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531e7191 - [LoRA] use the PyTorch classes wherever needed and start depcrecation cycles (#7204)

[LoRA] use the PyTorch classes wherever needed and start depcrecation cycles (#7204) * fix PyTorch classes and start deprecsation cycles. * remove args crafting for accommodating scale. * remove scale check in feedforward. * assert against nn.Linear and not CompatibleLinear. * remove conv_cls and lineaR_cls. * remove scale * 👋 scale. * fix: unet2dcondition * fix attention.py * fix: attention.py again * fix: unet_2d_blocks. * fix-copies. * more fixes. * fix: resnet.py * more fixes * fix i2vgenxl unet. * depcrecate scale gently. * fix-copies * Apply suggestions from code review Co-authored-by: YiYi Xu <yixu310@gmail.com> * quality * throw warning when scale is passed to the the BasicTransformerBlock class. * remove scale from signature. * cross_attention_kwargs, very nice catch by Yiyi * fix: logger.warn * make deprecation message clearer. * address final comments. * maintain same depcrecation message and also add it to activations. * address yiyi * fix copies * Apply suggestions from code review Co-authored-by: YiYi Xu <yixu310@gmail.com> * more depcrecation * fix-copies --------- Co-authored-by: YiYi Xu <yixu310@gmail.com>