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metadata 
description: >-
  TensorFlow export utilities for converting PyTorch models to various
  TensorFlow formats. Provides functions for converting models to TensorFlow
  SavedModel, Protocol Buffer (.pb), TensorFlow Lite, Edge TPU, and
  TensorFlow.js formats via ONNX intermediate representation with support for
  INT8 quantization and calibration.
keywords: >-
  Ultralytics, TensorFlow, SavedModel, Protocol Buffer, TensorFlow Lite, TFLite,
  Edge TPU, TensorFlow.js, ONNX conversion, PyTorch to TensorFlow, INT8
  quantization, model calibration, frozen graph, onnx2tf, model export, web
  deployment, mobile deployment

Reference for ultralytics/utils/export/tensorflow.py

!!! success "Improvements"

This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/export/tensorflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/export/tensorflow.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏

::: ultralytics.utils.export.tensorflow.tf_wrapper




::: ultralytics.utils.export.tensorflow._tf_inference




::: ultralytics.utils.export.tensorflow.tf_kpts_decode




::: ultralytics.utils.export.tensorflow.onnx2saved_model




::: ultralytics.utils.export.tensorflow.keras2pb




::: ultralytics.utils.export.tensorflow.tflite2edgetpu




::: ultralytics.utils.export.tensorflow.pb2tfjs




::: ultralytics.utils.export.tensorflow.gd_outputs