{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_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": {}, "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": false, "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 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": "10c9775dced65978a85f54ff6905a3aea7d61cca", "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": { "forward": { "memory": { "unit": "MB", "max_ram": 1014.112256, "max_global_vram": 897.114112, "max_process_vram": 211712.212992, "max_reserved": 555.74528, "max_allocated": 499.443712 }, "latency": { "unit": "s", "count": 125, "total": 0.9959651637077337, "mean": 0.007967721309661864, "stdev": 0.0004717385269373396, "p50": 0.008071015357971192, "p90": 0.008473188972473145, "p95": 0.00855974884033203, "p99": 0.009477614898681645, "values": [ 0.008145414352416992, 0.008341894149780274, 0.008391493797302247, 0.008519332885742187, 0.00860349178314209, 0.008547332763671875, 0.008540932655334472, 0.008500452995300292, 0.008145894050598144, 0.007577735900878907, 0.007479816913604736, 0.007440455913543701, 0.007449096202850342, 0.007404137134552002, 0.0073410959243774415, 0.008256934165954589, 0.00856285285949707, 0.007971333980560302, 0.0075852560997009275, 0.008306214332580567, 0.00832541275024414, 0.008157894134521485, 0.008173893928527833, 0.008158534049987794, 0.008416933059692383, 0.008454532623291015, 0.00846013355255127, 0.008338213920593262, 0.008389573097229003, 0.00836781406402588, 0.008297574043273926, 0.008250534057617187, 0.008323013305664062, 0.008280613899230956, 0.008297252655029296, 0.008272454261779786, 0.008295973777770997, 0.008272133827209472, 0.008412294387817383, 0.008642533302307128, 0.00874461269378662, 0.00858253288269043, 0.008481892585754394, 0.01016908836364746, 0.008545733451843262, 0.008142695426940919, 0.008115654945373535, 0.008162054061889648, 0.009709089279174805, 0.008264774322509766, 0.008161093711853027, 0.008163813591003419, 0.00818221378326416, 0.008144133567810059, 0.008127655029296875, 0.008126694679260254, 0.008131653785705566, 0.008095494270324707, 0.008091974258422851, 0.008146854400634765, 0.008112614631652831, 0.008246213912963866, 0.008051654815673829, 0.008107173919677734, 0.008038213729858398, 0.008041415214538574, 0.00806429386138916, 0.008069574356079101, 0.008123173713684081, 0.008071015357971192, 0.008144774436950684, 0.00812701416015625, 0.008134373664855957, 0.008081893920898437, 0.007542535781860351, 0.007566696166992188, 0.007188296794891357, 0.007231337070465088, 0.0072780570983886714, 0.0072209367752075196, 0.0072535772323608395, 0.007441256046295166, 0.007651976108551025, 0.00768365478515625, 0.007679815769195557, 0.007666535854339599, 0.007223817825317383, 0.0072354979515075685, 0.007183658123016357, 0.007304296016693115, 0.007652935981750489, 0.007301897048950195, 0.007157416820526123, 0.007193256855010986, 0.007875975131988525, 0.007588615894317627, 0.007595176219940185, 0.0076532549858093265, 0.007651016235351562, 0.0076537361145019535, 0.007716615200042725, 0.007695335865020752, 0.00760397481918335, 0.007589416027069092, 0.0080631742477417, 0.008087333679199218, 0.008123973846435546, 0.0077038159370422365, 0.007636775970458984, 0.007693895816802979, 0.007657576084136963, 0.007610054969787597, 0.007539495944976806, 0.00756717586517334, 0.0076422162055969235, 0.00765069580078125, 0.007680295944213867, 0.00766285514831543, 0.007663815021514892, 0.007806856155395508, 0.0077374157905578615, 0.007685255050659179, 0.007704936027526856, 0.007681735038757324, 0.007683656215667725 ] }, "throughput": { "unit": "samples/s", "value": 125.50639776862856 }, "energy": null, "efficiency": null } } }