"docs/source/vscode:/vscode.git/clone" did not exist on "164b6e053259732a002420d6f8e859c919b8bed1"
  1. 09 Aug, 2023 2 commits
    • Steven Liu's avatar
      [docs] Clean scheduler api (#4204) · 16ad13b6
      Steven Liu authored
      * clean scheduler mixin
      
      * up to dpmsolvermultistep
      
      * finish cleaning
      
      * first draft
      
      * fix overview table
      
      * apply feedback
      
      * update reference code
      16ad13b6
    • Dhruv Nair's avatar
      Move slow tests to nightly (#4526) · a67ff323
      Dhruv Nair authored
      * move slow pix2pixzero tests to nightly
      
      * move slow panorama tests to nightly
      
      * move txt2video full test to nightly
      
      * clean up
      
      * remove nightly test from text to video pipeline
      a67ff323
  2. 07 Aug, 2023 1 commit
  3. 04 Aug, 2023 4 commits
  4. 03 Aug, 2023 2 commits
  5. 02 Aug, 2023 2 commits
    • Sayak Paul's avatar
      [Feat] add tiny Autoencoder for (almost) instant decoding (#4384) · 18fc40c1
      Sayak Paul authored
      
      
      * add: model implementation of tiny autoencoder.
      
      * add: inits.
      
      * push the latest devs.
      
      * add: conversion script and finish.
      
      * add: scaling factor args.
      
      * debugging
      
      * fix denormalization.
      
      * fix: positional argument.
      
      * handle use_torch_2_0_or_xformers.
      
      * handle post_quant_conv
      
      * handle dtype
      
      * fix: sdxl image processor for tiny ae.
      
      * fix: sdxl image processor for tiny ae.
      
      * unify upcasting logic.
      
      * copied from madness.
      
      * remove trailing whitespace.
      
      * set is_tiny_vae = False
      
      * address PR comments.
      
      * change to AutoencoderTiny
      
      * make act_fn an str throughout
      
      * fix: apply_forward_hook decorator call
      
      * get rid of the special is_tiny_vae flag.
      
      * directly scale the output.
      
      * fix dummies?
      
      * fix: act_fn.
      
      * get rid of the Clamp() layer.
      
      * bring back copied from.
      
      * movement of the blocks to appropriate modules.
      
      * add: docstrings to AutoencoderTiny
      
      * add: documentation.
      
      * changes to the conversion script.
      
      * add doc entry.
      
      * settle tests.
      
      * style
      
      * add one slow test.
      
      * fix
      
      * fix 2
      
      * fix 2
      
      * fix: 4
      
      * fix: 5
      
      * finish integration tests
      
      * Apply suggestions from code review
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      
      * style
      
      ---------
      Co-authored-by: default avatarSteven Liu <59462357+stevhliu@users.noreply.github.com>
      18fc40c1
    • Sayak Paul's avatar
      [LoRA] Fix SDXL text encoder LoRAs (#4371) · 816ca004
      Sayak Paul authored
      
      
      * temporarily disable text encoder loras.
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debbuging.
      
      * modify doc.
      
      * rename tests.
      
      * print slices.
      
      * fix: assertions
      
      * Apply suggestions from code review
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      ---------
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      816ca004
  6. 01 Aug, 2023 2 commits
  7. 28 Jul, 2023 3 commits
    • Sayak Paul's avatar
      [Feat] Support SDXL Kohya-style LoRA (#4287) · 4a4cdd6b
      Sayak Paul authored
      
      
      * sdxl lora changes.
      
      * better name replacement.
      
      * better replacement.
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * remove print.
      
      * print state dict keys.
      
      * print
      
      * distingisuih better
      
      * debuggable.
      
      * fxi: tyests
      
      * fix: arg from training script.
      
      * access from class.
      
      * run style
      
      * debug
      
      * save intermediate
      
      * some simplifications for SDXL LoRA
      
      * styling
      
      * unet config is not needed in diffusers format.
      
