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Extend the GridSample operator to support Bicubic mode

Nianxiang Fu requested to merge NianxiangFu/sadl:grid_sample into master

This MR includes the following changes:

  1. Extended the GridSample operator to support Bicubic mode.
  2. Provided one test model: gridsample_bicubic.onnx.
  3. Added support for converting the GridSample feature in Bicubic mode from float to int16.

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