{ "config": { "name": "cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_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": 66697.293824, "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": "4.43.3", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.8", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 718.323712, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.18168896484375, "mean": 7.18168896484375, "stdev": 0.0, "p50": 7.18168896484375, "p90": 7.18168896484375, "p95": 7.18168896484375, "p99": 7.18168896484375, "values": [ 7.18168896484375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 8.833906716770597e-07, "ram": 4.686059404396777e-07, "gpu": 0.0, "total": 1.3519966121167374e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 917.737472, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 136, "total": 1.0026290907859796, "mean": 0.007372272726367502, "stdev": 0.00030603484968249977, "p50": 0.007353856086730957, "p90": 0.007626736164093017, "p95": 0.00775116789340973, "p99": 0.008811120033264161, "values": [ 0.007836671829223632, 0.007694272041320801, 0.00774348783493042, 0.0076574721336364745, 0.007457632064819336, 0.007501823902130127, 0.0074711041450500485, 0.007420928001403809, 0.007417856216430664, 0.007681024074554443, 0.007711743831634522, 0.0074834561347961424, 0.007322624206542969, 0.007386112213134765, 0.007385087966918945, 0.0074741759300231934, 0.007418879985809326, 0.007384096145629883, 0.007428095817565918, 0.007352320194244385, 0.007411712169647216, 0.007621600151062012, 0.00769536018371582, 0.007774208068847656, 0.007608320236206055, 0.007452672004699707, 0.007398399829864502, 0.0074967041015625, 0.007336959838867187, 0.007357439994812012, 0.007290880203247071, 0.0073471999168395995, 0.007350272178649903, 0.007907328128814697, 0.0075335679054260255, 0.007357247829437256, 0.007409664154052734, 0.0075038719177246095, 0.007488512039184571, 0.007472127914428711, 0.007464960098266602, 0.007355391979217529, 0.007342080116271973, 0.007351295948028564, 0.007610400199890136, 0.00754585599899292, 0.007472127914428711, 0.007435264110565186, 0.007368703842163086, 0.007411712169647216, 0.007415808200836181, 0.007269375801086426, 0.007436287879943848, 0.007414783954620361, 0.007279615879058838, 0.007413760185241699, 0.00742195177078247, 0.007308288097381592, 0.007355391979217529, 0.007421760082244873, 0.007501791954040527, 0.00753766393661499, 0.007451648235321045, 0.007449600219726562, 0.0074301438331604, 0.007411712169647216, 0.007396351814270019, 0.007375872135162354, 0.007378943920135498, 0.007367680072784424, 0.007422976016998291, 0.00728985595703125, 0.007173120021820068, 0.007351327896118164, 0.007187456130981445, 0.006970367908477783, 0.006883327960968018, 0.007018496036529541, 0.007146495819091797, 0.008690688133239746, 0.008875967979431153, 0.00889139175415039, 0.008434687614440918, 0.00742195177078247, 0.007303167819976806, 0.007241727828979493, 0.007162879943847656, 0.007123968124389648, 0.007202816009521484, 0.0072724480628967286, 0.007263232231140137, 0.007210080146789551, 0.007225344181060791, 0.007221248149871826, 0.0072048320770263675, 0.0071198720932006835, 0.007153664112091064, 0.007210944175720215, 0.007217152118682861, 0.007157760143280029, 0.007162879943847656, 0.007290783882141113, 0.00734822416305542, 0.007150591850280762, 0.007185408115386963, 0.007200767993927002, 0.007631872177124023, 0.007262207984924316, 0.007266304016113281, 0.007184383869171143, 0.007219200134277344, 0.007173120021820068, 0.0071823358535766605, 0.007049215793609619, 0.006964159965515137, 0.00693452787399292, 0.006914944171905518, 0.007138239860534668, 0.007356416225433349, 0.007184383869171143, 0.007615488052368164, 0.007176191806793213, 0.007195648193359375, 0.007195648193359375, 0.007165952205657959, 0.0073431038856506346, 0.0071526398658752445, 0.007132160186767578, 0.006945792198181152, 0.006956031799316406, 0.007037951946258545, 0.007085055828094483, 0.007168000221252442, 0.007030784130096435, 0.007071616172790528, 0.007068672180175781 ] }, "throughput": { "unit": "samples/s", "value": 135.64338123621266 }, "energy": { "unit": "kWh", "cpu": 8.370389867463209e-08, "ram": 4.576413624127294e-08, "gpu": 1.5972430618312186e-07, "total": 2.8919234109902687e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3457906.2370727668 } } } }