ultralytics-ascend/docs/en/reference/utils/torch_utils.md

description	keywords
Explore valuable torch utilities from Ultralytics for optimized model performance, including device selection, model fusion, and inference optimization.	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