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  1. extensions/sd-webui-reactor/.github/ISSUE_TEMPLATE/bug_report.yml +58 -0
  2. extensions/sd-webui-reactor/.github/ISSUE_TEMPLATE/config.yml +5 -0
  3. extensions/sd-webui-reactor/.github/ISSUE_TEMPLATE/feature_request.yml +16 -0
  4. extensions/sd-webui-reactor/.gitignore +10 -0
  5. extensions/sd-webui-reactor/API.md +71 -0
  6. extensions/sd-webui-reactor/LICENSE +661 -0
  7. extensions/sd-webui-reactor/README.md +361 -0
  8. extensions/sd-webui-reactor/README_RU.md +372 -0
  9. extensions/sd-webui-reactor/example/IamSFW.jpg +3 -0
  10. extensions/sd-webui-reactor/example/api_example.py +103 -0
  11. extensions/sd-webui-reactor/example/api_external.curl +0 -0
  12. extensions/sd-webui-reactor/example/api_external.json +0 -0
  13. extensions/sd-webui-reactor/example/insightface-0.7.3-cp310-cp310-win_amd64.whl +0 -0
  14. extensions/sd-webui-reactor/install.py +147 -0
  15. extensions/sd-webui-reactor/last_device.txt +1 -0
  16. extensions/sd-webui-reactor/reactor_modules/__pycache__/reactor_mask.cpython-310.pyc +0 -0
  17. extensions/sd-webui-reactor/reactor_modules/reactor_mask.py +176 -0
  18. extensions/sd-webui-reactor/reactor_ui/__init__.py +4 -0
  19. extensions/sd-webui-reactor/reactor_ui/__pycache__/__init__.cpython-310.pyc +0 -0
  20. extensions/sd-webui-reactor/reactor_ui/__pycache__/reactor_main_ui.cpython-310.pyc +0 -0
  21. extensions/sd-webui-reactor/reactor_ui/__pycache__/reactor_settings_ui.cpython-310.pyc +0 -0
  22. extensions/sd-webui-reactor/reactor_ui/__pycache__/reactor_tools_ui.cpython-310.pyc +0 -0
  23. extensions/sd-webui-reactor/reactor_ui/__pycache__/reactor_upscale_ui.cpython-310.pyc +0 -0
  24. extensions/sd-webui-reactor/reactor_ui/reactor_main_ui.py +182 -0
  25. extensions/sd-webui-reactor/reactor_ui/reactor_settings_ui.py +77 -0
  26. extensions/sd-webui-reactor/reactor_ui/reactor_tools_ui.py +25 -0
  27. extensions/sd-webui-reactor/reactor_ui/reactor_upscale_ui.py +39 -0
  28. extensions/sd-webui-reactor/requirements.txt +3 -0
  29. extensions/sd-webui-reactor/scripts/__pycache__/console_log_patch.cpython-310.pyc +0 -0
  30. extensions/sd-webui-reactor/scripts/__pycache__/reactor_api.cpython-310.pyc +0 -0
  31. extensions/sd-webui-reactor/scripts/__pycache__/reactor_faceswap.cpython-310.pyc +0 -0
  32. extensions/sd-webui-reactor/scripts/__pycache__/reactor_globals.cpython-310.pyc +0 -0
  33. extensions/sd-webui-reactor/scripts/__pycache__/reactor_helpers.cpython-310.pyc +0 -0
  34. extensions/sd-webui-reactor/scripts/__pycache__/reactor_logger.cpython-310.pyc +0 -0
  35. extensions/sd-webui-reactor/scripts/__pycache__/reactor_swapper.cpython-310.pyc +0 -0
  36. extensions/sd-webui-reactor/scripts/__pycache__/reactor_version.cpython-310.pyc +0 -0
  37. extensions/sd-webui-reactor/scripts/console_log_patch.py +120 -0
  38. extensions/sd-webui-reactor/scripts/reactor_api.py +118 -0
  39. extensions/sd-webui-reactor/scripts/reactor_entities/__pycache__/face.cpython-310.pyc +0 -0
  40. extensions/sd-webui-reactor/scripts/reactor_entities/__pycache__/rect.cpython-310.pyc +0 -0
  41. extensions/sd-webui-reactor/scripts/reactor_entities/face.py +147 -0
  42. extensions/sd-webui-reactor/scripts/reactor_entities/rect.py +78 -0
  43. extensions/sd-webui-reactor/scripts/reactor_faceswap.py +589 -0
  44. extensions/sd-webui-reactor/scripts/reactor_globals.py +42 -0
  45. extensions/sd-webui-reactor/scripts/reactor_helpers.py +217 -0
  46. extensions/sd-webui-reactor/scripts/reactor_inferencers/__pycache__/bisenet_mask_generator.cpython-310.pyc +0 -0
  47. extensions/sd-webui-reactor/scripts/reactor_inferencers/__pycache__/mask_generator.cpython-310.pyc +0 -0
  48. extensions/sd-webui-reactor/scripts/reactor_inferencers/bisenet_mask_generator.py +86 -0
  49. extensions/sd-webui-reactor/scripts/reactor_inferencers/mask_generator.py +36 -0
  50. extensions/sd-webui-reactor/scripts/reactor_logger.py +55 -0
extensions/sd-webui-reactor/.github/ISSUE_TEMPLATE/bug_report.yml ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ name: Bug Report
2
+ description: You think somethings is broken
3
+ labels: ["bug", "new"]
4
+
5
+ body:
6
+ - type: checkboxes
7
+ attributes:
8
+ label: First, confirm
9
+ description: Make sure you use the latest version of the ReActor extension and you have already searched to see if an issue already exists for the bug you encountered before you create a new Issue.
10
+ options:
11
+ - label: I have read the [instruction](https://github.com/Gourieff/sd-webui-reactor/blob/main/README.md) carefully
12
+ required: true
13
+ - label: I have searched the existing issues
14
+ required: true
15
+ - label: I have updated the extension to the latest version
16
+ required: true
17
+ - type: markdown
18
+ attributes:
19
+ value: |
20
+ *Please fill this form with as much information as possible and *provide screenshots if possible**
21
+ - type: textarea
22
+ id: what-did
23
+ attributes:
24
+ label: What happened?
25
+ description: Tell what happened in a very clear and simple way
26
+ validations:
27
+ required: true
28
+ - type: textarea
29
+ id: steps
30
+ attributes:
31
+ label: Steps to reproduce the problem
32
+ description: Please provide with precise step by step instructions on how to reproduce the bug
33
+ value: |
34
+ 1. Go to ....
35
+ 2. Press ....
36
+ 3. ...
37
+ validations:
38
+ required: true
39
+ - type: textarea
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+ id: sysinfo
41
+ attributes:
42
+ label: Sysinfo
43
+ description: Describe your platform. OS, browser, GPU, what SD WebUI you use, what version and what extensions are also enabled. If you use A1111 you can generate "System info file" (Settings -> Sysinfo) and put it here.
44
+ validations:
45
+ required: true
46
+ - type: textarea
47
+ id: logs
48
+ attributes:
49
+ label: Relevant console log
50
+ description: Please provide cmd/terminal logs from the moment you started UI to the momemt you got an error. This will be automatically formatted into code, so no need for backticks.
51
+ render: Shell
52
+ validations:
53
+ required: true
54
+ - type: textarea
55
+ id: misc
56
+ attributes:
57
+ label: Additional information
58
+ description: Please provide with any relevant additional info or context.
extensions/sd-webui-reactor/.github/ISSUE_TEMPLATE/config.yml ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
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+ blank_issues_enabled: false
2
+ contact_links:
3
+ - name: ReActor Extension Community Support
4
+ url: https://github.com/Gourieff/sd-webui-reactor/discussions
5
+ about: Please ask and answer questions here.
extensions/sd-webui-reactor/.github/ISSUE_TEMPLATE/feature_request.yml ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ name: Feature request
2
+ description: Suggest an idea for this project
3
+ title: "[Feature]: "
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+ labels: ["enhancement", "new"]
5
+
6
+ body:
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+ - type: textarea
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+ id: description
9
+ attributes:
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+ label: Feature description
11
+ description: Describe the feature in a clear and simple way
12
+ value:
13
+ - type: markdown
14
+ attributes:
15
+ value: |
16
+ The best way to propose an idea is to start a new discussion via the [Discussions](https://github.com/Gourieff/sd-webui-reactor/discussions) section (choose the "Idea" category)
extensions/sd-webui-reactor/.gitignore ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ __pycache__/
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+ *.py[cod]
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+ *$py.class
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+ *.pyc
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+
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+ .vscode/
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+
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+ example
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+ *.txt
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+ !requirements.txt
extensions/sd-webui-reactor/API.md ADDED
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1
+ # <div align="center">ReActor Extension API</div>
2
+
3
+ <div align="center">
4
+
5
+ [Built-in SD WebUI API](#built-in-sd-webui-api) | [External ReActor API](#external-reactor-api)
6
+
7
+ ---
8
+ </div>
9
+
10
+ Gourieff's **ReActor** SD WebUI Extension allows to operate via API: both built-in and external (POST and GET requests).
11
+
12
+
13
+ ## Built-in SD WebUI API
14
+
15
+ This API is actual if you use Automatic1111 stable-diffusion-webui.
16
+
17
+ First of all - check the [SD Web API Wiki](https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/API) for how to use the API.
18
+
19
+ * Call `requests.get(url=f'{address}/sdapi/v1/script-info')` to find the args that ReActor needs;
20
+ * Define ReActor script args and add like this `"alwayson_scripts": {"reactor":{"args":args}}` in the payload;
21
+ * Call the API.
22
+
23
+ You can find the [full usage example](./example/api_example.py) with all the available parameters and discriptions in the "example" folder.
24
+
25
+ ## External ReActor API
26
+
27
+ ReActor extension supports for external calls via POST or GET requests while your SD WebUI server is working.
