iU> |ddlmZddlmZmZddlmZddlmZm Z m Z m Z m Z m Z ddlmZddlmZmZdd lmZmZmZmZdd lmZmZmZmZej:eZed efd efgZ Gd deZ!GddeZ"ed efd edfgZ#GddeZ$GddeZ%ede fde fde fgZ&GddeZ'ede fde fdefde fgZ(GddeZ)Gdd eZ*ede fde fde fgZ+Gd!d"eZ,Gd#d$eZ-Gd%d&eZ.Gd'd(eZ/Gd)d*eZ0ed+efd,efgZ1Gd-d.eZ2Gd/d0eZ3ed1efd+efd,efgZ4Gd2d3eZ5Gd4d5eZ6Gd6d7eZ7Gd8d9eZ8ed:efd;e"fd<e7fd=efgZ9ed:efd;e%fd<e8fd=efgZ:Gd>d?eZ;Gd@dAe;Z<ed:efdBefde fde fde fd<efd=efgZ=ed:efdCefdBe2fde fde fdefde fd<efd=efg Z>ed:efdCedfdBe5fde fde fde fd<efd=efgZ?e=e>e9e:e?dDZ@yE)F)logging)AutoPipelineBlocksSequentialPipelineBlocks)InsertableDict)FluxImg2ImgPrepareLatentsStepFluxImg2ImgSetTimestepsStepFluxKontextRoPEInputsStepFluxPrepareLatentsStepFluxRoPEInputsStepFluxSetTimestepsStep)FluxDecodeStep)FluxDenoiseStepFluxKontextDenoiseStep)!FluxKontextProcessImagesInputStepFluxProcessImagesInputStepFluxTextEncoderStepFluxVaeEncoderDynamicStep)FluxInputsDynamicStepFluxKontextInputsDynamicStepFluxKontextSetResolutionStepFluxTextInputStep preprocessencodecfeZdZdZej ZejZe de fdZ y)FluxImg2ImgVaeEncoderStepfluxreturncyNz^Vae encoder step that preprocess andencode the image inputs into their latent representations.selfs y/home/obispo/Crisostomo_bridge/mision_env/lib/python3.12/site-packages/diffusers/modular_pipelines/flux/modular_blocks.py descriptionz%FluxImg2ImgVaeEncoderStep.description9oN) __name__ __module__ __qualname__ model_nameFluxImg2ImgVaeEncoderBlocksvalues block_classeskeys block_namespropertystrr&r"r(r%rr3s?J/668M-224K pSppr(rc.eZdZegZdgZdgZedZy)FluxAutoVaeEncoderStepimg2imgimagec y)NaVae encoder step that encode the image inputs into their latent representations. This is an auto pipeline block that works for img2img tasks. - `FluxImg2ImgVaeEncoderStep` (img2img) is used when only `image` is provided. - if `image` is not provided, step will be skipped.r"r#s r%r&z"FluxAutoVaeEncoderStep.descriptionC  E r(N) r)r*r+rr/r1block_trigger_inputsr2r&r"r(r%r5r5>+./M+K#9   r(r5argmax) sample_modecfeZdZdZej ZejZe de fdZ y)FluxKontextVaeEncoderStep flux-kontextrcyr!r"r#s r%r&z%FluxKontextVaeEncoderStep.descriptionZr'r(N) r)r*r+r,FluxKontextVaeEncoderBlocksr.r/r0r1r2r3r&r"r(r%r?r?Ts?J/668M-224K pSppr(r?c.eZdZegZdgZdgZedZy)FluxKontextAutoVaeEncoderStepr6r7c y)NaVae encoder step that encode the image inputs into their latent representations. 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This is an auto pipeline block that works for text2image. - `FluxBeforeDenoiseStep` (text2image) is used. - `FluxImg2ImgBeforeDenoiseStep` (img2img) is used when only `image_latents` is provided. r"r#s r%r&z%FluxAutoBeforeDenoiseStep.description  m r() r)r*r+r,rOrJr/r1r:r2r&r"r(r%rSrSs9J13HIMl+K+T2   r(rSc\eZdZej Zej ZedZ y)FluxKontextBeforeDenoiseStepc y)NzlBefore denoise step that prepare the inputs for the denoise step for img2img/text2img task for Flux Kontext.r"r#s r%r&z(FluxKontextBeforeDenoiseStep.descriptions  : r(N) r)r*r+FluxKontextBeforeDenoiseBlocksr.r/r0r1r2r&r"r(r%rYrYs0299;M0557K   r(rYc4eZdZeegZddgZddgZedZ y) FluxKontextAutoBeforeDenoiseStepr6rTrUNc y)NaBefore denoise step that prepare the inputs for the denoise step. 