      * fix: dynamic SGM block mapping for SDXL kohya loras (#4322)
      
      * Use lora compatible layers for linear proj_in/proj_out (#4323)
      
      * improve condition for using the sgm_diffusers mapping
      
      * informative comment.
      
      * load compatible keys and embedding layer maaping.
      
      * Get SDXL 1.0 example lora to load
      
      * simplify
      
      * specif ranks and hidden sizes.
      
      * better handling of k rank and hidden
      
      * debug
      
      * debug
      
      * debug
      
      * debug
      
      * debug
      
      * fix: alpha keys
      
      * add check for handling LoRAAttnAddedKVProcessor
      
      * sanity comment
      
      * modifications for text encoder SDXL
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * denugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * up
      
      * up
      
      * up
      
      * up
      
      * up
      
      * up
      
      * unneeded comments.
      
      * unneeded comments.
      
      * kwargs for the other attention processors.
      
      * kwargs for the other attention processors.
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * improve
      
      * debugging
      
      * debugging
      
      * more print
      
      * Fix alphas
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * clean up
      
      * clean up.
      
      * debugging
      
      * fix: text
      
      ---------
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      Co-authored-by: default avatarBatuhan Taskaya <batuhan@python.org>
      4a4cdd6b
    • Patrick von Platen's avatar
      [ONNX] Don't download ONNX model by default (#4338) · 306a7bd0
      Patrick von Platen authored
      * [Download] Don't download ONNX weights by default
      
      * [Download] Don't download ONNX weights by default
      
      * [Download] Don't download ONNX weights by default
      
      * fix more
      
      * finish
      
      * finish
      
      * finish
      306a7bd0
    • Patrick von Platen's avatar
      [SDXL Refiner] Fix refiner forward pass for batched input (#4327) · 18b018c8
      Patrick von Platen authored
      * fix_batch_xl
      
      * Fix other pipelines as well
      
      * up
      
      * up
      
      * Update tests/pipelines/stable_diffusion_xl/test_stable_diffusion_xl_inpaint.py
      
      * sort
      
      * up
      
      * Finish it all up Co-authored-by: Bagheera <bghira@users.github.com>
      
      * Co-authored-by: Bagheera bghira@users.github.com
      
      * Co-authored-by: Bagheera <bghira@users.github.com>
      
      * Finish it all up Co-authored-by: Bagheera <bghira@users.github.com>
      18b018c8
  8. 27 Jul, 2023 3 commits
  9. 26 Jul, 2023 1 commit
  10. 25 Jul, 2023 4 commits
    • Batuhan Taskaya's avatar
      Load Kohya-ss style LoRAs with auxilary states (#4147) · ff8f5808
      Batuhan Taskaya authored
      
      
      * Support to load Kohya-ss style LoRA file format (without restrictions)
      Co-Authored-By: default avatarTakuma Mori <takuma104@gmail.com>
      Co-Authored-By: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      * tmp: add sdxl to mlp_modules
      
      ---------
      Co-authored-by: default avatarTakuma Mori <takuma104@gmail.com>
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      ff8f5808
    • Harutatsu Akiyama's avatar
      [SDXL and IP2P]: instruction pix2pix XL training and pipeline (#4079) · 428dbfec
      Harutatsu Akiyama authored
      
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * [Community] Implementation of the IADB community pipeline (#3996)
      
      * community pipeline: implementation of iadb
      
      * iadb.py: reformat using black
      
      * iadb.py: linting update
      
      * add kandinsky to readme table (#4081)
      Co-authored-by: default avataryiyixuxu <yixu310@gmail,com>
      
      * [From Single File] Force accelerate to be installed (#4078)
      
      force accelerate to be installed
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Support instruction pix2pix sdxl
      
      * Clean up IP2P SDXL code
      
      * Clean up IP2P SDXL code
      
      * [IP2P and SDXL] clean up code
      
      * [IP2P and SDXL] clean up code
      
      * [IP2P and SDXL] clean up code
      
      * [IP2P SDXL] Address code reviews
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews, add docs, tests
      
