{ "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": "4.42.4", "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": 719.5648, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.11438427734375, "mean": 7.11438427734375, "stdev": 0.0, "p50": 7.11438427734375, "p90": 7.11438427734375, "p95": 7.11438427734375, "p99": 7.11438427734375, "values": [ 7.11438427734375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 8.918065163824293e-07, "ram": 4.581758483824198e-07, "gpu": 1.881945949999339e-06, "total": 3.2319283147641884e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 918.573056, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 138, "total": 1.0000242552757264, "mean": 0.007246552574461785, "stdev": 0.00022196635982287127, "p50": 0.007190016031265258, "p90": 0.007539200019836426, "p95": 0.007576883363723755, "p99": 0.007739094929695129, "values": [ 0.007781375885009765, 0.007745535850524903, 0.007483391761779785, 0.0077281279563903805, 0.00738099193572998, 0.007533631801605225, 0.0076277761459350585, 0.0075008001327514645, 0.0074741759300231934, 0.0075263681411743165, 0.007524352073669433, 0.0074065918922424315, 0.007444479942321777, 0.007551936149597168, 0.007511040210723877, 0.007553023815155029, 0.00757862377166748, 0.00760211181640625, 0.007507967948913574, 0.007456768035888672, 0.007231488227844239, 0.007265279769897461, 0.007204864025115967, 0.007266304016113281, 0.007309311866760254, 0.007247871875762939, 0.007226367950439453, 0.007237631797790528, 0.007314432144165039, 0.007264256000518799, 0.007139328002929687, 0.007161856174468994, 0.007187456130981445, 0.007161856174468994, 0.0071792640686035155, 0.007192575931549072, 0.007158783912658692, 0.007280640125274658, 0.007260159969329834, 0.007237631797790528, 0.007528448104858398, 0.00754585599899292, 0.0074741759300231934, 0.007426047801971435, 0.007554048061370849, 0.007511072158813477, 0.007458816051483155, 0.007454751968383789, 0.007476223945617676, 0.007428095817565918, 0.007426047801971435, 0.00744755220413208, 0.00753766393661499, 0.007484416007995606, 0.007461887836456299, 0.007431168079376221, 0.00744652795791626, 0.0074332160949707035, 0.007420928001403809, 0.00743939208984375, 0.007576576232910156, 0.00757862377166748, 0.0074967041015625, 0.007514111995697022, 0.007527455806732177, 0.007465983867645264, 0.007572480201721191, 0.00738099193572998, 0.007221248149871826, 0.007155712127685547, 0.007074816226959229, 0.007070720195770264, 0.006970367908477783, 0.007132224082946777, 0.007002143859863281, 0.006841343879699707, 0.006789120197296142, 0.00684441614151001, 0.007143424034118652, 0.00724070405960083, 0.007245823860168457, 0.007258048057556152, 0.0073994240760803225, 0.007528448104858398, 0.007131135940551757, 0.007064576148986816, 0.007069695949554444, 0.007123968124389648, 0.007054336071014404, 0.007065599918365479, 0.007054336071014404, 0.00708403205871582, 0.007065599918365479, 0.007053311824798584, 0.007122943878173828, 0.00703385591506958, 0.007012351989746094, 0.00694271993637085, 0.006972415924072266, 0.006998015880584717, 0.007000063896179199, 0.006974463939666748, 0.007067647933959961, 0.007061535835266113, 0.0070266880989074704, 0.007037951946258545, 0.0070563840866088865, 0.007045119762420654, 0.0070891518592834475, 0.007023615837097168, 0.007036928176879883, 0.007542784214019775, 0.007161856174468994, 0.00709119987487793, 0.0070563840866088865, 0.007013408184051514, 0.0070563840866088865, 0.0070339198112487795, 0.007117824077606201, 0.007030720233917236, 0.007041088104248047, 0.007049215793609619, 0.007077888011932373, 0.007064576148986816, 0.007051263809204102, 0.007049183845520019, 0.007065599918365479, 0.007067647933959961, 0.0070256638526916505, 0.007015456199645996, 0.007016448020935059, 0.007035903930664063, 0.007031807899475098, 0.007058432102203369, 0.007018496036529541, 0.007036928176879883, 0.007031807899475098, 0.007050240039825439 ] }, "throughput": { "unit": "samples/s", "value": 137.99665285313574 }, "energy": { "unit": "kWh", "cpu": 8.558082423335928e-08, "ram": 4.679197231567844e-08, "gpu": 1.8457448818705197e-07, "total": 3.169472847360897e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3155098.807149154 } } } }