Repository: stable-diffusion-webui
Issue: [Bug]: Composable LoRa / Latent Couple produces garbed outputs
Labels: bug-report

### Checklist

- [X] The issue exists after disabling all extensions
- [X] The issue exists on a clean installation of webui
- [X] The issue is caused by an extension, but I believe it is caused by a bug in the webui
- [X] The issue exists in the current version of the webui
- [X] The issue has not been reported before recently
- [ ] The issue has been reported before but has not been fixed yet

### What happened?

Composable LoRa / Latent Couple produces garbed outputs.
This is caused by commit [9b471436b2226458a767077707ea102e331b5d78](https://github.com/AUTOMATIC1111/stable-diffusion-webui/commit/9b471436b2226458a767077707ea102e331b5d78)

![Screenshot 2024-01-17 at 01-29-55 Stable Diffusion](https://github.com/AUTOMATIC1111/stable-diffusion-webui/assets/6998259/43b545cc-e3cb-4215-845e-67bd96ab0754)

### Steps to reproduce the problem

1. Install any version of webui at or past [9b471436b2226458a767077707ea102e331b5d78](https://github.com/AUTOMATIC1111/stable-diffusion-webui/commit/9b471436b2226458a767077707ea102e331b5d78)
2. Install [stable-diffusion-webui-composable-lora](https://github.com/a2569875/stable-diffusion-webui-composable-lora) and [stable-diffusion-webui-two-shot](https://github.com/ashen-sensored/stable-diffusion-webui-two-shot)
3. Create masks assigned to different LoRas

### What should have happened?

Should get outputs with separate LoRas assigned to different areas like this:
![Screenshot 2024-01-17 at 01-23-00 Stable Diffusion](https://github.com/AUTOMATIC1111/stable-diffusion-webui/assets/6998259/51d90192-ead5-409b-8793-9f6830eb1192)

