[ONNX] Apply param_manipulation.py from onnx-script to op validation and dispatcher (#104679)
Previous to this PR, we are comparing torch args/kwargs with OnnxFunction OpSchema without normalizing args/kwargs first. Essentially, the function signature is different between ATen and OnnxFunction, and onnx-script has preprocessing on these args/kwargs with an internal tools: `param_manipulation` for both eager mode and graph mode. This PR references on the internal tool to normalize the torch args/kwargs before feeding them to OnnxFunction during op_level_debug and dispatching. The PR significantly reduces the dispatching need on nearest matching mechanism.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/104679
Approved by: https://github.com/BowenBao