{ "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": 720.09728, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.1386533203125, "mean": 7.1386533203125, "stdev": 0.0, "p50": 7.1386533203125, "p90": 7.1386533203125, "p95": 7.1386533203125, "p99": 7.1386533203125, "values": [ 7.1386533203125 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 8.657399151060318e-07, "ram": 4.5897495911835525e-07, "gpu": 1.6861124600003885e-06, "total": 3.0108273342247753e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 919.629824, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 138, "total": 0.9994889264106748, "mean": 0.007242673379787501, "stdev": 0.00039162530348638776, "p50": 0.007197184085845947, "p90": 0.007376179265975952, "p95": 0.007482572960853576, "p99": 0.009518878498077388, "values": [ 0.01015500831604004, 0.00993791961669922, 0.008805376052856445, 0.00749567985534668, 0.007378943920135498, 0.007375872135162354, 0.007543807983398438, 0.007215104103088379, 0.007267327785491944, 0.007216127872467041, 0.007203839778900147, 0.007150591850280762, 0.007229440212249756, 0.007270400047302246, 0.0072724480628967286, 0.007331840038299561, 0.007325695991516113, 0.007328767776489258, 0.00721292781829834, 0.0073062400817871095, 0.007269375801086426, 0.007327744007110596, 0.007324639797210693, 0.007307263851165771, 0.007279615879058838, 0.0073359360694885255, 0.007227392196655274, 0.00720688009262085, 0.0072427520751953125, 0.007192575931549072, 0.007245728015899658, 0.00709222412109375, 0.00719155216217041, 0.007229440212249756, 0.007176191806793213, 0.007196671962738037, 0.007402495861053467, 0.007195648193359375, 0.0073134078979492185, 0.007275519847869873, 0.007223296165466309, 0.007333888053894043, 0.007282688140869141, 0.007210048198699951, 0.007168896198272705, 0.007309311866760254, 0.007315423965454102, 0.0072499198913574215, 0.007207935810089112, 0.007225344181060791, 0.007355391979217529, 0.007142399787902832, 0.007284736156463623, 0.007412735939025879, 0.0072765440940856935, 0.007194623947143554, 0.0072120318412780765, 0.007137279987335205, 0.007174143791198731, 0.007147424221038819, 0.007146495819091797, 0.007204864025115967, 0.007311359882354736, 0.0073051838874816895, 0.0072724480628967286, 0.007262207984924316, 0.007281760215759278, 0.0073768959045410155, 0.007241727828979493, 0.0071773438453674315, 0.007111743927001953, 0.007231488227844239, 0.007087071895599365, 0.007013376235961914, 0.006896639823913574, 0.007046144008636474, 0.007172063827514648, 0.0068689918518066405, 0.00679414415359497, 0.00676966381072998, 0.006840288162231445, 0.006898655891418457, 0.00695795202255249, 0.007320608139038086, 0.007481344223022461, 0.007489535808563232, 0.007491583824157715, 0.0073614721298217774, 0.007402495861053467, 0.007282688140869141, 0.007266304016113281, 0.0072540159225463864, 0.007197696208953858, 0.007143424034118652, 0.007073791980743408, 0.007087103843688965, 0.007158783912658692, 0.007129087924957276, 0.007105535984039306, 0.007031807899475098, 0.007053311824798584, 0.0072499198913574215, 0.007063551902770996, 0.007046144008636474, 0.007102464199066162, 0.007096320152282715, 0.007037919998168945, 0.007094143867492676, 0.007088128089904785, 0.007168000221252442, 0.007160831928253173, 0.007098368167877197, 0.00707583999633789, 0.00709222412109375, 0.0071188478469848635, 0.007243775844573975, 0.007106560230255127, 0.00713318395614624, 0.007049215793609619, 0.007070720195770264, 0.0070522880554199216, 0.007071743965148926, 0.007032832145690918, 0.007130176067352295, 0.007027711868286133, 0.007050240039825439, 0.0070860800743103025, 0.0070256638526916505, 0.007091328144073487, 0.0070553598403930665, 0.00744755220413208, 0.007176191806793213, 0.007065599918365479, 0.007122943878173828, 0.00711075210571289, 0.007081855773925781, 0.007142399787902832, 0.007102464199066162 ] }, "throughput": { "unit": "samples/s", "value": 138.07056421883544 }, "energy": { "unit": "kWh", "cpu": 8.190588705253021e-08, "ram": 4.458117156142592e-08, "gpu": 1.546995149315056e-07, "total": 2.8118657354546174e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3556357.5720955315 } } } }