{ "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": 719.60576, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.16242626953125, "mean": 7.16242626953125, "stdev": 0.0, "p50": 7.16242626953125, "p90": 7.16242626953125, "p95": 7.16242626953125, "p99": 7.16242626953125, "values": [ 7.16242626953125 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 8.617459072007074e-07, "ram": 4.5671184048975045e-07, "gpu": 0.0, "total": 1.318457747690458e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 919.1424, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 136, "total": 0.9961928648948671, "mean": 0.0073249475359916695, "stdev": 0.00023877091087282461, "p50": 0.007418864011764526, "p90": 0.00758681583404541, "p95": 0.00765286386013031, "p99": 0.007759360194206238, "values": [ 0.007863296031951903, 0.007749631881713868, 0.007712768077850342, 0.007688159942626953, 0.00775270414352417, 0.00760422420501709, 0.007556096076965332, 0.007536640167236328, 0.007470111846923828, 0.007575551986694336, 0.007511040210723877, 0.007468031883239746, 0.007453695774078369, 0.007511040210723877, 0.0074926080703735356, 0.007577600002288819, 0.00758681583404541, 0.00758681583404541, 0.007443456172943115, 0.0074700798988342285, 0.007510015964508057, 0.00758681583404541, 0.0075673599243164065, 0.007476223945617676, 0.007546879768371582, 0.007518176078796387, 0.007518239974975586, 0.007513088226318359, 0.0075775361061096195, 0.007465983867645264, 0.007411712169647216, 0.007422976016998291, 0.007423935890197754, 0.0074700798988342285, 0.007478271961212158, 0.007501791954040527, 0.0074711041450500485, 0.00764415979385376, 0.00759603214263916, 0.007574528217315674, 0.007601183891296387, 0.007505919933319092, 0.007433248043060303, 0.007541759967803955, 0.007504896163940429, 0.007482367992401123, 0.007515135765075683, 0.007635968208312988, 0.007414752006530761, 0.007440447807312012, 0.007442431926727295, 0.00754585599899292, 0.007490560054779053, 0.007460864067077637, 0.007428095817565918, 0.007434239864349365, 0.007449600219726562, 0.007404543876647949, 0.0074403839111328125, 0.007565375804901123, 0.007762944221496582, 0.00751200008392334, 0.00759603214263916, 0.007506976127624512, 0.00749561595916748, 0.0074711041450500485, 0.007371776103973389, 0.007466015815734864, 0.0074629120826721195, 0.007407616138458252, 0.007313344001770019, 0.0072468481063842774, 0.007407616138458252, 0.007285759925842285, 0.00709222412109375, 0.007143424034118652, 0.007184383869171143, 0.007398399829864502, 0.007343039989471435, 0.007346176147460938, 0.007366655826568603, 0.0074332160949707035, 0.007516160011291504, 0.007678976058959961, 0.007299071788787842, 0.0071833600997924804, 0.007088128089904785, 0.007088128089904785, 0.007068672180175781, 0.007093247890472412, 0.007032832145690918, 0.00710041618347168, 0.007077888011932373, 0.007127039909362793, 0.007080959796905518, 0.00709119987487793, 0.007038976192474365, 0.0070830078125, 0.007093247890472412, 0.007071743965148926, 0.007077888011932373, 0.007038976192474365, 0.007074816226959229, 0.0070522880554199216, 0.007069695949554444, 0.0070522880554199216, 0.007050240039825439, 0.007051231861114502, 0.007035903930664063, 0.007054336071014404, 0.007051263809204102, 0.0070594558715820314, 0.0070860800743103025, 0.007106560230255127, 0.007057375907897949, 0.007102464199066162, 0.00709222412109375, 0.007079936027526855, 0.007068672180175781, 0.007071743965148926, 0.007060480117797851, 0.007068672180175781, 0.007064576148986816, 0.007049183845520019, 0.00703385591506958, 0.006947775840759277, 0.006930431842803955, 0.006939648151397705, 0.006951935768127441, 0.006941728115081787, 0.006987775802612305, 0.006975488185882568, 0.0069632000923156735, 0.006940639972686767, 0.006928319931030273, 0.0070256638526916505 ] }, "throughput": { "unit": "samples/s", "value": 136.51974912945468 }, "energy": { "unit": "kWh", "cpu": 8.361327442951233e-08, "ram": 4.5714607367419956e-08, "gpu": 1.6592149423943386e-07, "total": 2.9524937603636615e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3386967.3610312017 } } } }