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description: >-
  Explore valuable torch utilities from Ultralytics for optimized model
  performance, including device selection, model fusion, and inference
  optimization.
keywords: >-
  Ultralytics, torch utils, model optimization, device selection, inference
  optimization, model fusion, CPU info, PyTorch tools

Reference for ultralytics/utils/torch_utils.py

!!! note

This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/torch_utils.py) 🛠️. Thank you 🙏!

::: ultralytics.utils.torch_utils.ModelEMA





::: ultralytics.utils.torch_utils.EarlyStopping





::: ultralytics.utils.torch_utils.torch_distributed_zero_first





::: ultralytics.utils.torch_utils.smart_inference_mode





::: ultralytics.utils.torch_utils.autocast





::: ultralytics.utils.torch_utils.get_cpu_info





::: ultralytics.utils.torch_utils.get_gpu_info





::: ultralytics.utils.torch_utils.select_device





::: ultralytics.utils.torch_utils.time_sync





::: ultralytics.utils.torch_utils.fuse_conv_and_bn





::: ultralytics.utils.torch_utils.fuse_deconv_and_bn





::: ultralytics.utils.torch_utils.model_info





::: ultralytics.utils.torch_utils.get_num_params





::: ultralytics.utils.torch_utils.get_num_gradients





::: ultralytics.utils.torch_utils.model_info_for_loggers





::: ultralytics.utils.torch_utils.get_flops





::: ultralytics.utils.torch_utils.get_flops_with_torch_profiler





::: ultralytics.utils.torch_utils.initialize_weights





::: ultralytics.utils.torch_utils.scale_img





::: ultralytics.utils.torch_utils.copy_attr





::: ultralytics.utils.torch_utils.get_latest_opset





::: ultralytics.utils.torch_utils.intersect_dicts





::: ultralytics.utils.torch_utils.is_parallel





::: ultralytics.utils.torch_utils.de_parallel





::: ultralytics.utils.torch_utils.one_cycle





::: ultralytics.utils.torch_utils.init_seeds





::: ultralytics.utils.torch_utils.strip_optimizer





::: ultralytics.utils.torch_utils.convert_optimizer_state_dict_to_fp16





::: ultralytics.utils.torch_utils.profile