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Extend Python API with a new model.reshape() overload #18347

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@p-wysocki

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@p-wysocki

Context

Currently there are multiple ways to reshape model inputs in Python API. They are defined as bindings to C++ code.

A new way to reshape has been suggested - implicit input reshaping with a list of input shapes. An example of new, desired overload/Python API function:

  1. model has three inputs: A, B and C
  2. model is being reshaped with a list of shapes:
    model.reshape([[2,2], [1, 3, 224, 244], [10]])
  3. the given shapes are assigned to respective inputs:
    A.shape = [2, 2]
    B.shape = [1, 3, 244, 244]
    C.shape = [10]

Python API model binding needs to be extended with a new overload which will add this functionality.

What needs to be done?

  1. Add a new overload for model.reshape in model C++ bindings
  2. Add tests for the new functionality in the correct test file - test_model.py
  3. Submit a PR
  4. Wait for review

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@p-wysocki
@jiwaszki
@akuporos

Don't hesitate to reach out, we're here to help!

Ticket: 110444

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