{ "config": { "name": "cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "library": "transformers", "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": {}, "hub_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, "latency": true, "memory": 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": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.41.0", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 907.763712, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.039104 }, "latency": { "unit": "s", "count": 132, "total": 0.9997497258186342, "mean": 0.007573861559232075, "stdev": 0.00033069520154639653, "p50": 0.007522272109985352, "p90": 0.007881318330764771, "p95": 0.0080316415309906, "p99": 0.009041049671173095, "values": [ 0.008201215744018555, 0.008005663871765137, 0.00809062385559082, 0.008049663543701171, 0.007959551811218261, 0.00789404821395874, 0.007678976058959961, 0.007592959880828858, 0.0075049281120300295, 0.007522304058074952, 0.007478271961212158, 0.007493631839752197, 0.0075008001327514645, 0.007555071830749512, 0.007555103778839111, 0.007589888095855713, 0.007493631839752197, 0.007501823902130127, 0.007532544136047363, 0.007581696033477783, 0.00769536018371582, 0.007827455997467042, 0.007779295921325684, 0.007825407981872558, 0.007945216178894043, 0.007748608112335205, 0.0076902399063110355, 0.007980031967163086, 0.007501823902130127, 0.0075642881393432615, 0.007478271961212158, 0.0075673599243164065, 0.007570432186126709, 0.007569407939910889, 0.00801689624786377, 0.007775231838226319, 0.00783462381362915, 0.007786496162414551, 0.0077506561279296875, 0.007674880027770996, 0.0076912641525268555, 0.0075345921516418455, 0.007519231796264648, 0.007502848148345947, 0.007426047801971435, 0.007476223945617676, 0.00745472002029419, 0.007484416007995606, 0.007663616180419922, 0.007785408020019531, 0.007868415832519531, 0.007882751941680909, 0.00783462381362915, 0.007749631881713868, 0.007514111995697022, 0.0074926080703735356, 0.007419904232025146, 0.0074106879234313965, 0.007300127983093261, 0.007303167819976806, 0.007434239864349365, 0.007280640125274658, 0.007088128089904785, 0.007238656044006348, 0.00732371187210083, 0.008509440422058106, 0.009115648269653321, 0.009159680366516113, 0.008875007629394532, 0.0077844481468200685, 0.007610367774963379, 0.007516160011291504, 0.007436287879943848, 0.007497727870941162, 0.007409664154052734, 0.00738099193572998, 0.007368703842163086, 0.007365632057189942, 0.007422976016998291, 0.007128064155578613, 0.007069695949554444, 0.007114751815795899, 0.007117824077606201, 0.007143424034118652, 0.007069695949554444, 0.007113728046417236, 0.007077888011932373, 0.007107583999633789, 0.007135231971740722, 0.00709939193725586, 0.007109632015228271, 0.007169023990631103, 0.007145472049713135, 0.0073820161819458, 0.007868415832519531, 0.0076277761459350585, 0.007547904014587403, 0.007572480201721191, 0.007571455955505371, 0.007560192108154297, 0.007605247974395752, 0.007606272220611572, 0.00758681583404541, 0.007573503971099854, 0.007548927783966064, 0.007501855850219726, 0.007522240161895752, 0.007515135765075683, 0.007552000045776367, 0.00753766393661499, 0.0075335679054260255, 0.00753766393661499, 0.007472127914428711, 0.007437312126159668, 0.0074670081138610836, 0.00743833589553833, 0.007420928001403809, 0.007514143943786621, 0.007461887836456299, 0.00743833589553833, 0.007459839820861816, 0.007465983867645264, 0.007502816200256348, 0.007514111995697022, 0.007510015964508057, 0.007550975799560547, 0.007515135765075683, 0.007553023815155029, 0.007532544136047363, 0.00757862377166748, 0.007552000045776367, 0.007515135765075683 ] }, "throughput": { "unit": "samples/s", "value": 132.03304446211604 }, "energy": { "unit": "kWh", "cpu": 8.49436377249067e-08, "ram": 4.630778680231222e-08, "gpu": 1.556429816571437e-07, "total": 2.8689440618436264e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3485602.9899634398 } } } }