28
+
29
+ > :warning: Source and Target images must be "base64".
30
+
31
+ Example:
32
+
33
+ ```
34
+ curl -X POST \
35
+ 'http://127.0.0.1:7860/reactor/image' \
36
+ -H 'accept: application/json' \
37
+ -H 'Content-Type: application/json' \
38
+ -d '{
39
+ "source_image": "data:image/png;base64,/9j/4QAYRXhpZgAASUkqAAgAAAAAAAAAAAAAAP/sABFEdWNreQABAAQAAABQAAD/7g...",
40
+ "target_image": "data:image/png;base64,/9j/4QAYRXhpZgAASUkqAAgAAAAAAAAAAAAAAP/sABFEdWNreQABAAQAAABCAAD/7g...",
41
+ "source_faces_index": [0],
42
+ "face_index": [0],
43
+ "upscaler": "4x_Struzan_300000",
44
+ "scale": 2,
45
+ "upscale_visibility": 1,
46
+ "face_restorer": "CodeFormer",
47
+ "restorer_visibility": 1,
48
+ "restore_first": 1,
49
+ "model": "inswapper_128.onnx",
50
+ "gender_source": 0,
51
+ "gender_target": 0,
52
+ "save_to_file": 0,
53
+ "result_file_path": ""
54
+ }'
55
+ ```
56
+
57
+ * Set `"upscaler"` to `"None"` and `"scale"` to `1` if you don't need to upscale;
58
+ * Set `"save_to_file"` to `1` if you need to save result to a file;
59
+ * `"result_file_path"` is set to the `"outputs/api"` folder by default (please, create the folder beforehand to avoid any errors) with a timestamped filename; (output_YYYY-MM-DD_hh-mm-ss), you can set any specific path, e.g. `"C:/stable-diffusion-webui/outputs/api/output.png"`.
60
+
61
+ You can find full usage examples with all the available parameters in the "example" folder: [cURL](./example/api_external.curl), [JSON](./example/api_external.json).
62
+
63
+ As a result you recieve a "base64" image:
64
+
65
+ ```
66
+ {"image":"iVBORw0KGgoAAAANSUhEUgAABlAAAARQCAIAAAAdiYuqAAEAAElEQVR4nOz9+ZMlSXImBn6qau4vIjKzzr5wzwBCDrm/7f+/K7IHV3ZkhUIuyZHlkBhiMGig0Y0..."}
67
+ ```
68
+
69
+ A list of available models can be seen by GET:
70
+ * http://127.0.0.1:7860/reactor/models
71
+ * http://127.0.0.1:7860/reactor/upscalers
extensions/sd-webui-reactor/LICENSE ADDED
@@ -0,0 +1,661 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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extensions/sd-webui-reactor/README.md ADDED
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1
+ <div align="center">
2
+
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+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/ReActor_logo_NEW_EN.png?raw=true" alt="logo" width="180px"/>
4
+
5
+ ![Version](https://img.shields.io/badge/version-0.6.0-brightgreen?style=for-the-badge&labelColor=darkgreen)
6
+
7
+ <a href="https://boosty.to/artgourieff" target="_blank">
8
+ <img src="https://lovemet.ru/www/boosty.jpg" width="108" alt="Support Me on Boosty"/>
9
+ <br>
10
+ <sup>
11
+ Support This Project
12
+ </sup>
13
+ </a>
14
+
15
+ <hr>
16
+
17
+ [![Commit activity](https://img.shields.io/github/commit-activity/t/Gourieff/sd-webui-reactor/main?cacheSeconds=0)](https://github.com/Gourieff/sd-webui-reactor/commits/main)
18
+ ![Last commit](https://img.shields.io/github/last-commit/Gourieff/sd-webui-reactor/main?cacheSeconds=0)
19
+ [![Opened issues](https://img.shields.io/github/issues/Gourieff/sd-webui-reactor?color=red)](https://github.com/Gourieff/sd-webui-reactor/issues?cacheSeconds=0)
20
+ [![Closed issues](https://img.shields.io/github/issues-closed/Gourieff/sd-webui-reactor?color=green&cacheSeconds=0)](https://github.com/Gourieff/sd-webui-reactor/issues?q=is%3Aissue+is%3Aclosed)
21
+ ![License](https://img.shields.io/github/license/Gourieff/sd-webui-reactor)
22
+
23
+ English | [Русский](/README_RU.md)
24
+
25
+ # ReActor for Stable Diffusion
26
+
27
+ ### The Fast and Simple FaceSwap Extension with a lot of improvements and without NSFW filter (uncensored, use it on your own [responsibility](#disclaimer))
28
+
29
+ ---
30
+ <b>
31
+ <a href="#latestupdate">What's new</a> | <a href="#installation">Installation</a> | <a href="#features">Features</a> | <a href="#usage">Usage</a> | <a href="#api">API</a> | <a href="#troubleshooting">Troubleshooting</a> | <a href="#updating">Updating</a> | <a href="#comfyui">ComfyUI</a> | <a href="#disclaimer">Disclaimer</a>
32
+ </b>
33
+ </div>
34
+
35
+ ---
36
+
37
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/demo_crop.jpg?raw=true" alt="example"/>
38
+
39
+ <a name="latestupdate">
40
+
41
+ ## What's new in the latest updates
42
+
43
+ ### 0.6.0 <sub><sup>ALPHA1
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+
45
+ - UI reworked
46
+ - You can now load several source images (with reference faces) or set the path to the folder containing faces images
47
+
48
+ <img src="https://github.com/Gourieff/Assets/blob/main/sd-webui-reactor/multiple_source_images_demo_01.png?raw=true" alt="0.6.0-whatsnew-01" width="100%"/>
49
+
50
+ <img src="https://github.com/Gourieff/Assets/blob/main/sd-webui-reactor/multiple_source_images_demo_02.png?raw=true" alt="0.6.0-whatsnew-02" width="100%"/>
51
+
52
+ ### 0.5.1
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+
54
+ - You can save face models as "safetensors" files (stored in `<sd-web-ui-folder>\models\reactor\faces`) and load them into ReActor, keeping super lightweight face models of the faces you use;
55
+ - "Face Mask Correction" option - if you encounter some pixelation around face contours, this option will be useful;
56
+
57
+ <img src="https://github.com/Gourieff/Assets/blob/main/sd-webui-reactor/face_model_demo_01.jpg?raw=true" alt="0.5.0-whatsnew-01" width="100%"/>
58
+
59
+ ## Installation
60
+
61
+ [Automatic1111](#a1111) | [Vladmandic SD.Next](#sdnext) | [Google Colab SD WebUI](#colab)
62
+
63
+ <a name="a1111">If you use [AUTOMATIC1111 web-ui](https://github.com/AUTOMATIC1111/stable-diffusion-webui/):
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+
65
+ 1. (For Windows Users):
66
+ - Install **Visual Studio 2022** (Community version, for example - you need this step to build some of dependencies):
67
+ https://visualstudio.microsoft.com/downloads/
68
+ - OR only **VS C++ Build Tools** (if you don't need the whole Visual Studio) and select "Desktop Development with C++" under "Workloads -> Desktop & Mobile":
69
+ https://visualstudio.microsoft.com/visual-cpp-build-tools/
70
+ - OR if you don't want to install VS or VS C++ BT - follow [this steps (sec. VIII)](#insightfacebuild)
71
+ 2. In web-ui, go to the "Extensions" tab, load "Available" extensions and type "ReActor" in the search field or use this URL `https://github.com/Gourieff/sd-webui-reactor` in the "Install from URL" tab - and click "Install"
72
+ 3. Please, wait for several minutes until the installation process will be finished (be patient, don't interrupt the process)
73
+ 4. Check the last message in your SD-WebUI Console:
74
+ * If you see the message "--- PLEASE, RESTART the Server! ---" - so, do it, stop the Server (CTRL+C or CMD+C) and start it again - or just go to the "Installed" tab, click "Apply and restart UI"
75
+ * If you see the message "Done!", just reload the UI
76
+ 5. Enjoy!
77
+
78
+ <a name="sdnext">If you use [SD.Next](https://github.com/vladmandic/automatic):
79
+
80
+ 1. Close (stop) your SD WebUI Server if it's running
81
+ 2. (For Windows Users) See the [1st step](#a1111) for Automatic1111 (if you followed [this steps (sec. VIII)](#insightfacebuild) instead - go to the Step 5)
82
+ 3. Go to (Windows)`automatic\venv\Scripts` or (MacOS/Linux)`automatic/venv/bin`, run Terminal or Console (cmd) for that folder and type `activate`
83
+ 4. Run `pip install insightface==0.7.3`
84
+ 5. Run SD.Next, go to the "Extensions" tab and use this URL `https://github.com/Gourieff/sd-webui-reactor` in the "Install from URL" tab and click "Install"
85
+ 6. Please, wait for several minutes until the installation process will be finished (be patient, don't interrupt the process)
86
+ 7. Check the last message in your SD.Next Console:
87
+ * If you see the message "--- PLEASE, RESTART the Server! ---" - stop the Server (CTRL+C or CMD+C) or just close your console
88
+ 8. Go to the `automatic\extensions\sd-webui-reactor` directory - if you see there `models\insightface` folder with the file `inswapper_128.onnx`, just move the file to the `automatic\models\insightface` folder
89
+ 9. Run your SD.Next WebUI and enjoy!
90
+
91
+ <a name="colab">If you use [Cagliostro Colab UI](https://github.com/Linaqruf/sd-notebook-collection):
92
+
93
+ 1. In active WebUI, go to the "Extensions" tab, load "Available" extensions and type "ReActor" in the search field or use this URL `https://github.com/Gourieff/sd-webui-reactor` in the "Install from URL" tab - and click "Install"
94
+ 2. Please, wait for several minutes until the installation process will be finished (be patient, don't interrupt the process)
95
+ 3. When you see the message "--- PLEASE, RESTART the Server! ---" (in your Colab Notebook Start UI section "Start Cagliostro Colab UI") - just go to the "Installed" tab and click "Apply and restart UI"
96
+ 4. Enjoy!
