{ "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-5.10.223-211.872.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": "0.30.1", "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": 789.958656, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.42386669921875, "mean": 7.42386669921875, "stdev": 0.0, "p50": 7.42386669921875, "p90": 7.42386669921875, "p95": 7.42386669921875, "p99": 7.42386669921875, "values": [ 7.42386669921875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 8.994445590274107e-07, "ram": 4.6538332030494475e-07, "gpu": 1.6216679639999114e-06, "total": 2.986495843332267e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1085.595648, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 127, "total": 0.9990069746971133, "mean": 0.00786619665115837, "stdev": 0.0002497856750706014, "p50": 0.007953407764434815, "p90": 0.008132608032226561, "p95": 0.008201215648651122, "p99": 0.008422882976531983, "values": [ 0.008421343803405762, 0.008423423767089844, 0.0083056640625, 0.008345600128173827, 0.008331232070922852, 0.008204287528991699, 0.008187904357910156, 0.008159232139587403, 0.00801587200164795, 0.008006591796875, 0.00796569585800171, 0.007918591976165772, 0.007907328128814697, 0.007961599826812745, 0.00800972843170166, 0.008034303665161132, 0.008044544219970704, 0.007989247798919678, 0.007987199783325195, 0.007967743873596191, 0.008079360008239746, 0.008052736282348634, 0.00802406406402588, 0.008033280372619628, 0.008053759574890136, 0.007993343830108643, 0.007956480026245117, 0.008038399696350097, 0.00808448028564453, 0.008190976142883302, 0.007953407764434815, 0.007894015789031983, 0.007912447929382324, 0.007974912166595459, 0.007989247798919678, 0.007914495944976807, 0.007972864151000977, 0.008144895553588867, 0.008096768379211425, 0.008194047927856446, 0.008067071914672852, 0.008104960441589355, 0.008011775970458984, 0.007983104228973388, 0.008027135848999023, 0.008124416351318359, 0.00801375961303711, 0.007970816135406494, 0.007964672088623047, 0.007954432010650634, 0.007958528041839599, 0.007953407764434815, 0.008182784080505372, 0.00793497610092163, 0.007929920196533203, 0.007929855823516846, 0.007888895988464355, 0.00797388792037964, 0.007942143917083741, 0.007938047885894776, 0.008028160095214844, 0.008124416351318359, 0.008026111602783203, 0.008048640251159669, 0.00799948787689209, 0.008068096160888672, 0.007958528041839599, 0.00795849609375, 0.007958528041839599, 0.007940095901489258, 0.007962624073028564, 0.007883776187896728, 0.007775296211242675, 0.007964672088623047, 0.007862271785736084, 0.007631872177124023, 0.0075939841270446775, 0.007602176189422607, 0.007741439819335938, 0.007806975841522217, 0.007733215808868408, 0.007770112037658691, 0.008054783821105957, 0.008046591758728027, 0.007642111778259277, 0.007629824161529541, 0.007656447887420655, 0.007800767898559571, 0.007699456214904785, 0.007584767818450928, 0.007672832012176513, 0.007665664196014404, 0.007987199783325195, 0.007508992195129394, 0.007609344005584716, 0.007755775928497314, 0.00807423973083496, 0.008442879676818848, 0.00764521598815918, 0.007631872177124023, 0.007623680114746094, 0.007505919933319092, 0.007543807983398438, 0.007557119846343994, 0.007550975799560547, 0.007552000045776367, 0.007503839969635009, 0.007402495861053467, 0.007579648017883301, 0.007557119846343994, 0.007536640167236328, 0.007529471874237061, 0.007472127914428711, 0.007407616138458252, 0.007431168079376221, 0.007558144092559814, 0.007505919933319092, 0.007565311908721924, 0.007510015964508057, 0.007409664154052734, 0.007434239864349365, 0.007437312126159668, 0.0074332160949707035, 0.00756217622756958, 0.007546879768371582, 0.007541759967803955, 0.007605247974395752 ] }, "throughput": { "unit": "samples/s", "value": 127.12623957255644 }, "energy": { "unit": "kWh", "cpu": 8.922894705514096e-08, "ram": 4.878524751923054e-08, "gpu": 1.63352261007518e-07, "total": 3.013664555818895e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3318219.3355566496 } } } }