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[Inductor][Quant] Change the QConv output scale name (#124246)
**Summary** Change the name of QConv output scale from `inv_output_scale` to `output_scale` after we move the optimization of quant/dequant from decomposition to lowering phase. Pull Request resolved: #124246 Approved by: https://github.com/jgong5, https://github.com/peterbell10 ghstack dependencies: #124041
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Reverted #124041 on behalf of https://github.com/huydhn due to Sorry for reverting your change but I think there is a land race with the change https://hud.pytorch.org/pytorch/pytorch/commit/33e6791645b5950b0f39301f55b8a4a79c0ca847 (comment)