97
+
98
+ ## Features
99
+
100
+ - Very fast and accurate **face replacement (face swap)** in images
101
+ - **Multiple faces support**
102
+ - **Gender detection**
103
+ - Ability to **save original images** (made before swapping)
104
+ - **Face restoration** of a swapped face
105
+ - **Upscaling** of a resulting image
106
+ - Saving ans loading **Safetensors Face Models**
107
+ - **Facial Mask Correction** to avoid any pixelation around face contours
108
+ - Ability to set the **Postprocessing order**
109
+ - **100% compatibility** with different **SD WebUIs**: Automatic1111, SD.Next, Cagliostro Colab UI
110
+ - **Fast performance** even with CPU, ReActor for SD WebUI is absolutely not picky about how powerful your GPU is
111
+ - **CUDA** acceleration support since version 0.5.0
112
+ - **[API](/API.md) support**: both SD WebUI built-in and external (via POST/GET requests)
113
+ - **ComfyUI [support](https://github.com/Gourieff/comfyui-reactor-node)**
114
+ - **Mac M1/M2 [support](https://github.com/Gourieff/sd-webui-reactor/issues/42)**
115
+ - Console **log level control**
116
+ - **NSFW filter free** (this extension is aimed at highly developed intellectual people, not at perverts; our society must be oriented on its way towards the highest standards, not the lowest - this is the essence of development and evolution; so, my position is - that mature-minded people are clever enough to understand for themselves what is good and what is bad and take full responsibility for personal actions; for others - no "filters" will help until they do understand how Universe works)
117
+
118
+ ## Usage
119
+
120
+ > Using this software you are agree with [disclaimer](#disclaimer)
121
+
122
+ 1. Under "ReActor" drop-down menu, import an image containing a face;
123
+ 2. Turn on the "Enable" checkbox;
124
+ 3. That's it, now the generated result will have the face you selected.
125
+
126
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/example.jpg?raw=true" alt="example" width="808"/>
127
+
128
+ ### Face Indexes
129
+
130
+ ReActor detects faces in images in the following order:<br>
131
+ left->right, top->bottom
132
+
133
+ And if you need to specify faces, you can set indexes for source and input images.
134
+
135
+ Index of the first detected face is 0.
136
+
137
+ You can set indexes in the order you need.<br>
138
+ E.g.: 0,1,2 (for Source); 1,0,2 (for Input).<br>
139
+ This means: the second Input face (index = 1) will be swapped by the first Source face (index = 0) and so on.
140
+
141
+ ### Genders
142
+
143
+ You can specify the gender to detect in images.<br>
144
+ ReActor will swap a face only if it meets the given condition.
145
+
146
+ ### The result face is blurry
147
+ Use the "Restore Face" option. You can also try the "Upscaler" option or for more finer control, use an upscaler from the "Extras" tab.
148
+ You can also set the postproduction order (from 0.1.0 version):
149
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/pp-order.png?raw=true" alt="example"/>
150
+
151
+ *The old logic was the opposite (Upscale -> then Restore), resulting in worse face quality (and big texture differences) after upscaling.*
152
+
153
+ ### There are multiple faces in result
154
+ Select the face numbers you wish to swap using the "Comma separated face number(s)" option for swap-source and result images. You can use different index order.
155
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/multiple-faces.png?raw=true" alt="example"/>
156
+
157
+ ### ~~The result is totally black~~
158
+ ~~This means NSFW filter detected that your image is NSFW.~~
159
+
160
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/IamSFW.jpg?raw=true" alt="IamSFW" width="50%"/>
161
+
162
+ ### Img2Img
163
+
164
+ You can choose to activate the swap on the source image or on the generated image, or on both using the checkboxes. Activating on source image allows you to start from a given base and apply the diffusion process to it.
165
+
166
+ ReActor works with Inpainting - but only the masked part will be swapped.<br>Please use with the "Only masked" option for "Inpaint area" if you enabled "Upscaler". Otherwise use the upscale option via the Extras tab or via the Script loader (below the screen) with "SD upscale" or "Ultimate SD upscale".
167
+
168
+ ### Extras Tab
169
+
170
+ From the version 0.5.0 you can use ReActor via the Extras Tab. It gives a superfast perfomance and ability to swap face2image avoiding SD pipeline that can cause smushing of original image's details
171
+
172
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/extras_tab.jpg?raw=true" alt="IamSFW"/>
173
+
174
+ ## API
175
+
176
+ You can use ReActor with the built-in Webui API or via an external API.
177
+
178
+ Please follow **[this](/API.md)** page for the detailed instruction.
179
+
180
+ ## Troubleshooting
181
+
182
+ ### **I. "You should at least have one model in models directory"**
183
+
184
+ Please, check the path where "inswapper_128.onnx" model is stored. It must be inside the folder `stable-diffusion-webui\models\insightface`. Move the model there if it's stored in a different directory.
185
+
186
+ ### **II. Any problems with installing Insightface or other dependencies**
187
+
188
+ (for Mac M1/M2 users) If you get errors when trying to install Insightface - please read https://github.com/Gourieff/sd-webui-reactor/issues/42
189
+
190
+ (for Windows Users) If you have VS C++ Build Tools or MS VS 2022 installed but still have a problem, then try the next step:
191
+ 1. Close (stop) your SD WebUI Server and start it again
192
+
193
+ (for Any OS Users) If the problem still there, then do the following:
194
+ 1. Close (stop) your SD WebUI Server if it's running
195
+ 2. Go to (Windows)`venv\Lib\site-packages` folder or (MacOS/Linux)`venv/lib/python3.10/site-packages`
196
+ 3. If you see any folders with names start from `~` (e.g. "~rotobuf") - delete them
197
+ 4. Go to (Windows)`venv\Scripts` or (MacOS/Linux)`venv/bin`
198
+ 5. Run Terminal or Console (cmd) for that folder and type `activate`
199
+ 6. Update your pip at first: `pip install -U pip`
200
+ 7. Then one-by-one:
201
+ - `pip install insightface==0.7.3`
202
+ - `pip install onnx`
203
+ - `pip install "onnxruntime-gpu>=1.16.1"`
204
+ - `pip install opencv-python`
205
+ - `pip install tqdm`
206
+ 8. Type `deactivate`, you can close your Terminal or Console and start your SD WebUI, ReActor should start OK - if not, welcome to the Issues section.
207
+
208
+ ### **III. "TypeError: UpscaleOptions.init() got an unexpected keyword argument 'do_restore_first'"**
209
+
210
+ First of all - you need to disable any other Roop-based extensions:
211
+ - Go to 'Extensions -> Installed' tab and uncheck any Roop-based extensions except this one
212
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/roop-off.png?raw=true" alt="uncompatible-with-other-roop"/>
213
+ - Click 'Apply and restart UI'
214
+
215
+ Alternative solutions:
216
+ - https://github.com/Gourieff/sd-webui-reactor/issues/3#issuecomment-1615919243
217
+ - https://github.com/Gourieff/sd-webui-reactor/issues/39#issuecomment-1666559134 (can be actual, if you use Vladmandic SD.Next)
218
+
219
+ ### **IV. "AttributeError: 'FaceSwapScript' object has no attribute 'enable'"**
220
+
221
+ Probably, you need to disable the "SD-CN-Animation" extension (or perhaps some another that causes the conflict)
222
+
223
+ ### **V. "INVALID_PROTOBUF : Load model from <...>\models\insightface\inswapper_128.onnx failed:Protobuf parsing failed" OR "AttributeError: 'NoneType' object has no attribute 'get'" OR "AttributeError: 'FaceSwapScript' object has no attribute 'save_original'"**
224
+
225
+ This error may occur if there's smth wrong with the model file `inswapper_128.onnx`
226
+
227
+ Try to download it manually from [here](https://huggingface.co/datasets/Gourieff/ReActor/resolve/main/models/inswapper_128.onnx)
228
+ and put it to the `stable-diffusion-webui\models\insightface` replacing existing one
229
+
230
+ ### **VI. "ValueError: This ORT build has ['TensorrtExecutionProvider', 'CUDAExecutionProvider', 'CPUExecutionProvider'] enabled" OR "ValueError: This ORT build has ['AzureExecutionProvider', 'CPUExecutionProvider'] enabled"**
231
+
232
+ 1. Close (stop) your SD WebUI Server if it's running
233
+ 2. Go to the (Windows)`venv\Lib\site-packages` or (MacOS/Linux)`venv/lib/python3.10/site-packages` and see if there are any folders with names start from "~" (for example "~rotobuf"), delete them
234
+ 3. Go to the (Windows)`venv\Scripts` or (MacOS/Linux)`venv/bin` run Terminal or Console (cmd) there and type `activate`
235
+ 4. Then:
236
+ - `python -m pip install -U pip`
237
+ - `pip uninstall -y onnxruntime onnxruntime-gpu onnxruntime-silicon onnxruntime-extensions`
238
+ - `pip install "onnxruntime-gpu>=1.16.1"`
239
+
240
+ If it didn't help - it seems that you have another extension reinstalling `onnxruntime` when SD WebUI checks requirements. Please see your extensions list. Some extensions can causes reinstalling of `onnxruntime-gpu` to `onnxruntime<1.16.1` every time SD WebUI runs.<br>ORT 1.16.0 has a bug https://github.com/microsoft/onnxruntime/issues/17631 - don't install it!
