811218261, 0.00795136022567749, 0.008061951637268066, 0.007966720104217529, 0.008041472434997558, 0.007967743873596191, 0.007989280223846436, 0.008022015571594238, 0.008144895553588867, 0.008073216438293456, 0.008054783821105957, 0.008096768379211425, 0.008078335762023926, 0.00801587200164795, 0.00799232006072998, 0.008032256126403809, 0.008374272346496582, 0.008146880149841308, 0.008014847755432129, 0.00798419189453125, 0.00788479995727539, 0.007899136066436767, 0.008022015571594238, 0.007819263935089112, 0.007641088008880615, 0.007613440036773681, 0.007800864219665527, 0.007788544178009033, 0.007790592193603516, 0.0078438401222229, 0.007832575798034667, 0.008067071914672852, 0.007896063804626464, 0.0078438401222229, 0.007669760227203369, 0.007625728130340576, 0.00756931209564209, 0.0076277761459350585, 0.00760319995880127, 0.007570432186126709, 0.007589888095855713, 0.0074414081573486324, 0.007512063980102539, 0.0074332160949707035, 0.00738099193572998, 0.0073820161819458, 0.007365632057189942, 0.007465983867645264, 0.007942143917083741, 0.007550975799560547, 0.007542784214019775, 0.007524352073669433, 0.007503903865814209, 0.007523263931274414, 0.0074997758865356446, 0.007663616180419922, 0.0075345921516418455, 0.007526400089263916, 0.007494656085968018, 0.007506944179534912, 0.007556096076965332, 0.007388160228729248, 0.007341055870056152, 0.007338047981262207, 0.007341055870056152, 0.007356416225433349, 0.007392255783081054 ] }, "throughput": { "unit": "samples/s", "value": 126.30529867461196 }, "energy": { "unit": "kWh", "cpu": 8.803640497941993e-08, "ram": 4.8095729631918494e-08, "gpu": 1.6581906269629316e-07, "total": 3.019511973076316e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3311793.4584017815 } } } }