      * [IP2P SDXL] Address code reviews
      
      * [IP2P SDXL] Address code reviews
      
      * [IP2P SDXL] Add README_SDXL
      
      * [IP2P SDXL] Address code reviews
      
      * [IP2P SDXL] Address code reviews
      
      * [IP2P SDXL] Fix the copy problems
      
      * [IP2P SDXL] Add license
      
      * [IP2P SDXL] Add license
      
      * [IP2P SDXL] Add license
      
      * [IP2P SDXL] Address code reivew for selecting VAE andd others
      
      * [IP2P SDXL] Update README_sdxl
      
      * [IP2P SDXL] Update __init__
      
      * [IP2P SDXL] Update dummy_torch_and_transformers_and_invisible_watermark_objects
      
      * address patrick's comments and some additions to readmes.
      
      ---------
      Co-authored-by: default avatarHarutatsu Akiyama <kf.zy.qin@gmail.com>
      Co-authored-by: default avatarThomas Chambon <36728882+tchambon@users.noreply.github.com>
      Co-authored-by: default avatarYiYi Xu <yixu310@gmail.com>
      Co-authored-by: default avataryiyixuxu <yixu310@gmail,com>
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      428dbfec
    • YiYi Xu's avatar
      [draft v2] AutoPipeline (#4138) · c11d11d6
      YiYi Xu authored
      
      
      * initial
      
      * style
      
      * from ...pipelines -> from ..pipeline_util
      
      * make style
      
      * fix-copies
      
      * fix value_guided_sampling oops
      
      * style
      
      * add test
      
      * Show failing test
      
      * update from_pipe
      
      * fix
      
      * add controlnet, additional test and register unused original config
      
      * update for controlnet
      
      * Apply suggestions from code review
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      * store unused config as private attribute and pass if can
      
      * add doc
      
      * kandinsky inpaint pipeline does not work with decoder checkpoint
      
      * update doc
      
      * Apply suggestions from code review
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      * style
      
      * Apply suggestions from code review
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      * fix
      
      * Apply suggestions from code review
      
      ---------
      Co-authored-by: default avataryiyixuxu <yixu310@gmail,com>
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      c11d11d6
    • Sayak Paul's avatar
      [SDXL DreamBooth LoRA] add support for text encoder fine-tuning (#4097) · 365e8461
      Sayak Paul authored
      
      
      * Allow low precision sd xl
      
      * finish
      
      * finish
      
      * feat: initial draft for supporting text encoder lora finetuning for SDXL DreamBooth
      
      * fix: variable assignments.
      
      * add: autocast block.
      
      * add debugging
      
      * vae dtype hell
      
      * fix: vae dtype hell.
      
      * fix: vae dtype hell 3.
      
      * clean up
      
      * lora text encoder loader.
      
      * fix: unwrapping models.
      
      * add: tests.
      
      * docs.
      
      * handle unexpected keys.
      
      * fix vae dtype in the final inference.
      
      * fix scope problem.
      
      * fix: save_model_card args.
      
      * initialize: prefix to None.
      
      * fix: dtype issues.
      
      * apply gixes.
      
      * debgging.
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * debugging
      
      * add: fast tests.
      
      * pre-tokenize.
      
      * address: will's comments.
      
      * fix: loader and tests.
      
      * fix: dataloader.
      
      * simplify dataloader.
      
      * length.
      
      * simplification.
      
      * make style && make quality
      
      * simplify state_dict munging
      
      * fix: tests.
      
      * fix: state_dict packing.
      
      * Apply suggestions from code review
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      ---------
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      365e8461
  11. 24 Jul, 2023 5 commits
  12. 21 Jul, 2023 2 commits
  13. 20 Jul, 2023 3 commits
  14. 19 Jul, 2023 2 commits
  15. 18 Jul, 2023 3 commits
    • Sayak Paul's avatar
      [Core] add: controlnet support for SDXL (#4038) · 3eb498e7
      Sayak Paul authored
      * add: controlnet sdxl.
      
