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---

description: Explore Ultralytics-tailored torch utility features like Model EMA, early stopping, smart inference, image scaling, get_flops, and many more.
keywords: Ultralytics, Torch Utils, Model EMA, Early Stopping, Smart Inference, Get CPU Info, Time Sync, Fuse Deconv and bn, Get num params, Get FLOPs, Scale img, Copy attr, Intersect dicts, De_parallel, Init seeds, Profile
---


# 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 🙏!



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## ::: ultralytics.utils.torch_utils.ModelEMA

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## ::: ultralytics.utils.torch_utils.EarlyStopping



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## ::: ultralytics.utils.torch_utils.torch_distributed_zero_first



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## ::: ultralytics.utils.torch_utils.smart_inference_mode

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## ::: ultralytics.utils.torch_utils.get_cpu_info



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## ::: ultralytics.utils.torch_utils.select_device



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## ::: ultralytics.utils.torch_utils.time_sync



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## ::: ultralytics.utils.torch_utils.fuse_conv_and_bn



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## ::: ultralytics.utils.torch_utils.fuse_deconv_and_bn



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## ::: ultralytics.utils.torch_utils.model_info



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## ::: ultralytics.utils.torch_utils.get_num_params

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## ::: ultralytics.utils.torch_utils.get_num_gradients



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## ::: ultralytics.utils.torch_utils.model_info_for_loggers



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## ::: ultralytics.utils.torch_utils.get_flops



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## ::: ultralytics.utils.torch_utils.get_flops_with_torch_profiler

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## ::: ultralytics.utils.torch_utils.initialize_weights

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## ::: ultralytics.utils.torch_utils.scale_img

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## ::: ultralytics.utils.torch_utils.make_divisible

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## ::: ultralytics.utils.torch_utils.copy_attr

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## ::: ultralytics.utils.torch_utils.get_latest_opset



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## ::: ultralytics.utils.torch_utils.intersect_dicts



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## ::: ultralytics.utils.torch_utils.is_parallel



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## ::: ultralytics.utils.torch_utils.de_parallel



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## ::: ultralytics.utils.torch_utils.one_cycle



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## ::: ultralytics.utils.torch_utils.init_seeds



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## ::: ultralytics.utils.torch_utils.strip_optimizer



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## ::: ultralytics.utils.torch_utils.profile

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