- Added TopK in registry.py so as to create QDQ nodes for the op
- Ensure that both the input and output quantization params are equal
- Added unit test to verify the creation of QDQ nodes for TopK

### Description:

Added support for creation of QDQ nodes for TopK when quantized with ORT static quantization tool

### Motivation and Context:

Currently there is support to form a node unit for TopK operator when QDQ nodes are present and both the input and output quantization params are equal. But there was no support to create QDQ nodes for TopK operator in the ORT static quantization tool

…#25185)

### Description
Development for webnn op input rank range check


### Motivation and Context
- refactor webnn op input rank check
- add validation for various ops 
- take `gemm` op as an example to perform inputs rank check of
decomposed ops

@Honry @fdwr PTAL

### Description

The parser does no longer link agains the plugin library but also loads
it dynamic. Due to that I think we should also make the library optional
in ORT. @chilo-ms

…f nodes (#25191)

Added an API that creates a sub-graph from a set of nodes in an
OrtGraph.
This API is needed in the GetCapability EP ABI porting when EP wants to
check whether a 'sub-graph' of the graph is supported by the hardware
backend.

### Description

This change is a follow up to #25130.

- consume duktape from vcpkg if --use_vcpkg is specified
- ~~add a Windows CI pipeline for dynamic WGSL template~~ (Will do in a
separate PR)
- upgrade wgsl-template package from 0.1.10 to 0.1.13
  - support adding contribop folder as input