      * modifications to controlnet.
      
      * run styling.
      
      * add: __init__.pys
      
      * incorporate https://github.com/huggingface/diffusers/pull/4019
      
       changes.
      
      * run make fix-copies.
      
      * resize the conditioning images.
      
      * remove autocast.
      
      * run styling.
      
      * disable autocast.
      
      * debugging
      
      * device placement.
      
      * back to autocast.
      
      * remove comment.
      
      * save some memory by reusing the vae and unet in the pipeline.
      
      * apply styling.
      
      * Allow low precision sd xl
      
      * finish
      
      * finish
      
      * changes to accommodate the improved VAE.
      
      * modifications to how we handle vae encoding in the training.
      
      * make style
      
      * make existing controlnet fast tests pass.
      
      * change vae checkpoint cli arg.
      
      * fix: vae pretrained paths.
      
      * fix: steps in get_scheduler().
      
      * debugging.
      
      * debugging./
      
      * fix: weight conversion.
      
      * add: docs.
      
      * add: limited tests./
      
      * add: datasets to the requirements.
      
      * update docstrings and incorporate the usage of watermarking.
      
      * incorporate fix from #4083
      
      * fix watermarking dependency handling.
      
      * run make-fix-copies.
      
      * Empty-Commit
      
      * Update requirements_sdxl.txt
      
      * remove vae upcasting part.
      
      * Apply suggestions from code review
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      * run make style
      
      * run make fix-copies.
      
      * disable suppot for multicontrolnet.
      
      * Apply suggestions from code review
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      * run make fix-copies.
      
      * dtyle/.
      
      * fix-copies.
      
      ---------
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      3eb498e7
    • clarencechen's avatar
      Add Recent Timestep Scheduling Improvements to DDIM Inverse Scheduler (#3865) · c6e56e92
      clarencechen authored
      * Add Recent Timestep Scheduling Improvements to DDIM Inverse Scheduler
      
      Roll timesteps by one to reflect origin-destination semantic discrepancy
      
      Restore `set_alpha_to_one` option to handle negative initial timesteps
      
      Remove `set_alpha_to_zero` option not used due to previous truncation
      
      * Bugfix
      
      * Remove unnecessary calls to `detach()`
      
      Use `self.image_processor.preprocess` in DiffEdit pipeline functions
      
      * Preprocess list input for inverted image latents in diffedit pipeline
      
      * Add `timestep_spacing` and `steps_offset` to `DPMSolverMultistepInverseScheduler`
      
      * Update expected test results to account for inverting last forward diffusion step
      
      * Fix inversion progress bar bug
      
      * Add first draft for proper fast tests for DDIMInverseScheduler
      
      * Add deprecated DDIMInverseScheduler kwarg to ConfigMixer registry
      
      * Fix test failure in DPMMultistepInverseScheduler
      
      Invert step specification leads to negative noise variance in SDE-based algs
      
      Add first draft for proper fast tests for DPMMultistepInverseScheduler
      
      * Update expected test results to account for inverting last forward diffusion step
      
      Clean up diffedit fast test
      c6e56e92
    • Patrick von Platen's avatar
      Refactor execution device & cpu offload (#4114) · 27062c36
      Patrick von Platen authored
      * create general cpu offload & execution device
      
      * Remove boiler plate
      
      * finish
      
      * kp
      
      * Correct offload more pipelines
      
      * up
      
      * Update src/diffusers/pipelines/pipeline_utils.py
      
      * make style
      
      * up
      27062c36
  16. 17 Jul, 2023 1 commit
    • Will Berman's avatar
      t2i pipeline (#3932) · a0597f33
      Will Berman authored
      
      
      * Quick implementation of t2i-adapter
      
      Load adapter module with from_pretrained
      
      Prototyping generalized adapter framework
      
      Writeup doc string for sideload framework(WIP) + some minor update on implementation
      