241
+
242
+ ### **VII. "ImportError: cannot import name 'builder' from 'google.protobuf.internal'"**
243
+
244
+ 1. Close (stop) your SD WebUI Server if it's running
245
+ 2. Go to the (Windows)`venv\Lib\site-packages` or (MacOS/Linux)`venv/lib/python3.10/site-packages` and see if there are any folders with names start from "~" (for example "~rotobuf"), delete them
246
+ 3. Go to the "google" folder (inside the "site-packages") and delete any folders there with names start from "~"
247
+ 4. Go to the (Windows)`venv\Scripts` or (MacOS/Linux)`venv/bin` run Terminal or Console (cmd) there and type `activate`
248
+ 5. Then:
249
+ - `python -m pip install -U pip`
250
+ - `pip uninstall protobuf`
251
+ - `pip install "protobuf>=3.20.3"`
252
+
253
+ If this method doesn't help - there is some other extension that has a wrong version of protobuf dependence and SD WebUI installs it on a startup requirements check
254
+
255
+ <a name="insightfacebuild">
256
+
257
+ ### **VIII. (For Windows users) If you still cannot build Insightface for some reasons or just don't want to install Visual Studio or VS C++ Build Tools - do the following:**
258
+
259
+ 1. Close (stop) your SD WebUI Server if it's running
260
+ 2. Download and put [prebuilt Insightface package](https://github.com/Gourieff/sd-webui-reactor/raw/main/example/insightface-0.7.3-cp310-cp310-win_amd64.whl) into the stable-diffusion-webui (or SD.Next) root folder where you have "webui-user.bat" file or (A1111 Portable) "run.bat"
261
+ 3. From stable-diffusion-webui (or SD.Next) root folder run CMD and `.\venv\Scripts\activate`<br>OR<br>(A1111 Portable) Run CMD
262
+ 4. Then update your PIP: `python -m pip install -U pip`<br>OR<br>(A1111 Portable)`system\python\python.exe -m pip install -U pip`
263
+ 5. Then install Insightface: `pip install insightface-0.7.3-cp310-cp310-win_amd64.whl`<br>OR<br>(A1111 Portable)`system\python\python.exe -m pip install insightface-0.7.3-cp310-cp310-win_amd64.whl`
264
+ 6. Enjoy!
265
+
266
+ ### **IX. 07-August-23 Update problem**
267
+
268
+ If after `git pull` you see the message: `Merge made by the 'recursive' strategy` and then when you check `git status` you see `Your branch is ahead of 'origin/main' by`
269
+
270
+ Please do the next:
271
+
272
+ Inside the folder `extensions\sd-webui-reactor` run Terminal or Console (cmd) and then:
273
+ - `git reset f48bdf1 --hard`
274
+ - `git pull`
275
+
276
+ OR
277
+
278
+ Just delete the folder `sd-webui-reactor` inside the `extensions` directory and then run Terminal or Console (cmd) and type `git clone https://github.com/Gourieff/sd-webui-reactor`
279
+
280
+ ### **X. StabilityMatrix Issues**
281
+
282
+ If you encounter any issues with installing this extension in the StabilityMatrix package manager - read here how to solve: https://github.com/Gourieff/sd-webui-reactor/issues/129#issuecomment-1768210875
283
+
284
+ ## Updating
285
+
286
+ A good and quick way to check for Extensions updates: https://github.com/Gourieff/sd-webui-extensions-updater
287
+
288
+ ## ComfyUI
289
+
290
+ You can use ReActor with ComfyUI.<br>
291
+ For the installation instruction follow the [ReActor Node repo](https://github.com/Gourieff/comfyui-reactor-node)
292
+
293
+ ## Disclaimer
294
+
295
+ This software is meant to be a productive contribution to the rapidly growing AI-generated media industry. It will help artists with tasks such as animating a custom character or using the character as a model for clothing etc.
296
+
297
+ The developers of this software are aware of its possible unethical applicaitons and are committed to take preventative measures against them. We will continue to develop this project in the positive direction while adhering to law and ethics.
298
+
299
+ Users of this software are expected to use this software responsibly while abiding the local law. If face of a real person is being used, users are suggested to get consent from the concerned person and clearly mention that it is a deepfake when posting content online. **Developers and Contributors of this software are not responsible for actions of end-users.**
300
+
301
+ By using this extension you are agree not to create any content that:
302
+ - violates any laws;
303
+ - causes any harm to a person or persons;
304
+ - propogates (spreads) any information (both public or personal) or images (both public or personal) which could be meant for harm;
305
+ - spreads misinformation;
306
+ - targets vulnerable groups of people.
307
+
308
+ This software utilizes the pre-trained models `buffalo_l` and `inswapper_128.onnx`, which are provided by [InsightFace](https://github.com/deepinsight/insightface/). These models are included under the following conditions:
309
+
310
+ [From insighface licence](https://github.com/deepinsight/insightface/tree/master/python-package): The InsightFace’s pre-trained models are available for non-commercial research purposes only. This includes both auto-downloading models and manually downloaded models.
311
+
312
+ Users of this software must strictly adhere to these conditions of use. The developers and maintainers of this software are not responsible for any misuse of InsightFace’s pre-trained models.
313
+
314
+ Please note that if you intend to use this software for any commercial purposes, you will need to train your own models or find models that can be used commercially.
315
+
316
+ ### Models Hashsum
317
+
318
+ #### Safe-to-use models have the folowing hash:
319
+
320
+ inswapper_128.onnx
321
+ ```
322
+ MD5:a3a155b90354160350efd66fed6b3d80
323
+ SHA256:e4a3f08c753cb72d04e10aa0f7dbe3deebbf39567d4ead6dce08e98aa49e16af
324
+ ```
325
+
326
+ 1k3d68.onnx
327
+
328
+ ```
329
+ MD5:6fb94fcdb0055e3638bf9158e6a108f4
330
+ SHA256:df5c06b8a0c12e422b2ed8947b8869faa4105387f199c477af038aa01f9a45cc
331
+ ```
332
+
333
+ 2d106det.onnx
334
+
335
+ ```
336
+ MD5:a3613ef9eb3662b4ef88eb90db1fcf26
337
+ SHA256:f001b856447c413801ef5c42091ed0cd516fcd21f2d6b79635b1e733a7109dbf
338
+ ```
339
+
340
+ det_10g.onnx
341
+
342
+ ```
343
+ MD5:4c10eef5c9e168357a16fdd580fa8371
344
+ SHA256:5838f7fe053675b1c7a08b633df49e7af5495cee0493c7dcf6697200b85b5b91
345
+ ```
346
+
347
+ genderage.onnx
348
+
349
+ ```
350
+ MD5:81c77ba87ab38163b0dec6b26f8e2af2
351
+ SHA256:4fde69b1c810857b88c64a335084f1c3fe8f01246c9a191b48c7bb756d6652fb
352
+ ```
353
+
354
+ w600k_r50.onnx
355
+
356
+ ```
357
+ MD5:80248d427976241cbd1343889ed132b3
358
+ SHA256:4c06341c33c2ca1f86781dab0e829f88ad5b64be9fba56e56bc9ebdefc619e43
359
+ ```
360
+
361
+ **Please check hashsums if you download these models from unverified (or untrusted) sources**
extensions/sd-webui-reactor/README_RU.md ADDED
@@ -0,0 +1,372 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <div align="center">
2
+
3
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/ReActor_logo_NEW_RU.png?raw=true" alt="logo" width="180px"/>
4
+
5
+ ![Version](https://img.shields.io/badge/версия-0.6.0-brightgreen?style=for-the-badge&labelColor=darkgreen)
6
+
7
+ <a href="https://boosty.to/artgourieff" target="_blank">
8
+ <img src="https://lovemet.ru/www/boosty.jpg" width="108" alt="Поддержать проект на Boosty"/>
9
+ <br>
10
+ <sup>
11
+ Поддержать проект
12
+ </sup>
13
+ </a>
14
+
15
+ <hr>
16
+
17
+ [![Commit activity](https://img.shields.io/github/commit-activity/t/Gourieff/sd-webui-reactor/main?cacheSeconds=0)](https://github.com/Gourieff/sd-webui-reactor/commits/main)
18
+ ![Last commit](https://img.shields.io/github/last-commit/Gourieff/sd-webui-reactor/main?cacheSeconds=0)
19
+ [![Opened issues](https://img.shields.io/github/issues/Gourieff/sd-webui-reactor?color=red)](https://github.com/Gourieff/sd-webui-reactor/issues?cacheSeconds=0)
20
+ [![Closed issues](https://img.shields.io/github/issues-closed/Gourieff/sd-webui-reactor?color=green&cacheSeconds=0)](https://github.com/Gourieff/sd-webui-reactor/issues?q=is%3Aissue+is%3Aclosed)
21
+ ![License](https://img.shields.io/github/license/Gourieff/sd-webui-reactor)
22
+
23
+ [English](/README.md) | Русский
24
+
25
+ # ReActor для Stable Diffusion
26
+ ### Расширение для быстрой и простой замены лиц на любых изображениях. Без фильтра цензуры, 18+, используйте под вашу собственную [ответственность](#disclaimer)
27
+
28
+ ---
29
+ <b>
30
+ <a href="#latestupdate">Что нового</a> | <a href="#installation">Установка</a> | <a href="#features">Возможности</a> | <a href="#usage">Использование</a> | <a href="#api">API</a> | <a href="#troubleshooting">Устранение проблем</a> | <a href="#updating">Обновление</a> | <a href="#comfyui">ComfyUI</a> | <a href="#disclaimer">Ответственность</a>
31
+ </b>
32
+ </div>
33
+
34
+ ---
35
+
36
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/demo_crop.jpg?raw=true" alt="example"/>
37
+
38
