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* add: support for BLIP generation. * add: support for editing synthetic images. * remove unnecessary comments. * add inits and run make fix-copies. * version change of diffusers. * fix: condition for loading the captioner. * default conditions_input_image to False. * guidance_amount -> cross_attention_guidance_amount * fix inputs to check_inputs() * fix: attribute. * fix: prepare_attention_mask() call. * debugging. * better placement of references. * remove torch.no_grad() decorations. * put torch.no_grad() context before the first denoising loop. * detach() latents before decoding them. * put deocding in a torch.no_grad() context. * add reconstructed image for debugging. * no_grad(0 * apply formatting. * address one-off suggestions from the draft PR. * back to torch.no_grad() and add more elaborate comments. * refactor prepare_unet() per Patrick's suggestions. * more elaborate description for . * formatting. * add docstrings to the methods specific to pix2pix zero. * suspecting a redundant noise prediction. * needed for gradient computation chain. * less hacks. * fix: attention mask handling within the processor. * remove attention reference map computation. * fix: cross attn args. * fix: prcoessor. * store attention maps. * fix: attention processor. * update docs and better treatment to xa args. * update the final noise computation call. * change xa args call. * remove xa args option from the pipeline. * add: docs. * first test. * fix: url call. * fix: argument call. * remove image conditioning for now. * 🚨 add: fast tests. * explicit placement of the xa attn weights. * add: slow tests 🐢 * fix: tests. * edited direction embedding should be on the same device as prompt_embeds. * debugging message. * debugging. * add pix2pix zero pipeline for a non-deterministic test. * debugging/ * remove debugging message. * make caption generation _ * address comments (part I). * address PR comments (part II) * fix: DDPM test assertion. * refactor doc. * address PR comments (part III). * fix: type annotation for the scheduler. * apply styling. * skip_mps and add note on embeddings in the docs.