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This reverts commit 1a8114bf

* feat: support IP-adapter

* FBCache and comfyUI

* fixing conflicts

* update

* update example

* update example

* style: make linter happy

* update

* update ipa test

* add docs and rename IP to ip

* docs: add docs for ipa

* docs: add docs for ipa

* add an example for pulid

* update

* save gpu memory

* change the threshold to 0.8

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Co-authored-by: Muyang Li <lmxyy1999@foxmail.com>

* Fix: Correctly specify non-zero GPUs in multi-GPU environments

This commit resolves an issue where the Nunchaku model could not be
correctly initialized and run on a user-specified non-zero GPU in
multi-GPU systems.

Key changes include:
- Using CUDADeviceContext in the FluxModel constructor to ensure
  the model and its submodules are created within the specified GPU context.
- Modifying the logic in FluxModel::forward for copying residual data
  from CPU back to GPU, ensuring it returns to the correct original GPU device.
- Adding explicit CUDA context management in Tensor::copy_ for data
  copy operations involving CUDA devices (H2D, D2H, D2D) to guarantee
  cudaMemcpyAsync executes on the correct device.

These changes allow users to reliably run Nunchaku on any specified
GPU in a multi-GPU setup.

* finish pre-commit

* upgrade pulid to 0.9.1,When the EVA CLIP config is not found, I use the built-in JSON parameters instead.The issue of repeated model downloads has been resolved, and the model path specified by ComfyUI will be faithfully used.

style:apply black check

style:apply isort check

* fix callback bugs

style: apply clang-format

* fix:cache issue if offload is set to True

* fix: lint

* style: reformated codes

* style: reformated codes

* add pulid

* Add the feature that allows the mixed use of pulid and non-pulid after loading pulid to generate the pipeline.

* Added the feature to load LoRA at any time.

* Organized the directory structure.

* Organized the code.

* Removed unused related code from eva-clip.

* style: apply Ruff formatting

* Refactored code and verified pulid works.

* add pulid tests

* auto detect precision in test

* Updated requirements.txt

* update requirements

* style: reformat the example

* style: reformat the example

* style: rename cb to call_back

* style: format the codes

* style: format the codes

* reformated the codes

* fix the repo forward

* clean some dead codes

* wrap up for pulid

---------
Co-authored-by: kkkxue <kkkxue@tencent.com>
Co-authored-by: muyangli <lmxyy1999@foxmail.com>

* fix: fix a typo

* style: format the imports

* fix forward_layer in FluxModel.cpp

* Update FluxModel.cpp

Co-authored-by: Zhekai Zhang <sxtyzhangzk@gmail.com>
Co-authored-by: Muyang Li <lmxyy1999@foxmail.com>
Co-authored-by: Yujun Lin <16437040+synxlin@users.noreply.github.com>