+ <a name="latestupdate">
39
+
40
+ ## Что нового в последних обновлениях
41
+
42
+ ### 0.6.0 <sub><sup>ALPHA1
43
+
44
+ - UI переработан
45
+ - Появилась возможность загружать несколько исходных изображений с лицами или задавать путь к папке, содержащей такие изображения
46
+
47
+ <img src="https://github.com/Gourieff/Assets/blob/main/sd-webui-reactor/multiple_source_images_demo_01.png?raw=true" alt="0.6.0-whatsnew-01" width="100%"/>
48
+
49
+ <img src="https://github.com/Gourieff/Assets/blob/main/sd-webui-reactor/multiple_source_images_demo_02.png?raw=true" alt="0.6.0-whatsnew-02" width="100%"/>
50
+
51
+ ### 0.5.1
52
+
53
+ - Теперь можно сохранять модели лиц в качестве файлов "safetensors" (находятся в `<sd-web-ui-folder>\models\reactor\faces`) и загружать их с ReActor, храня супер легкие модели лиц, которые вы чаще всего используете;
54
+ - Новые опция "Face Mask Correction" - если вы сталкиваетесь с пикселизацией вокруг контуров лица, эта опция будет полезной;
55
+
56
+ <img src="https://github.com/Gourieff/Assets/blob/main/sd-webui-reactor/face_model_demo_01.jpg?raw=true" alt="0.5.0-whatsnew-01" width="100%"/>
57
+
58
+ <a name="installation">
59
+
60
+ ## Установка
61
+
62
+ [Automatic1111](#a1111) | [Vladmandic SD.Next](#sdnext) | [Google Colab SD WebUI](#colab)
63
+
64
+ <a name="a1111">Если вы используете [AUTOMATIC1111 Web-UI](https://github.com/AUTOMATIC1111/stable-diffusion-webui/):
65
+
66
+ 1. (Для пользователей Windows):
67
+ - Установите **Visual Studio 2022** (Например, версию Community - этот шаг нужен для правильной компиляции библиотеки Insightface):
68
+ https://visualstudio.microsoft.com/downloads/
69
+ - ИЛИ только **VS C++ Build Tools** (если вам не нужен весь пакет Visual Studio), выберите "Desktop Development with C++" в разделе "Workloads -> Desktop & Mobile":
70
+ https://visualstudio.microsoft.com/visual-cpp-build-tools/
71
+ - ИЛИ если же вы не хотите устанавливать что-либо из вышеуказанного - выполните [следующие шаги (пункт VIII)](#insightfacebuild)
72
+ 2. Внутри SD Web-UI перейдите во вкладку "Extensions", загрузите список доступных расширений (вкладка "Available") и введите "ReActor" в строке поиска или же вставьте ссылку `https://github.com/Gourieff/sd-webui-reactor` в "Install from URL" - и нажмите "Install"
73
+ 3. Пожалуйста, подождите несколько минут, пока процесс установки полностью не завершится (наберитесь терпения, не прерывайте процесс)
74
+ 4. Проверьте последнее сообщение в консоли SD-WebUI:
75
+ * Если вы видите "--- PLEASE, RESTART the Server! ---" - остановите Сервер (CTRL+C или CMD+C) и запустите его заново - ИЛИ же перейдите во вкладку "Installed", нажмите "Apply and restart UI"
76
+ * Если вы видите "Done!", просто перезагрузите UI, нажав на "Reload UI"
77
+ 5. Готово!
78
+
79
+ <a name="sdnext">Если вы используете [SD.Next](https://github.com/vladmandic/automatic):
80
+
81
+ 1. Закройте (остановите) SD WebUI Сервер, если он запущен
82
+ 2. (Для пользователей Windows) Смотрите [Шаг 1](#a1111) для Automatic1111 (если же вы следовали [данным шагам (пункт VIII)](#insightfacebuild) вместо этого - переходите к Шагу 5)
83
+ 3. Перейдите в (Windows)`automatic\venv\Scripts` или (MacOS/Linux)`automatic/venv/bin`, запустите Терминал или Консоль (cmd) для данной папки и выполните `activate`
84
+ 4. Выполните `pip install insightface==0.7.3`
85
+ 5. Запустите SD.Next, перейдите во вкладку "Extensions", вставьте эту ссылку `https://github.com/Gourieff/sd-webui-reactor` в "Install from URL" и нажмите "Install"
86
+ 6. Пожалуйста, подождите несколько минут, пока процесс установки полностью не завершится (наберитесь терпения, не прерывайте процесс)
87
+ 7. Проверьте последнее сообщение в консоли SD.Next:
88
+ * Если вы видите "--- PLEASE, RESTART the Server! ---" - остановите Сервер (CTRL+C или CMD+C) или просто закройте консоль
89
+ 8. Перейдите в директорию `automatic\extensions\sd-webui-reactor` - если вы видите там папку `models\insightface` с файлом `inswapper_128.onnx` внутри, переместите его в папку `automatic\models\insightface`
90
+ 9. Готово, можете запустить SD.Next WebUI!
91
+
92
+ <a name="colab">Если вы используете [Cagliostro Colab UI](https://github.com/Linaqruf/sd-notebook-collection):
93
+
94
+ 1. В активном WebUI перейдите во вкладку "Extensions", загрузите список доступных расширений (вкладка "Available") и введите "ReActor" в строке поиска или же вставьте ссылку `https://github.com/Gourieff/sd-webui-reactor` в "Install from URL" - и нажмите "Install"
95
+ 2. Пожалуйста, подождите некоторое время, пока процесс установки полностью не завершится (наберитесь терпения, не прерывайте процесс)
96
+ 3. Когда вы увидите сообщение "--- PLEASE, RESTART the Server! ---" (в секции "Start UI" вашего ноутбука "Start Cagliostro Colab UI") - перейдите во вкладку "Installed" и нажмите "Apply and restart UI"
97
+ 4. Готово!
98
+
99
+ <a name="features">
100
+
101
+ ## Возможности
102
+
103
+ - Быстрая и точна **замена лиц (faceswap)** на изображении
104
+ - **Поддержка нескольких лиц**
105
+ - **Определение пола**
106
+ - Функция **сохранения оригинального изображения** (сгенерированного до замены лица)
107
+ - **Восстановление лица** после замены
108
+ - **Увеличение размера** полученного изображения
109
+ - Сохранение и загрузка **Моделей Лиц типа Safetensors**
110
+ - **Коррекция Маски Лица** для предотвращения какой-либо пикселизации вокруг контуров лиц
111
+ - Возможность задать **порядок постобработки**
112
+ - **100% совместимость** с разными **SD WebUI**: Automatic1111, SD.Next, Cagliostro Colab UI
113
+ - **Отличная производительность** даже с использованием ЦПУ, ReActor для SD WebUI абсолютно не требователен к мощности вашей видеокарты
114
+ - **Поддержка CUDA**, начиная с версии 0.5.0
115
+ - **Поддержка [API](/API.md)**: как встроенного в SD WebUI, так и внешнего (через POST/GET запросы)
116
+ - **[Поддержка](https://github.com/Gourieff/comfyui-reactor-node) ComfyUI**
117
+ - **[Поддержка](https://github.com/Gourieff/sd-webui-reactor/issues/42) компьютеров Mac M1/M2**
118
+ - **Регулировка уровня логов** консоли
119
+ - **Без NSFW фильтров** (данное расширение адресовано высокоразвитым интеллектуальным людям, а не извращенцам; наше общество должно быть ориентировано на своём пути на высшие стандарты, а не на низшие - в этом состоит суть развития и эволюции человеческого общества; поэтому, моя позиция такова - что зрелые умом люди достаточно разумны, чтобы понимать, что есть хорошо, а что плохо и нести полную ответственность за собственные действия; для прочих - никакие "фильтры" не помогут, пока эти люди сами не поймут, как работает Вселенная)
120
+
121
+ <a name="usage">
122
+
123
+ ## Использование
124
+
125
+ > Используя данное программное обеспечение, вы соглашаетесь с [ответственностью](#disclaimer)
126
+
127
+ 1. В раскрывающимся меню "ReActor" импортируйте изображение, содержащее лицо;
128
+ 2. Установите флажок "Enable";
129
+ 3. Готово, теперь результат будет иметь то лицо, которое вы выбрали.
130
+
131
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/example.jpg?raw=true" alt="example" width="808"/>
132
+
133
+ ### Индексы Лиц (Face Indexes)
134
+
135
+ ReActor определяет лица на изображении в следующей последовательности:<br>
136
+ слева-направо, сверху-вниз.
137
+
138
+ Если вам нужно заменить определенное лицо, вы можете указать индекс для исходного (source, с лицом) и входного (input, где будет замена лица) изображений.
139
+
140
+ Индекс первого обнаруженного лица - 0.
141
+
142
+ Вы можете задать индексы в том порядке, который вам нужен.<br>
143
+ Например: 0,1,2 (для Source); 1,0,2 (для Input).<br>
144
+ Это означает, что: второе лицо из Input (индекс = 1) будет заменено первым лицом из Source (индекс = 0) и так далее.
145
+
146
+ ### Определение Пола
147
+
148
+ Вы можете обозначить, какой пол нужно определять на изображении.<br>
149
+ ReActor заменит только то лицо, которое удовлетворяет заданному условию.
150
+
151
+ ### Если лицо получилось нечётким
152
+ Используйте опцию "Restore Face". Также можете попробовать опцию "Upscaler". Для более точного контроля параметров используйте Upscaler во вкладке "Extras".
153
+ Также вы можете установить порядок постобработки (начиная с версии 0.1.0):
154
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/pp-order.png?raw=true" alt="example"/>
155
+
156
+ *Прежняя логика была противоположенной (Upscale -> затем Restore), что приводило к более худшему качеству изображения лица (а также к значительной разнице текстур) после увеличения.*
157
+
158
+ ### Результат имеет несколько лиц
159
+ Выберите номера лиц, которые нужно поменять, используя поля "Comma separated face number(s)" для исходного изображения лица и для результата. Можно устанавливать любой, необходимый вам, порядок лиц.