      Update adapter models
      
      Remove old adapter optional args in UNet
      
      Add StableDiffusionAdapterPipeline unit test
      
      Handle cpu offload in StableDiffusionAdapterPipeline
      
      Auto correct coding style
      
      Update model repo name to "RzZ/sd-v1-4-adapter-pipeline"
      
      Refactor MultiAdapter to better compatible with config system
      
      Export MultiAdapter
      
      Create pipeline document template from controlnet
      
      Create dummy objects
      
      Supproting new AdapterLight model
      
      Fix StableDiffusionAdapterPipeline common pipeline test
      
      [WIP] Update adapter pipeline document
      
      Handle num_inference_steps in StableDiffusionAdapterPipeline
      
      Update definition of Adapter "channels_in"
      
      Update documents
      
      Apply code style
      
      Fix doc typo and merge error
      
      Update doc string and example
      
      Quality of life improvement
      
      Remove redundant code and file from prototyping
      
      Remove unused pageage
      
      Remove comments
      
      Fix title
      
      Fix typo
      
      Add conditioning scale arg
      
      Bring back old implmentation
      
      Offload sideload
      
      Add supply info on document
      
      Update src/diffusers/models/adapter.py
      Co-authored-by: default avatarWill Berman <wlbberman@gmail.com>
      
      Update MultiAdapter constructor
      
      Swap out custom checkpoint and update pipeline constructor
      
      Update docment
      
      Apply suggestions from code review
      Co-authored-by: default avatarWill Berman <wlbberman@gmail.com>
      
      Correcting style
      
      Following single-file policy
      
      Update auto size in image preprocess func
      
      Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_adapter.py
      Co-authored-by: default avatarWill Berman <wlbberman@gmail.com>
      
      fix copies
      
      Update adapter pipeline behavior
      
      Add adapter_conditioning_scale doc string
      
      Add the missing doc string
      
      Apply suggestions from code review
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      Fix few bugs from suggestion
      
      Handle L-mode PIL image as control image
      
      Rename to differentiate adapter resblock
      
      Update src/diffusers/models/adapter.py
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      Fix typo
      
      Update adapter parameter name
      
      Update test case and code style
      
      Fix copies
      
      Fix typo
      
      Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_adapter.py
      Co-authored-by: default avatarWill Berman <wlbberman@gmail.com>
      
      Update Adapter class name
      
      Add checkpoint converting script
      
      Fix style
      
      Fix-copies
      
      Remove dev script
      
      Apply suggestions from code review
      Co-authored-by: default avatarPatrick von Platen <patrick.v.platen@gmail.com>
      
      Updates for parameter rename
      
      Fix convert_adapter
      
      remove main
      
      fix diff
      
      more
      
      refactoring
      
      more
      
      more
      
      small fixes
      
      refactor
      
      tests
      
      more slow tests
      
      more tests
      
      Update docs/source/en/api/pipelines/overview.mdx
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      add community contributor to docs
      
      Update docs/source/en/api/pipelines/stable_diffusion/adapter.mdx
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      Update docs/source/en/api/pipelines/stable_diffusion/adapter.mdx
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      Update docs/source/en/api/pipelines/stable_diffusion/adapter.mdx
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      Update docs/source/en/api/pipelines/stable_diffusion/adapter.mdx
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      Update docs/source/en/api/pipelines/stable_diffusion/adapter.mdx
      Co-authored-by: default avatarSayak Paul <spsayakpaul@gmail.com>
      
      fix
      
      remove from_adapters
      
      license
      
      paper link
      
      docs
      
      more url fixes
      
      more docs
      
      fix
      
      fixes
      
      fix
      
      fix
      
      * fix sample inplace add
      
      * additional_kwargs -> additional_residuals
      
      * move t2i adapter pipeline to own module
      
      * preprocess -> _preprocess_adapter_image
      
      * add TencentArc to license
      
      * fix example code links
      
      * add image converter and fix example doc string
      
      * fix links
      
      * clearer additional residual application
      
      ---------
      Co-authored-by: default avatarHimariO <dsfhe49854@gmail.com>
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