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* initial * initial * added initial convert script for paella vqmodel * initial wuerstchen pipeline * add LayerNorm2d * added modules * fix typo * use model_v2 * embed clip caption amd negative_caption * fixed name of var * initial modules in one place * WuerstchenPriorPipeline * inital shape * initial denoising prior loop * fix output * add WuerstchenPriorPipeline to __init__.py * use the noise ratio in the Prior * try to save pipeline * save_pretrained working * Few additions * add _execution_device * shape is int * fix batch size * fix shape of ratio * fix shape of ratio * fix output dataclass * tests folder * fix formatting * fix float16 + started with generator * Update pipeline_wuerstchen.py * removed vqgan code * add WuerstchenGeneratorPipeline * fix WuerstchenGeneratorPipeline * fix docstrings * fix imports * convert generator pipeline * fix convert * Work on Generator Pipeline. WIP * Pipeline works with our diffuzz code * apply scale factor * removed vqgan.py * use cosine schedule * redo the denoising loop * Update src/diffusers/models/resnet.py Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * use torch.lerp * use warp-diffusion org * clip_sample=False, * some refactoring * use model_v3_stage_c * c_cond size * use clip-bigG * allow stage b clip to be None * add dummy * würstchen scheduler * minor changes * set clip=None in the pipeline * fix attention mask * add attention_masks to text_encoder * make fix-copies * add back clip * add text_encoder * gen_text_encoder and tokenizer * fix import * updated pipeline test * undo changes to pipeline test * nip * fix typo * fix output name * set guidance_scale=0 and remove diffuze * fix doc strings * make style * nip * removed unused * initial docs * rename * toc * cleanup * remvoe test script * fix-copies * fix multi images * remove dup * remove unused modules * undo changes for debugging * no new line * remove dup conversion script * fix doc string * cleanup * pass default args * dup permute * fix some tests * fix prepare_latents * move Prior class to modules * offload only the text encoder and vqgan * fix resolution calculation for prior * nip * removed testing script * fix shape * fix argument to set_timesteps * do not change .gitignore * fix resolution calculations + readme * resolution calculation fix + readme * small fixes * Add combined pipeline * rename generator -> decoder * Update .gitignore Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * removed efficient_net * create combined WuerstchenPipeline * make arguments consistent with VQ model * fix var names * no need to return text_encoder_hidden_states * add latent_dim_scale to config * split model into its own file * add WuerschenPipeline to docs * remove unused latent_size * register latent_dim_scale * update script * update docstring * use Attention preprocessor * concat with normed input * fix-copies * add docs * fix test * fix style * add to cpu_offloaded_model * updated type * remove 1-line func * updated type * initial decoder test * formatting * formatting * fix autodoc link * num_inference_steps is int * remove comments * fix example in docs * Update src/diffusers/pipelines/wuerstchen/diffnext.py Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * rename layernorm to WuerstchenLayerNorm * rename DiffNext to WuerstchenDiffNeXt * added comment about MixingResidualBlock * move paella vq-vae to pipelines' folder * initial decoder test * increased test_float16_inference expected diff * self_attn is always true * more passing decoder tests * batch image_embeds * fix failing tests * set the correct dtype * relax inference test * update prior * added combined pipeline test * faster test * faster test * Update src/diffusers/pipelines/wuerstchen/pipeline_wuerstchen_combined.py Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * fix issues from review * update wuerstchen.md + change generator name * resolve issues * fix copied from usage and add back batch_size * fix API * fix arguments * fix combined test * Added timesteps argument + fixes * Update tests/pipelines/test_pipelines_common.py Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * Update tests/pipelines/wuerstchen/test_wuerstchen_prior.py Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * Update src/diffusers/pipelines/wuerstchen/pipeline_wuerstchen_combined.py Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * Update src/diffusers/pipelines/wuerstchen/pipeline_wuerstchen_combined.py Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * Update src/diffusers/pipelines/wuerstchen/pipeline_wuerstchen_combined.py Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * Update src/diffusers/pipelines/wuerstchen/pipeline_wuerstchen_combined.py * up * Fix more * failing tests * up * up * correct naming * correct docs * correct docs * fix test params * correct docs * fix classifier free guidance * fix classifier free guidance * fix more * fix all * make tests faster --------- Co-authored-by: Dominic Rampas <d6582533@gmail.com> Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> Co-authored-by: Dominic Rampas <61938694+dome272@users.noreply.github.com>