160
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/multiple-faces.png?raw=true" alt="example"/>
161
+
162
+ ### ~~Результат получился чёрным~~
163
+ ~~Это значит, что сработал NSFW фильтр.~~
164
+
165
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/IamSFW.jpg?raw=true" alt="IamSFW" width="50%"/>
166
+
167
+ ### Img2Img
168
+
169
+ Используйте эту вкладку, чтобы заменить лицо на уже готовом изображении (флажок "Swap in source image") или на сгенерированном на основе готового (флажок "Swap in generated image").
170
+
171
+ Inpainting также работает, но замена лица происходит только в области маски.<br>Пожалуйста, используйте с опцией "Only masked" для "Inpaint area", если вы применяете "Upscaler". Иначе, используйте функцию увеличения (апскейла) через вкладку "Extras" или через опциональный загрузчик "Script" (внизу экрана), применив "SD upscale" или "Ultimate SD upscale".
172
+
173
+ ### Extras
174
+
175
+ Начиная с версии 0.5.0, вы можете использовать ReActor через вкладку Extras, что даёт очень быструю производительность и возможность замены лиц в обход пайплайна SD, что иногда вызывает размытие или искажение деталей оригинального изображения
176
+
177
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/extras_tab.jpg?raw=true" alt="IamSFW"/>
178
+
179
+ ## API
180
+
181
+ Вы можете использовать ReActor как со встроенным SD Webui API так и через внешнее API.
182
+
183
+ Подробная инструкция **[здесь](/API.md)**.
184
+
185
+ <a name="troubleshooting">
186
+
187
+ ## Устранение проблем
188
+
189
+ ### **I. "You should at least have one model in models directory"**
190
+
191
+ Проверьте путь, где хранится модель "inswapper_128.onnx". Файл должен находиться в папке `stable-diffusion-webui\models\insightface`. Переместите модель туда, если она находится в какой-то иной директории.
192
+
193
+ ### **II. Какие-либо проблемы с установкой Insightface или прочих пакетов**
194
+
195
+ (Для пользователей Mac M1/M2) Если вы получаете ошибки в ходе установки Insightface - читайте https://github.com/Gourieff/sd-webui-reactor/issues/42
196
+
197
+ (Для пользователей Windows) Если VS C++ Build Tools или MS VS 2022 установлены но вы видите ошибки, связанные с отсутствием Insightface, попробуйте следующее:
198
+ 1. Закройте (остановите) SD WebUI Сервер и запустите его снова (возможно, не прошла инициализация пакета после его установки)
199
+
200
+ (Для пользователей любых ОС) Попробуйте следующее:
201
+ 1. Закройте (остановите) SD WebUI Сервер, если он запущен
202
+ 2. Перейдите в папку (Windows)`venv\Lib\site-packages` или (MacOS/Linux)`venv/lib/python3.10/site-packages`
203
+ 3. Если вы видите к-л папки с именами, начинающимися с `~` (например, "~rotobuf") - удалите их
204
+ 4. Перейдите в (Windows)`venv\Scripts` или (MacOS/Linux)`venv/bin`
205
+ 5. Откройте Терминал или Консоль (cmd) для этой папки и выполните `activate`
206
+ 6. Для начала обновите pip: `pip install -U pip`
207
+ 7. Далее:
208
+ - `pip install insightface==0.7.3`
209
+ - `pip install onnx`
210
+ - `pip install "onnxruntime-gpu>=1.16.1"`
211
+ - `pip install opencv-python`
212
+ - `pip install tqdm`
213
+ 8. Выполните `deactivate`, закройте Терминал или Консоль и запустите SD WebUI, ReActor должен запуститься без к-л проблем - если же нет, добро пожаловать в раздел "Issues".
214
+
215
+ ### **III. "TypeError: UpscaleOptions.init() got an unexpected keyword argument 'do_restore_first'"**
216
+
217
+ Для начала отключите любые другие Roop-подобные расширения:
218
+ - Перейдите в 'Extensions -> Installed' и снимите флажок с ненужных:
219
+ <img src="https://github.com/Gourieff/Assets/raw/main/sd-webui-reactor/roop-off.png?raw=true" alt="uncompatible-with-other-roop"/>
220
+ - Нажмите 'Apply and restart UI'
221
+
222
+ Альтернативные решения:
223
+ - https://github.com/Gourieff/sd-webui-reactor/issues/3#issuecomment-1615919243
224
+ - https://github.com/Gourieff/sd-webui-reactor/issues/39#issuecomment-1666559134 (актуально для Vladmandic SD.Next)
225
+
226
+ ### **IV. "AttributeError: 'FaceSwapScript' object has no attribute 'enable'"**
227
+
228
+ Отключите расширение "SD-CN-Animation" (или какое-либо другое, вызывающее конфликт)
229
+
230
+ ### **V. "INVALID_PROTOBUF : Load model from <...>\models\insightface\inswapper_128.onnx failed:Protobuf parsing failed" ИЛИ "AttributeError: 'NoneType' object has no attribute 'get'" ИЛИ "AttributeError: 'FaceSwapScript' object has no attribute 'save_original'"**
231
+
232
+ Эта ошибка появляется, если что-то не так с файлом модели `inswapper_128.onnx`.
233
+
234
+ Скачайте вручную по ссылке [here](https://huggingface.co/datasets/Gourieff/ReActor/resolve/main/models/inswapper_128.onnx)
235
+ и сохраните в директорию `stable-diffusion-webui\models\insightface`, заменив имеющийся файл.
236
+
237
+ ### **VI. "ValueError: This ORT build has ['TensorrtExecutionProvider', 'CUDAExecutionProvider', 'CPUExecutionProvider'] enabled" ИЛИ "ValueError: This ORT build has ['AzureExecutionProvider', 'CPUExecutionProvider'] enabled"**
238
+
239
+ 1. Закройте (остановите) SD WebUI Сервер, если он запущен
240
+ 2. Перейдите в (Windows)`venv\Lib\site-packages` или (MacOS/Linux)`venv/lib/python3.10/site-packages` и посмотрите, если там папки с именам, начинающимися на "~" (например, "~rotobuf"), удалите их
241
+ 3. Перейдите в (Windows)`venv\Scripts` или (MacOS/Linux)`venv/bin`, откройте Терминал или Консоль (cmd) и выполните `activate`
242
+ 4. Затем:
243
+ - `python -m pip install -U pip`
244
+ - `pip uninstall -y onnxruntime onnxruntime-gpu onnxruntime-silicon onnxruntime-extensions`
245
+ - `pip install "onnxruntime-gpu>=1.16.1"`
246
+
247
+ Если это не помогло - значит какое-то другое расширение переустанавливает `onnxruntime` всякий раз, когда SD WebUI проверяет требования пакетов. Внимательно посмотрите список активных расширений. Некоторые расширения могут вызывать переустановку `onnxruntime-gpu` на версию `onnxruntime<1.16.1` при каждом запуске SD WebUI.<br>ORT 1.16.0 выкатили с ошибкой https://github.com/microsoft/onnxruntime/issues/17631 - не устанавливайте её!
248
+
249
+ ### **VII. "ImportError: cannot import name 'builder' from 'google.protobuf.internal'"**
250
+
251
+ 1. Закройте (остановите) SD WebUI Сервер, если он запущен
252
+ 2. Перейдите в (Windows)`venv\Lib\site-packages` или (MacOS/Linux)`venv/lib/python3.10/site-packages` и посмотрите, если там папки с именам, начинающимися на "~" (например, "~rotobuf"), удалите их
253
+ 3. Перейдите в папку "google" (внутри "site-packages") и удалите любые папки с именам, начинающимися на "~"
254
+ 4. Перейдите в (Windows)`venv\Scripts` или (MacOS/Linux)`venv/bin`, откройте Терминал или Консоль (cmd) и выполните `activate`
255
+ 5. Затем:
256
+ - `python -m pip install -U pip`
257
+ - `pip uninstall protobuf`
258
+ - `pip install "protobuf>=3.20.3"`
259
+
260
+ Если это не помгло - значит, есть к-л другое расширение, которое использует неподходящую версию пакета protobuf, и SD WebUI устанавливает эту версию при каждом запуске.
261
+
262
+ <a name="insightfacebuild">
263
+
264
+ ### **VIII. (Для пользователей Windows) Если вы до сих пор не можете установить пакет Insightface по каким-то причинам или же просто не желаете устанавливать Visual Studio или VS C++ Build Tools - сделайте следующее:**
265
+
266
+ 1. Закройте (остановите) SD WebUI Сервер, если он запущен
267
+ 2. Скачайте готовый [пакет Insightface](https://github.com/Gourieff/sd-webui-reactor/raw/main/example/insightface-0.7.3-cp310-cp310-win_amd64.whl) и сохраните его в корневую директорию stable-diffusion-webui (или SD.Next) - туда, где лежит файл "webui-user.bat" или (A1111 Portable) "run.bat"
268
+ 3. Из корневой директории откройте Консоль (CMD) и выполните `.\venv\Scripts\activate`<br>ИЛИ<br>(A1111 Portable) Откройте Консоль (CMD)
269
+ 4. Обновите PIP: `python -m pip install -U pip`<br>ИЛИ<br>(A1111 Portable)`system\python\python.exe -m pip install -U pip`
270
+ 5. Затем установите Insightface: `pip install insightface-0.7.3-cp310-cp310-win_amd64.whl`<br>ИЛИ<br>(A1111 Portable)`system\python\python.exe -m pip install insightface-0.7.3-cp310-cp310-win_amd64.whl`
271
+ 6. Готово!
