Update base for Update on "[ET-VK] Using push constants for buffer to image prepack nodes."

This diff enables the use of push constants for buffer to image prepack nodes in the Vulkan runtime graph. Push constants are a more efficient way to pass small amounts of data to shaders, compared to using uniform buffers.
*   The `nchw_to_*.yaml` files have been updated to include the `USE_PUSH_CONST` flag which is `True` by default, and enables the use of push constants for all `nchw_to_*` operations.
*   New variants of the `nchw_to_*` operation have been added with suffix `_no_pc`, which do not use push constants. These variants are used for compatibility with testing and utility functions.
*   The `Convolution.cpp` and `Staging.cpp` files have been updated to pass empty parameter buffers and instead use push constants.

Differential Revision: [D70102398](https://our.internmc.facebook.com/intern/diff/D70102398/)

[ghstack-poisoned]

Author: trivedivivek

backends/vulkan/vulkan_preprocess.py

@@ -150,14 +150,14 @@ def preprocess(  # noqa: C901
         program = apply_passes(
             program,
             [
+                RemoveRedundantOpsTransform(),
                 AddmmToLinearTransform(),
                 FuseQuantizedOpsTransform(program),
                 SqueezeUnsqueezeInputs(),
                 FuseViewCopyTransform(),
                 ViewCopyToSqueezeUnsqueezePass(),
                 FuseBatchNormWithConvPass(program),
                 FuseClampPass(),
-                RemoveRedundantOpsTransform(),
             ],
         )