{ "config": { "name": "cuda_training_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.5.1+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": "training", "_target_": "optimum_benchmark.scenarios.training.scenario.TrainingScenario", "max_steps": 5, "warmup_steps": 2, "dataset_shapes": { "dataset_size": 500, "sequence_length": 16, "num_choices": 1 }, "training_arguments": { "per_device_train_batch_size": 2, "gradient_accumulation_steps": 1, "output_dir": "./trainer_output", "evaluation_strategy": "no", "eval_strategy": "no", "save_strategy": "no", "do_train": true, "use_cpu": false, "max_steps": 5, "do_eval": false, "do_predict": false, "report_to": "none", "skip_memory_metrics": true, "ddp_find_unused_parameters": false }, "latency": true, "memory": true, "energy": true }, "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": 66697.248768, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.227-219.884.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": "0.5.0.dev0", "optimum_benchmark_commit": null, "transformers_version": "4.46.3", "transformers_commit": null, "accelerate_version": "1.1.1", "accelerate_commit": null, "diffusers_version": "0.31.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.11", "timm_commit": null, "peft_version": "0.13.2", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "overall": { "memory": { "unit": "MB", "max_ram": 1332.40832, "max_global_vram": 3384.27904, "max_process_vram": 0.0, "max_reserved": 2728.394752, "max_allocated": 2516.250112 }, "latency": { "unit": "s", "values": [ 0.35358001708984377, 0.046873600006103515, 0.048377857208251954, 0.04718991851806641, 0.04760780715942383 ], "count": 5, "total": 0.5436291999816895, "mean": 0.10872583999633789, "p50": 0.04760780715942383, "p90": 0.23149915313720706, "p95": 0.29253958511352535, "p99": 0.3413719306945801, "stdev": 0.12242812604019773, "stdev_": 112.6026030650316 }, "throughput": { "unit": "samples/s", "value": 91.97445612134908 }, "energy": { "unit": "kWh", "cpu": 9.134229152777431e-06, "ram": 4.986785702676617e-06, "gpu": 1.595223498400064e-05, "total": 3.007324983945469e-05 }, "efficiency": { "unit": "samples/kWh", "value": 332521.4286246002 } }, "warmup": { "memory": { "unit": "MB", "max_ram": 1332.40832, "max_global_vram": 3384.27904, "max_process_vram": 0.0, "max_reserved": 2728.394752, "max_allocated": 2516.250112 }, "latency": { "unit": "s", "values": [ 0.35358001708984377, 0.046873600006103515 ], "count": 2, "total": 0.4004536170959473, "mean": 0.20022680854797364, "p50": 0.20022680854797364, "p90": 0.32290937538146974, "p95": 0.3382446962356567, "p99": 0.35051295291900636, "stdev": 0.15335320854187012, "stdev_": 76.58974822301442 }, "throughput": { "unit": "samples/s", "value": 19.977344837125614 }, "energy": null, "efficiency": null }, "train": { "memory": { "unit": "MB", "max_ram": 1332.40832, "max_global_vram": 3384.27904, "max_process_vram": 0.0, "max_reserved": 2728.394752, "max_allocated": 2516.250112 }, "latency": { "unit": "s", "values": [ 0.048377857208251954, 0.04718991851806641, 0.04760780715942383 ], "count": 3, "total": 0.1431755828857422, "mean": 0.0477251942952474, "p50": 0.04760780715942383, "p90": 0.04822384719848633, "p95": 0.04830085220336914, "p99": 0.04836245620727539, "stdev": 0.0004920260072073315, "stdev_": 1.030956530346339 }, "throughput": { "unit": "samples/s", "value": 125.719760570938 }, "energy": null, "efficiency": null } } }