272
+
273
+ ### **IX. Ошибка обновления 07-Август-23**
274
+
275
+ Если после очередного `git pull` вы получили сообщение: `Merge made by the 'recursive' strategy` и затем, когда проверяете статус репозитория через `git status`, вы видите `Your branch is ahead of 'origin/main' by`
276
+
277
+ Выполните следующее:
278
+
279
+ Внутри папки `extensions\sd-webui-reactor` запустите Т��рминал или Консоль (cmd) и затем:
280
+ - `git reset f48bdf1 --hard`
281
+ - `git pull`
282
+
283
+ ИЛИ:
284
+
285
+ Полностью удалите папку `sd-webui-reactor` внутри директории `extensions`, запустите Терминал или Консоль (cmd) и выполните `git clone https://github.com/Gourieff/sd-webui-reactor`
286
+
287
+ ### **X. Ошибки установки в StabilityMatrix**
288
+
289
+ Если вы столкнулись с ошибками при установки данного расширения в пакетном менеджере StabilityMatrix - изучите информацию по ссылке: https://github.com/Gourieff/sd-webui-reactor/issues/129#issuecomment-1768210875
290
+
291
+ <a name="updating">
292
+
293
+ ## Обновление
294
+
295
+ Самый простой и удобный способ обновления SD WebUI и расширений: https://github.com/Gourieff/sd-webui-extensions-updater
296
+
297
+ ## ComfyUI
298
+
299
+ Вы можете использовать ReActor с ComfyUI<br>
300
+ Инструкция здесь: [ReActor Node](https://github.com/Gourieff/comfyui-reactor-node)
301
+
302
+ <a name="disclaimer">
303
+
304
+ ## Ответственность
305
+
306
+ Это программное обеспечение призвано стать продуктивным вкладом в быстрорастущую медиаиндустрию на основе генеративных сетей и искусственного интеллекта. Данное ПО поможет художникам в решении таких задач, как анимация собственного персонажа или использование персонажа в качестве модели для одежды и т.д.
307
+
308
+ Разработчики этого программного обеспечения осведомлены о возможных неэтичных применениях и обязуются принять против этого превентивные меры. Мы продолжим развивать этот проект в позитивном направлении, придерживаясь закона и этики.
309
+
310
+ Подразумевается, что пользователи этого программного обеспечения будут использовать его ответственно, соблюдая локальное законодательство. Если используется лицо реального человека, пользователь обязан получить согласие заинтересованного лица и четко указать, что это дипфейк при размещении контента в Интернете. **Разработчики и Со-авторы данного программного обеспечения не несут ответственности за действия конечных пользователей.**
311
+
312
+ Используя данное расширение, вы соглашаетесь не создавать материалы, которые:
313
+ - нарушают какие-либо действующие законы тех или иных государств или международных организаций;
314
+ - причиняют какой-либо вред человеку или лицам;
315
+ - пропагандируют любую информацию (как общедоступную, так и личную) или изображения (как общедоступные, так и личные), которые могут быть направлены на причинение вреда;
316
+ - используются для распространения дезинформации;
317
+ - нацелены на уязвимые группы людей.
318
+
319
+ Данное программное обеспечение использует предварительно обученные модели `buffalo_l` и `inswapper_128.onnx`, представленные разработчиками [InsightFace](https://github.com/deepinsight/insightface/). Эти модели распространяются при следующих условиях:
320
+
321
+ [Перевод из текста лицензии insighface](https://github.com/deepinsight/insightface/tree/master/python-package): Предварительно обученные модели InsightFace доступны только для некоммерческих исследовательских целей. Сюда входят как модели с автоматической загрузкой, так и модели, загруженные вручную.
322
+
323
+ Пользователи данного программного обеспечения должны строго соблюдать данные условия использования. Разработчики и Со-авторы данного программного продукта не несут ответ��твенности за неправильное использование предварительно обученных моделей InsightFace.
324
+
325
+ Обратите внимание: если вы собираетесь использовать это программное обеспечение в каких-либо коммерческих целях, вам необходимо будет обучить свои собственные модели или найти модели, которые можно использовать в коммерческих целях.
326
+
327
+ ### Хэш файлов моделей
328
+
329
+ #### Безопасные для использования модели имеют следующий хэш:
330
+
331
+ inswapper_128.onnx
332
+ ```
333
+ MD5:a3a155b90354160350efd66fed6b3d80
334
+ SHA256:e4a3f08c753cb72d04e10aa0f7dbe3deebbf39567d4ead6dce08e98aa49e16af
335
+ ```
336
+
337
+ 1k3d68.onnx
338
+
339
+ ```
340
+ MD5:6fb94fcdb0055e3638bf9158e6a108f4
341
+ SHA256:df5c06b8a0c12e422b2ed8947b8869faa4105387f199c477af038aa01f9a45cc
342
+ ```
343
+
344
+ 2d106det.onnx
345
+
346
+ ```
347
+ MD5:a3613ef9eb3662b4ef88eb90db1fcf26
348
+ SHA256:f001b856447c413801ef5c42091ed0cd516fcd21f2d6b79635b1e733a7109dbf
349
+ ```
350
+
351
+ det_10g.onnx
352
+
353
+ ```
354
+ MD5:4c10eef5c9e168357a16fdd580fa8371
355
+ SHA256:5838f7fe053675b1c7a08b633df49e7af5495cee0493c7dcf6697200b85b5b91
356
+ ```
357
+
358
+ genderage.onnx
359
+
360
+ ```
361
+ MD5:81c77ba87ab38163b0dec6b26f8e2af2
362
+ SHA256:4fde69b1c810857b88c64a335084f1c3fe8f01246c9a191b48c7bb756d6652fb
363
+ ```
364
+
365
+ w600k_r50.onnx
366
+
367
+ ```
368
+ MD5:80248d427976241cbd1343889ed132b3
369
+ SHA256:4c06341c33c2ca1f86781dab0e829f88ad5b64be9fba56e56bc9ebdefc619e43
370
+ ```
371
+
372
+ **Пожалуйста, сравните хэш, если вы скачиваете данные модели из непроверенных источников**
extensions/sd-webui-reactor/example/IamSFW.jpg ADDED

Git LFS Details

  • SHA256: 791b6573f6a26a96272d1ae401c7f5e4108688e164a794f8ff719b847a50af4e
  • Pointer size: 131 Bytes
  • Size of remote file: 496 kB
extensions/sd-webui-reactor/example/api_example.py ADDED
@@ -0,0 +1,103 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import base64, io, requests, json
2
+ from PIL import Image, PngImagePlugin
3
+ from datetime import datetime, date
4
+
5
+ address = 'http://127.0.0.1:7860'
6
+ input_file = "extensions\sd-webui-reactor\example\IamSFW.jpg" # Input file path
7
+ time = datetime.now()
8
+ today = date.today()
9
+ current_date = today.strftime('%Y-%m-%d')
10
+ current_time = time.strftime('%H-%M-%S')
11
+ output = 'outputs/api/output_'+current_date+'_'+current_time # Output file path + name index
12
+ try:
13
+ im = Image.open(input_file)
14
+ except Exception as e:
15
+ print(e)
16
+ finally:
17
+ print(im)
18
+
19
+ img_bytes = io.BytesIO()
20
+ im.save(img_bytes, format='PNG')
21
+ img_base64 = base64.b64encode(img_bytes.getvalue()).decode('utf-8')
22
+
23
+ # ReActor arguments:
24
+ args=[
25
+ img_base64, #0
26
+ True, #1 Enable ReActor
27
+ '0', #2 Comma separated face number(s) from swap-source image
28
+ '0', #3 Comma separated face number(s) for target image (result)
29
+ 'C:\stable-diffusion-webui\models\insightface\inswapper_128.onnx', #4 model path
30
+ 'CodeFormer', #4 Restore Face: None; CodeFormer; GFPGAN
31
+ 1, #5 Restore visibility value
32
+ True, #7 Restore face -> Upscale
33
+ '4x_NMKD-Superscale-SP_178000_G', #8 Upscaler (type 'None' if doesn't need), see full list here: http://127.0.0.1:7860/sdapi/v1/script-info -> reactor -> sec.8
34
+ 1.5, #9 Upscaler scale value
35
+ 1, #10 Upscaler visibility (if scale = 1)
36
+ False, #11 Swap in source image
37
+ True, #12 Swap in generated image
38
+ 1, #13 Console Log Level (0 - min, 1 - med or 2 - max)
39
+ 0, #14 Gender Detection (Source) (0 - No, 1 - Female Only, 2 - Male Only)
40
+ 0, #15 Gender Detection (Target) (0 - No, 1 - Female Only, 2 - Male Only)
41
+ False, #16 Save the original image(s) made before swapping
42
+ 0.8, #17 CodeFormer Weight (0 = maximum effect, 1 = minimum effect), 0.5 - by default
43
+ False, #18 Source Image Hash Check, True - by default
44
+ False, #19 Target Image Hash Check, False - by default
45
+ "CUDA", #20 CPU or CUDA (if you have it), CPU - by default
46
+ True, #21 Face Mask Correction
47
+ 1, #22 Select Source, 0 - Image, 1 - Face Model, 2 - Source Folder
48
+ "elena.safetensors", #23 Filename of the face model (from "models/reactor/faces"), e.g. elena.safetensors, don't forger to set #22 to 1
49
+ "C:\PATH_TO_FACES_IMAGES", #24 The path to the folder containing source faces images, don't forger to set #22 to 2
50
+ ]
51
+
52
+ # The args for ReActor can be found by
53
+ # requests.get(url=f'{address}/sdapi/v1/script-info')
54
+
55
+ prompt = "(8k, best quality, masterpiece, highly detailed:1.1),realistic photo of fantastic happy woman,hairstyle of blonde and red short bob hair,modern clothing,cinematic lightning,film grain,dynamic pose,bokeh,dof"
56
+
57
+ neg = "ng_deepnegative_v1_75t,(badhandv4:1.2),(worst quality:2),(low quality:2),(normal quality:2),lowres,(bad anatomy),(bad hands),((monochrome)),((grayscale)),(verybadimagenegative_v1.3:0.8),negative_hand-neg,badhandv4,nude,naked,(strabismus),cross-eye,heterochromia,((blurred))"
58
+
59
+ payload = {
60
+ "prompt": prompt,
61
+ "negative_prompt": neg,
62
+ "seed": -1,
63
+ "sampler_name": "DPM++ 2M Karras",
64
+ "steps": 15,
65
+ "cfg_scale": 7,
66
+ "width": 512,
67
+ "height": 768,
68
+ "restore_faces": False,
69
+ "alwayson_scripts": {"reactor":{"args":args}}
70
+ }
71
+
72
+ try:
73
+ print('Working... Please wait...')