### What browsers do you use to access the UI ?

Mozilla Firefox

### Sysinfo

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    "Packages": [
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        "bidict==0.22.1",
        "bitsandbytes==0.41.2.post2",
        "blendmodes==2022",
        "boltons==23.1.1",
        "cachetools==5.3.2",
        "certifi==2023.11.17",
        "cffi==1.16.0",
        "chardet==5.2.0",
        "charset-normalizer==3.3.2",
        "clean-fid==0.1.35",
        "click==8.1.7",
        "clip==1.0",
        "colorama==0.4.6",
        "coloredlogs==15.0.1",
        "colorlog==6.8.0",
        "contourpy==1.2.0",
        "controlnet-aux==0.0.3",
        "cssselect2==0.7.0",
        "cycler==0.12.1",
        "cython==3.0.8",
        "dadaptation==3.2",
        "deprecation==2.1.0",
        "diffusers==0.25.0",
        "discord-webhook==1.3.0",
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        "ffmpy==0.3.1",
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        "filterpy==1.4.5",
        "flask-cors==4.0.0",
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        "flask==2.2.3",
        "flaskwebgui==0.3.5",
        "flatbuffers==23.5.26",
        "fonttools==4.47.0",
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        "gfpgan==1.3.8",
        "gitdb==4.0.11",
        "gitpython==3.1.41",
        "google-auth-oauthlib==1.0.0",
        "google-auth==2.26.1",
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        "gradio==3.41.2",
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        "h11==0.12.0",
        "httpcore==0.15.0",
        "httpx==0.24.1",
        "huggingface-hub==0.20.2",
        "humanfriendly==10.0",
        "idna==3.6",
        "imageio==2.33.1",
        "importlib-metadata==7.0.1",
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        "inflection==0.5.1",
        "insightface==0.7.3",
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        "jsonschema==4.20.0",
        "kiwisolver==1.4.5",
        "kornia==0.6.7",
        "lama-cleaner==1.2.5",
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        "lazy-loader==0.3",
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        "llvmlite==0.41.1",
        "lmdb==1.4.1",
        "loguru==0.7.2",
        "lpips==0.1.4",
        "lxml==5.0.1",
        "mapbox-earcut==1.0.1",
        "markdown-it-py==3.0.0",
        "markdown==3.5.1",
        "markupsafe==2.1.3",
        "matplotlib==3.8.2",
        "mdurl==0.1.2",
        "mediapipe==0.10.9",
        "mpmath==1.3.0",
        "multidict==6.0.4",
        "networkx==3.2.1",
        "numba==0.58.1",
        "numpy==1.23.5",
        "oauthlib==3.2.2",
        "omegaconf==2.2.3",
        "onnx==1.15.0",
        "onnxruntime==1.16.3",
        "open-clip-torch==2.20.0",
        "opencv-contrib-python==4.9.0.80",
        "opencv-python-headless==4.9.0.80",
        "opencv-python==4.9.0.80",
        "orjson==3.9.10",
        "packaging==23.2",
        "pandas==2.1.4",
        "piexif==1.1.3",
        "pillow==9.5.0",
        "pip==22.2.1",
        "platformdirs==4.1.0",
        "portalocker==2.8.2",
        "prettytable==3.9.0",
        "protobuf==3.20.3",
        "psutil==5.9.5",
        "py-cpuinfo==9.0.0",
        "pyasn1-modules==0.3.0",
        "pyasn1==0.5.1",
        "pycollada==0.8",
        "pycparser==2.21",
        "pydantic==1.10.13",
        "pydub==0.25.1",
        "pygments==2.17.2",
        "pyparsing==3.1.1",
        "pyreadline3==3.4.1",
        "pysocks==1.7.1",
        "python-dateutil==2.8.2",
        "python-engineio==4.8.2",
        "python-multipart==0.0.6",
        "python-socketio==5.11.0",
        "pytorch-lightning==1.9.4",
        "pytorch-optimizer==2.12.0",
        "pytz==2023.3.post1",
        "pywavelets==1.5.0",
        "pywin32==306",
        "pyyaml==6.0.1",
        "qudida==0.0.4",
        "realesrgan==0.3.0",
        "referencing==0.32.1",
        "regex==2023.12.25",
        "reportlab==4.0.8",
        "requests-oauthlib==1.3.1",
        "requests==2.31.0",
        "resize-right==0.0.2",
        "rich==13.7.0",
        "rpds-py==0.16.2",
        "rsa==4.9",
        "rtree==1.1.0",
        "safetensors==0.3.1",
        "scikit-image==0.21.0",
        "scikit-learn==1.3.2",
        "scipy==1.11.4",
        "seaborn==0.13.1",
        "segment-anything==1.0",
        "semantic-version==2.10.0",
        "sentencepiece==0.1.99",
        "setuptools==63.2.0",
        "shapely==2.0.2",
        "simple-websocket==1.0.0",
        "six==1.16.0",
        "smmap==5.0.1",
        "sniffio==1.3.0",
        "sounddevice==0.4.6",
        "soupsieve==2.5",
        "starlette==0.26.1",
        "svg.path==6.3",
        "svglib==1.5.1",
        "sympy==1.12",
        "tabulate==0.9.0",
        "tb-nightly==2.16.0a20240107",
        "tensorboard-data-server==0.7.2",
        "tensorboard==2.13.0",
        "termcolor==2.4.0",
        "tf-keras-nightly==2.16.0.dev2024010710",
        "thop==0.1.1.post2209072238",
        "threadpoolctl==3.2.0",
        "tifffile==2023.12.9",
        "timm==0.9.2",
        "tinycss2==1.2.1",
        "tokenizers==0.13.3",
        "tomesd==0.1.3",
        "tomli==2.0.1",
        "toolz==0.12.0",
        "torch==2.0.1+cu118",
        "torchdiffeq==0.2.3",
        "torchmetrics==1.2.1",
        "torchsde==0.2.6",
        "torchvision==0.15.2+cu118",
        "tqdm==4.66.1",
        "trampoline==0.1.2",
        "transformers==4.30.2",
        "trimesh==4.0.8",
        "typing-extensions==4.9.0",
        "tzdata==2023.4",
        "ultralytics==8.0.237",
        "urllib3==2.1.0",
        "uvicorn==0.25.0",
        "wcwidth==0.2.13",
        "webencodings==0.5.1",
        "websockets==11.0.3",
        "werkzeug==2.2.2",
        "wheel==0.42.0",
        "whichcraft==0.6.1",
        "win32-setctime==1.1.0",
        "wsproto==1.2.0",
        "xformers==0.0.20",
        "xxhash==3.4.1",
        "yacs==0.1.8",
        "yapf==0.40.2",
        "yarl==1.9.4",
        "zipp==3.17.0"
    ]
}

