{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.5.1+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": 2, "sequence_length": 16, "num_choices": 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": 66697.248768, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.227-219.884.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": "0.5.0.dev0", "optimum_benchmark_commit": null, "transformers_version": "4.46.3", "transformers_commit": null, "accelerate_version": "1.1.1", "accelerate_commit": null, "diffusers_version": "0.31.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.11", "timm_commit": null, "peft_version": "0.13.2", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 819.212288, "max_global_vram": 1192.7552, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "values": [ 0.08686806488037109 ], "count": 1, "total": 0.08686806488037109, "mean": 0.08686806488037109, "p50": 0.08686806488037109, "p90": 0.08686806488037109, "p95": 0.08686806488037109, "p99": 0.08686806488037109, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1086.394368, "max_global_vram": 1205.338112, "max_process_vram": 0.0, "max_reserved": 557.842432, "max_allocated": 509.729792 }, "latency": { "unit": "s", "values": [ 0.006486015796661377, 0.006253568172454834, 0.006157311916351318, 0.006140063762664795, 0.006089727878570556, 0.0061562881469726565, 0.006189055919647217, 0.006239232063293457, 0.006184800148010254, 0.006568960189819336, 0.0065045437812805175, 0.006474751949310303, 0.006483839988708496, 0.006510591983795166, 0.006472703933715821, 0.006552576065063476, 0.006481919765472412, 0.006542335987091064, 0.006540287971496582, 0.006391808032989502, 0.006354944229125976, 0.006322175979614258, 0.006408192157745361, 0.00648089599609375, 0.006384575843811035, 0.006381599903106689, 0.006329343795776367, 0.006373216152191162, 0.00647049617767334, 0.0063836159706115725, 0.006497280120849609, 0.006540287971496582, 0.006511616230010986, 0.006518784046173095, 0.006491136074066162, 0.006407167911529541, 0.006494207859039307, 0.006337376117706299, 0.006409215927124024, 0.006435840129852295, 0.006423552036285401, 0.0065413122177124024, 0.006563839912414551, 0.006397952079772949, 0.006505472183227539, 0.00638156795501709, 0.006440959930419922, 0.006319104194641113, 0.006346752166748047, 0.006409215927124024, 0.006363135814666748, 0.006441984176635742, 0.007061503887176514, 0.006457344055175781, 0.006541279792785645, 0.006508543968200684, 0.006426623821258545, 0.006369215965270996, 0.006471839904785157, 0.006482944011688232, 0.006527999877929688, 0.00636521577835083, 0.006446144104003906, 0.006784992218017578, 0.006536191940307618, 0.006432767868041992, 0.006448128223419189, 0.0064421119689941405, 0.00653926420211792, 0.006440959930419922, 0.006437888145446777, 0.00653004789352417, 0.00643174409866333, 0.00643174409866333, 0.006474783897399902, 0.006111231803894043, 0.006115263938903809, 0.00621884822845459, 0.006460415840148926, 0.0063714241981506345, 0.00628217601776123, 0.006340608119964599, 0.0061859841346740725, 0.006176767826080322, 0.006288383960723877, 0.0062679038047790524, 0.006096896171569824, 0.006135807991027832, 0.006840320110321045, 0.00729702377319336, 0.0072427520751953125, 0.006364128112792969, 0.006303936004638672, 0.00638259220123291, 0.006450175762176514, 0.0064245758056640625, 0.007143424034118652, 0.006306816101074219, 0.00612556791305542, 0.006160416126251221, 0.006057983875274659, 0.006119584083557129, 0.006090752124786377, 0.006149119853973388, 0.006146048069000244, 0.006095903873443604, 0.00611737585067749, 0.006132736206054688, 0.006145023822784424, 0.006118400096893311, 0.006313983917236328, 0.006114304065704346, 0.006158304214477539, 0.00608358383178711, 0.006146048069000244, 0.006102015972137451, 0.006103040218353272, 0.006118400096893311, 0.006104063987731933, 0.0061265921592712404, 0.006053952217102051, 0.0060590081214904785, 0.0060661759376525876, 0.006064127922058105, 0.0060293121337890625, 0.006106112003326416, 0.006069248199462891, 0.006169600009918213, 0.0060999679565429685, 0.006074368000030517, 0.006015999794006348, 0.00606822395324707, 0.006057983875274659, 0.0061562881469726565, 0.006082560062408447, 0.006075295925140381, 0.006076416015625, 0.006039552211761475, 0.006127615928649902, 0.006114336013793945, 0.006426623821258545, 0.006253568172454834, 0.006144000053405762, 0.006106112003326416, 0.006096896171569824, 0.006099071979522705, 0.006056960105895996, 0.00611737585067749, 0.006080512046813965, 0.006056960105895996, 0.006059040069580078, 0.006109183788299561, 0.006080512046813965, 0.006086656093597412, 0.0060293121337890625, 0.006160448074340821, 0.006051839828491211, 0.006145023822784424 ], "count": 158, "total": 0.9970794253349304, "mean": 0.006310629274271712, "p50": 0.006316544055938721, "p90": 0.006531891107559204, "p95": 0.006554265642166138, "p99": 0.007186135091781617, "stdev": 0.00022916199485292858, "stdev_": 3.631365191855219 }, "throughput": { "unit": "samples/s", "value": 316.92560489236047 }, "energy": { "unit": "kWh", "cpu": 7.102799245258924e-08, "ram": 3.880975417724379e-08, "gpu": 1.5127756613174068e-07, "total": 2.611153127615737e-07 }, "efficiency": { "unit": "samples/kWh", "value": 7659451.216582669 } } } }