Exporting an ONNX Model from TensorFlow
To export a TensorFlow model to the ONNX format, you can use the TensorFlow-ONNX converter. Here’s how:
Make sure you have TensorFlow and TensorFlow-ONNX installed. Install them using pip:
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pip install tensorflow tensorflow-onnx
Import the required libraries:
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2import tensorflow as tf
import tf2onnxLoad your TensorFlow model:
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model = tf.keras.applications.ResNet50(weights="imagenet")
Convert the TensorFlow model to ONNX:
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2onnx_model, _ = tf2onnx.convert.from_keras(model)
tf2onnx.save_model(onnx_model, "path/to/exported_model.onnx")Replace “path/to/exported_model.onnx” with the desired path to save the ONNX file.