Add a QConstOp to a graph

TensorFlow Special Interest Groups MLIR
1

I would like to add a constant tensor of values to a graph. Ideally, I want to describe the tensor as a floating point representation and have either the optimiser replace it or a helper builder do it for me. What is the correct way to do this? Thanks

3

Hi @asj ,

In TensorFlow, to add a constant tensor to a graph while allowing for potential optimization:

  • Create a constant tensor using tf.constant().
  • Convert the constant tensor to a tf.Variable.
  • Use this variable in your model operations.

This approach gives you flexibility: you can start with known constant values but allow them to be fine-tuned if needed, or keep them fixed if that’s more appropriate for your model architecture.

Additionally you can go through this official documentation , and this one for better understanding .

Hope this helps ,

Thank you .