{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.0+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": 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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-211.872.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 788.094976, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "count": 1, "total": 7.36675830078125, "mean": 7.36675830078125, "stdev": 0.0, "p50": 7.36675830078125, "p90": 7.36675830078125, "p95": 7.36675830078125, "p99": 7.36675830078125, "values": [ 7.36675830078125 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.0444786305551112e-06, "ram": 5.549852247196009e-07, "gpu": 1.6608346619997882e-06, "total": 3.2602985172745005e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1077.788672, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993024 }, "latency": { "unit": "s", "count": 144, "total": 0.999279549598694, "mean": 0.006939441316657595, "stdev": 0.0002996732517814694, "p50": 0.006962687969207763, "p90": 0.0071639039516448975, "p95": 0.007403212738037109, "p99": 0.008090234937667846, "values": [ 0.007349247932434082, 0.007412735939025879, 0.007259136199951172, 0.007319551944732666, 0.006958079814910889, 0.006967296123504638, 0.0068884482383728025, 0.006797311782836914, 0.006816768169403077, 0.006762495994567871, 0.006812672138214112, 0.006773759841918945, 0.006789120197296142, 0.006754303932189941, 0.006738944053649902, 0.007069695949554444, 0.007097343921661377, 0.007166975975036621, 0.007087103843688965, 0.007108607769012451, 0.007168000221252442, 0.00708403205871582, 0.007106560230255127, 0.007088128089904785, 0.007196671962738037, 0.007153664112091064, 0.007135231971740722, 0.007155712127685547, 0.007068672180175781, 0.00709119987487793, 0.007101439952850342, 0.007053311824798584, 0.007111680030822754, 0.007069695949554444, 0.007065631866455078, 0.006998015880584717, 0.007097343921661377, 0.007061535835266113, 0.007021567821502686, 0.007129087924957276, 0.007128064155578613, 0.007117824077606201, 0.007144447803497315, 0.007245823860168457, 0.0076605439186096195, 0.008051712036132813, 0.008119296073913575, 0.007071775913238525, 0.007128064155578613, 0.007142399787902832, 0.00704204797744751, 0.007062528133392334, 0.007074816226959229, 0.007014400005340577, 0.0067051520347595215, 0.007045119762420654, 0.00703385591506958, 0.00704307222366333, 0.006782944202423096, 0.00698367977142334, 0.007071743965148926, 0.007015423774719238, 0.006951935768127441, 0.007030784130096435, 0.007014400005340577, 0.007010303974151612, 0.007037951946258545, 0.007156735897064209, 0.007139328002929687, 0.007117824077606201, 0.00709222412109375, 0.007049215793609619, 0.007096320152282715, 0.007076863765716553, 0.007002111911773682, 0.006987775802612305, 0.007074816226959229, 0.0069539198875427245, 0.006930431842803955, 0.006833151817321777, 0.00678604793548584, 0.006986752033233643, 0.006937600135803222, 0.006732800006866455, 0.006670335769653321, 0.006684671878814697, 0.007514111995697022, 0.008032256126403809, 0.008121343612670898, 0.007475200176239013, 0.007023615837097168, 0.007067647933959961, 0.007154687881469727, 0.006918144226074219, 0.006722559928894043, 0.0067051520347595215, 0.006653984069824218, 0.0066447358131408694, 0.0066641921997070315, 0.00667849588394165, 0.006628352165222168, 0.006688767910003662, 0.006669312000274658, 0.006640575885772705, 0.006667232036590576, 0.006666240215301514, 0.006617087841033936, 0.006691840171813965, 0.00669593620300293, 0.006660096168518067, 0.006676479816436768, 0.006659071922302246, 0.006642687797546387, 0.006752255916595459, 0.006665152072906494, 0.006606847763061524, 0.0066713600158691405, 0.006651904106140137, 0.006623231887817383, 0.006663167953491211, 0.006659071922302246, 0.006618112087249756, 0.006653984069824218, 0.0066457920074462894, 0.00662937593460083, 0.006651904106140137, 0.006651904106140137, 0.006633471965789795, 0.006646783828735352, 0.0066826238632202144, 0.006612991809844971, 0.006658048152923584, 0.006648831844329834, 0.006624256134033203, 0.006650879859924317, 0.006684671878814697, 0.006609920024871826, 0.006667263984680176, 0.006956031799316406, 0.006609920024871826, 0.006650879859924317, 0.006662176132202148, 0.00659660816192627, 0.0066344962120056155 ] }, "throughput": { "unit": "samples/s", "value": 144.1038196547 }, "energy": { "unit": "kWh", "cpu": 7.882663841979526e-08, "ram": 4.309779360162522e-08, "gpu": 1.3968186303310986e-07, "total": 2.616062950545303e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3822537.9851488504 } } } }