### Console logs

```Shell
Python 3.10.6 (tags/v3.10.6:9c7b4bd, Aug  1 2022, 21:53:49) [MSC v.1932 64 bit (AMD64)]
Version: v1.6.1-305-g9b471436
Commit hash: 9b471436b2226458a767077707ea102e331b5d78
Installing requirements
bin C:\Users\chris\AppData\Local\sdpre170\venv\lib\site-packages\bitsandbytes\libbitsandbytes_cuda118.dll
If submitting an issue on github, please provide the full startup log for debugging purposes.

Initializing Dreambooth
Dreambooth revision: 8207ccd85430fdfddcb4afa8589c88305be40f9c
Checking xformers...
Checking bitsandbytes...
Checking bitsandbytes (Windows)
Virtual environment path: C:\Users\chris\AppData\Local\sdpre170\venv
Checking for C:\Users\chris\AppData\Local\sdpre170\venv\lib\site-packages\bitsandbytes\libbitsandbytes_cuda111.dll
Found windows BNB DLL C:\Users\chris\AppData\Local\sdpre170\venv\lib\site-packages\bitsandbytes\libbitsandbytes_cuda111.dll
Checking Dreambooth requirements...
Installed version of accelerate: 0.21.0
[Dreambooth] accelerate v0.21.0 is already installed.
Installed version of dadaptation: 3.2
[Dreambooth] dadaptation v3.2 is already installed.
Installed version of diffusers: 0.25.0
[Dreambooth] diffusers v0.25.0 is already installed.
Installed version of discord-webhook: 1.3.0
[Dreambooth] discord-webhook v1.3.0 is already installed.
Installed version of fastapi: 0.94.0
[Dreambooth] fastapi is already installed.
Installed version of gitpython: 3.1.32
[Dreambooth] gitpython v3.1.40 is not installed.
Successfully installed gitpython-3.1.41

Installed version of pytorch_optimizer: 2.12.0
[Dreambooth] pytorch_optimizer v2.12.0 is already installed.
Installed version of Pillow: 9.5.0
[Dreambooth] Pillow is already installed.
Installed version of tqdm: 4.66.1
[Dreambooth] tqdm is already installed.
Installed version of tomesd: 0.1.3
[Dreambooth] tomesd v0.1.2 is already installed.
Installed version of tensorboard: 2.13.0
[Dreambooth] tensorboard v2.13.0 is already installed.
[+] torch version 2.0.1+cu118 installed.
[+] torchvision version 0.15.2+cu118 installed.
[+] accelerate version 0.21.0 installed.
[+] diffusers version 0.25.0 installed.
[+] bitsandbytes version 0.41.2.post2 installed.
[!] xformers version 0.0.20 installed.
Launching Web UI with arguments:
bin C:\Users\chris\AppData\Local\sdpre170\venv\lib\site-packages\bitsandbytes\libbitsandbytes_cuda118.dll
No module 'xformers'. Proceeding without it.
ControlNet preprocessor location: C:\Users\chris\AppData\Local\stable-diffusion-webui\extensions\sd-webui-controlnet\annotator\downloads
2024-01-16 23:51:12,121 - ControlNet - INFO - ControlNet v1.1.430
2024-01-16 23:51:12,177 - ControlNet - INFO - ControlNet v1.1.430
Loading weights [b245e4a7fa] from C:\Users\chris\AppData\Local\sdpre170\models\Stable-diffusion\turbovisionxlSuperFastXLBasedOnNew_tvxlV32Bakedvae.safetensors
2024-01-16 23:51:13,940 - ControlNetFastload - INFO - Load Controlnet Fastload Filter on isRemote=None and accessLevel=2
Creating model from config: C:\Users\chris\AppData\Local\sdpre170\repositories\generative-models\configs\inference\sd_xl_base.yaml
Running on local URL:  http://127.0.0.1:7860

To create a public link, set `share=True` in `launch()`.
Startup time: 17.1s (prepare environment: 10.2s, import torch: 1.9s, import gradio: 0.6s, setup paths: 0.7s, initialize shared: 0.1s, other imports: 0.2s, setup codeformer: 0.1s, load scripts: 2.0s, create ui: 1.0s, gradio launch: 0.3s).
Applying attention optimization: Doggettx... done.
Model loaded in 5.1s (load weights from disk: 0.9s, create model: 0.4s, apply weights to model: 3.1s, calculate empty prompt: 0.6s).
Advanced elements visible: False
Composable LoRA load successful.
100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:39<00:00,  7.95s/it]
Total progress: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:40<00:00,  8.13s/it]
2024-01-16 23:53:23,478 - ControlNet - INFO - unit_separate = False, style_align = False██████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:40<00:00,  7.35s/it]
2024-01-16 23:53:23,721 - ControlNet - INFO - Loading model: diffusers_xl_depth_full [2f51180b]
2024-01-16 23:53:23,867 - ControlNet - INFO - Loaded state_dict from [C:\Users\chris\AppData\Local\sdpre170\models\ControlNet\diffusers_xl_depth_full.safetensors]
2024-01-16 23:53:23,871 - ControlNet - INFO - controlnet_sdxl_config
2024-01-16 23:53:35,539 - ControlNet - INFO - ControlNet model diffusers_xl_depth_full [2f51180b] loaded.
2024-01-16 23:53:35,816 - ControlNet - INFO - Loading preprocessor: none
2024-01-16 23:53:35,817 - ControlNet - INFO - preprocessor resolution = 1024
2024-01-16 23:53:36,078 - ControlNet - INFO - Loading model: thibaud_xl_openpose [c7b9cadd]
2024-01-16 23:53:36,300 - ControlNet - INFO - Loaded state_dict from [C:\Users\chris\AppData\Local\sdpre170\models\ControlNet\thibaud_xl_openpose.safetensors]
2024-01-16 23:53:36,309 - ControlNet - INFO - controlnet_sdxl_config
Advanced elements visible: True
2024-01-16 23:53:44,205 - ControlNet - INFO - ControlNet model thibaud_xl_openpose [c7b9cadd] loaded.
2024-01-16 23:53:44,473 - ControlNet - INFO - Loading preprocessor: none
2024-01-16 23:53:44,473 - ControlNet - INFO - preprocessor resolution = 1024
2024-01-16 23:53:44,509 - ControlNet - INFO - ControlNet Hooked - Time = 21.03466558456421
Composable LoRA load successful.
100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [01:36<00:00, 19.24s/it]
Total progress: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [01:33<00:00, 18.69s/it]
Total progress: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [01:33<00:00, 18.16s/it]
```


### Additional information

_No response_