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This is an auto pipeline block that works for text2image/img2img tasks. - `FluxImg2ImgInputStep` (img2img) is used when `image_latents` is provided. - `FluxTextInputStep` (text2image) is used when `image_latents` are not provided. r"r#s r%r&zFluxAutoInputStep.descriptions  e r() r)r*r+rmrr/r1r:r2r&r"r(r%rqrq s4)+<=Ml+K+T2   r(rqset_resolutionc`eZdZdZej ZejZe dZ y)FluxKontextInputStepr@c y)NaInput step that prepares the inputs for the both text2img and img2img denoising step. It: - make sure the text embeddings have consistent batch size as well as the additional inputs (`image_latents`). - update height/width based `image_latents`, patchify `image_latents`.r"r#s r%r&z FluxKontextInputStep.description(s  V r(N) r)r*r+r,FluxKontextBlocksr.r/r0r1r2r&r"r(r%ruru#s5J%,,.M#((*K   r(ruc4eZdZeegZddgZddgZedZ y)FluxKontextAutoInputStepr6text2imgrUNc y)NaInput step that standardize the inputs for the denoising step, e.g. make sure inputs have consistent batch size, and patchified. This is an auto pipeline block that works for text2image/img2img tasks. - `FluxKontextInputStep` (img2img) is used when `image_latents` is provided. - `FluxKontextInputStep` is also capable of handling text2image task when `image_latent` isn't present.r"r#s r%r&z$FluxKontextAutoInputStep.description9s  y r() r)r*r+rurr/r1r:r2r&r"r(r%ryry1s6)+<=Mj)K+T2  r(ryc2eZdZdZeeegZgdZe dZ y)FluxCoreDenoiseSteprinputbefore_denoiserac y)NaCore step that performs the denoising process. - `FluxAutoInputStep` (input) standardizes the inputs for the denoising step. - `FluxAutoBeforeDenoiseStep` (before_denoise) prepares the inputs for the denoising step. - `FluxAutoDenoiseStep` (denoise) iteratively denoises the latents. This step supports text-to-image and image-to-image tasks for Flux: - for image-to-image generation, you need to provide `image_latents` - for text-to-image generation, all you need to provide is prompt embeddings.r"r#s r%r&zFluxCoreDenoiseStep.descriptionH  _ r(N) r)r*r+r,rqrSr`r/r1r2r&r"r(r%r}r}Cs,J&(ACVWM8K     r(r}c2eZdZdZeeegZgdZe dZ y)FluxKontextCoreDenoiseStepr@r~c y)Na Core step that performs the denoising process. - `FluxKontextAutoInputStep` (input) standardizes the inputs for the denoising step. - `FluxKontextAutoBeforeDenoiseStep` (before_denoise) prepares the inputs for the denoising step. - `FluxKontextAutoDenoiseStep` (denoise) iteratively denoises the latents. This step supports text-to-image and image-to-image tasks for Flux: - for image-to-image generation, you need to provide `image_latents` - for text-to-image generation, all you need to provide is prompt embeddings.r"r#s r%r&z&FluxKontextCoreDenoiseStep.descriptionZrr(N) r)r*r+r,ryr]rer/r1r2r&r"r(r%rrUs,J-/OQklM8K     r(r text_encoder image_encoderradecodec`eZdZdZej ZejZe dZ y)FluxAutoBlocksrc y)NzAuto Modular pipeline for text-to-image and image-to-image using Flux. - for text-to-image generation, all you need to provide is `prompt` - for image-to-image generation, you need to provide either `image` or `image_latents`r"r#s r%r&zFluxAutoBlocks.descriptions  g r(N) r)r*r+r, AUTO_BLOCKSr.r/r0r1r2r&r"r(r%rr{s5J&&(M""$K   r(rcPeZdZdZej ZejZy)FluxKontextAutoBlocksr@N) r)r*r+r,AUTO_BLOCKS_KONTEXTr.r/r0r1r"r(r%rrs#J'..0M%**,Kr(rr vae_encoder)rTr6auto auto_kontextkontextN)Autilsrmodular_pipelinerrmodular_pipeline_utilsrrr r r r r rdecodersrrarrencodersrrrrinputsrrrr get_loggerr)loggerr-rr5rBr?rDrLrJrQrOrSr[rYr]r`rerhrormrqrwruryr}rrrrrTEXT2IMAGE_BLOCKSIMAGE2IMAGE_BLOCKSFLUX_KONTEXT_BLOCKS ALL_BLOCKSr"r(r%rsK3%<    H %-.01H>W>Y3Z[ p 8p  /  "-5788E^ksEt:uv p 8p  $6  ) 245 .01  2 45p4p"0 245 578 "$A$CD  2 45 "d#;d  2  $"0 245 .01  9 ;<"  #;    '9   ,  "  !3  g+g#&(),?AVAX+YZ R3 R  *  "# 79: )+, :<=  3   1 $ 2 $ !9 & ,./ 023 ')* >#$  % ,./ 79: .01 >#$   -  -N-# ,./ #%& 245 .01  2 45 O%& >#$ $ ,./ 134 &() 245 578 "$A$CD  2 45 O%& >#$  % ,./ 1hGH &() 245 .01  9 ;< *,- >#$  $! 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