74
+ result = requests.post(url=f'{address}/sdapi/v1/txt2img', json=payload)
75
+ except Exception as e:
76
+ print(e)
77
+ finally:
78
+ print('Done! Saving file...')
79
+
80
+ if result is not None:
81
+ r = result.json()
82
+ n = 0
83
+
84
+ for i in r['images']:
85
+ image = Image.open(io.BytesIO(base64.b64decode(i.split(",",1)[0])))
86
+
87
+ png_payload = {
88
+ "image": "data:image/png;base64," + i
89
+ }
90
+ response2 = requests.post(url=f'{address}/sdapi/v1/png-info', json=png_payload)
91
+
92
+ pnginfo = PngImagePlugin.PngInfo()
93
+ pnginfo.add_text("parameters", response2.json().get("info"))
94
+ output_file = output+'_'+str(n)+'_.png'
95
+ try:
96
+ image.save(output_file, pnginfo=pnginfo)
97
+ except Exception as e:
98
+ print(e)
99
+ finally:
100
+ print(f'{output_file} is saved\nAll is done!')
101
+ n += 1
102
+ else:
103
+ print('Something went wrong...')
extensions/sd-webui-reactor/example/api_external.curl ADDED
The diff for this file is too large to render. See raw diff
 
extensions/sd-webui-reactor/example/api_external.json ADDED
The diff for this file is too large to render. See raw diff
 
extensions/sd-webui-reactor/example/insightface-0.7.3-cp310-cp310-win_amd64.whl ADDED
Binary file (842 kB). View file
 
extensions/sd-webui-reactor/install.py ADDED
@@ -0,0 +1,147 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import subprocess
2
+ import os, sys
3
+ from typing import Any
4
+ import pkg_resources
5
+ from tqdm import tqdm
6
+ import urllib.request
7
+ from packaging import version as pv
8
+
9
+ try:
10
+ from modules.paths_internal import models_path
11
+ except:
12
+ try:
13
+ from modules.paths import models_path
14
+ except:
15
+ model_path = os.path.abspath("models")
16
+
17
+
18
+ BASE_PATH = os.path.dirname(os.path.realpath(__file__))
19
+
20
+ req_file = os.path.join(BASE_PATH, "requirements.txt")
21
+
22
+ models_dir = os.path.join(models_path, "insightface")
23
+
24
+ # DEPRECATED:
25
+ # models_dir_old = os.path.join(models_path, "roop")
26
+ # if os.path.exists(models_dir_old):
27
+ # if not os.listdir(models_dir_old) and (not os.listdir(models_dir) or not os.path.exists(models_dir)):
28
+ # os.rename(models_dir_old, models_dir)
29
+ # else:
30
+ # import shutil
31
+ # for file in os.listdir(models_dir_old):
32
+ # shutil.move(os.path.join(models_dir_old, file), os.path.join(models_dir, file))
33
+ # try:
34
+ # os.rmdir(models_dir_old)
35
+ # except Exception as e:
36
+ # print(f"OSError: {e}")
37
+
38
+ model_url = "https://huggingface.co/datasets/Gourieff/ReActor/resolve/main/models/inswapper_128.onnx"
39
+ model_name = os.path.basename(model_url)
40
+ model_path = os.path.join(models_dir, model_name)
41
+
42
+ def pip_install(*args):
43
+ subprocess.run([sys.executable, "-m", "pip", "install", *args])
44
+
45
+ def pip_uninstall(*args):
46
+ subprocess.run([sys.executable, "-m", "pip", "uninstall", "-y", *args])
47
+
48
+ def is_installed (
49
+ package: str, version: str | None = None, strict: bool = True
50
+ ):
51
+ has_package = None
52
+ try:
53
+ has_package = pkg_resources.get_distribution(package)
54
+ if has_package is not None:
55
+ installed_version = has_package.version
56
+ if (installed_version != version and strict == True) or (pv.parse(installed_version) < pv.parse(version) and strict == False):
57
+ return False
58
+ else:
59
+ return True
60
+ else:
61
+ return False
62
+ except Exception as e:
63
+ print(f"Error: {e}")
64
+ return False
65
+
66
+ def download(url, path):
67
+ request = urllib.request.urlopen(url)
68
+ total = int(request.headers.get('Content-Length', 0))
69
+ with tqdm(total=total, desc='Downloading...', unit='B', unit_scale=True, unit_divisor=1024) as progress:
70
+ urllib.request.urlretrieve(url, path, reporthook=lambda count, block_size, total_size: progress.update(block_size))
71
+
72
+ if not os.path.exists(models_dir):
73
+ os.makedirs(models_dir)
74
+
75
+ if not os.path.exists(model_path):
76
+ download(model_url, model_path)
77
+
78
+ # print("ReActor preheating...", end=' ')
79
+
80
+ last_device = None
81
+ first_run = False
82
+ available_devices = ["CPU", "CUDA"]
83
+
84
+ try:
85
+ last_device_log = os.path.join(BASE_PATH, "last_device.txt")
86
+ with open(last_device_log) as f:
87
+ last_device = f.readline().strip()
88
+ if last_device not in available_devices:
89
+ last_device = None
90
+ except:
91
+ last_device = "CPU"
92
+ first_run = True
93
+ with open(os.path.join(BASE_PATH, "last_device.txt"), "w") as txt:
94
+ txt.write(last_device)
95
+
96
+ with open(req_file) as file:
97
+ install_count = 0
98
+ ort = "onnxruntime-gpu"
99
+ import torch
100
+ try:
101
+ if torch.cuda.is_available():
102
+ if first_run or last_device is None:
103
+ last_device = "CUDA"
104
+ elif torch.backends.mps.is_available() or hasattr(torch,'dml'):
105
+ ort = "onnxruntime"
106
+ # to prevent errors when ORT-GPU is installed but we want ORT instead:
107
+ if first_run:
108
+ pip_uninstall("onnxruntime", "onnxruntime-gpu")
109
+ # just in case:
110
+ if last_device == "CUDA" or last_device is None:
111
+ last_device = "CPU"
112
+ else:
113
+ if last_device == "CUDA" or last_device is None:
114
+ last_device = "CPU"
115
+ with open(os.path.join(BASE_PATH, "last_device.txt"), "w") as txt:
116
+ txt.write(last_device)
117
+ if not is_installed(ort,"1.16.1",False):
118
+ install_count += 1
119
+ pip_install(ort, "-U")
120
+ except Exception as e:
121
+ print(e)
122
+ print(f"\nERROR: Failed to install {ort} - ReActor won't start")
123
+ raise e
124
+ # print(f"Device: {last_device}")
125
+ strict = True
126
+ for package in file:
127
+ package_version = None
128
+ try:
129
+ package = package.strip()
130
+ if "==" in package:
131
+ package_version = package.split('==')[1]
132
+ elif ">=" in package:
133
+ package_version = package.split('>=')[1]
134
+ strict = False
135
+ if not is_installed(package,package_version,strict):
136
+ install_count += 1
137
+ pip_install(package)
138
+ except Exception as e:
139
+ print(e)
140
+ print(f"\nERROR: Failed to install {package} - ReActor won't start")
141
+ raise e
142
+ if install_count > 0:
143
+ print(f"""
144
+ +---------------------------------+
145
+ --- PLEASE, RESTART the Server! ---
146
+ +---------------------------------+
147
+ """)
extensions/sd-webui-reactor/last_device.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ CUDA
extensions/sd-webui-reactor/reactor_modules/__pycache__/reactor_mask.cpython-310.pyc ADDED
Binary file (5.49 kB). View file
 
extensions/sd-webui-reactor/reactor_modules/reactor_mask.py ADDED
@@ -0,0 +1,176 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import cv2
2
+ import numpy as np
3
+ from PIL import Image, ImageDraw
4
+
5
+ from torchvision.transforms.functional import to_pil_image
6
+
7
+ from scripts.reactor_logger import logger
8
+ from scripts.reactor_inferencers.bisenet_mask_generator import BiSeNetMaskGenerator
9
+ from scripts.reactor_entities.face import FaceArea
10
+ from scripts.reactor_entities.rect import Rect
11
+
12
+
13
+ colors = [
14
+ (255, 0, 0),
15
+ (0, 255, 0),
16
+ (0, 0, 255),
17
+ (255, 255, 0),
18
+ (255, 0, 255),
19
+ (0, 255, 255),
20
+ (255, 255, 255),
21
+ (128, 0, 0),
22
+ (0, 128, 0),
23
+ (128, 128, 0),
24
+ (0, 0, 128),
25
+ (0, 128, 128),
26
+ ]
27
+
28
+ def color_generator(colors):
29
+ while True:
30
+ for color in colors:
31
+ yield color
32
+
33
+
34
+ def process_face_image(
35
+ face: FaceArea,
36
+ **kwargs,
37
+ ) -> Image:
38
+ image = np.array(face.image)
39
+ overlay = image.copy()
40
+ color_iter = color_generator(colors)
41
+ cv2.rectangle(overlay, (0, 0), (image.shape[1], image.shape[0]), next(color_iter), -1)
42
+ l, t, r, b = face.face_area_on_image
43
+ cv2.rectangle(overlay, (l, t), (r, b), (0, 0, 0), 10)
44
+ if face.landmarks_on_image is not None:
45
+ for landmark in face.landmarks_on_image:
46
+ cv2.circle(overlay, (int(landmark.x), int(landmark.y)), 6, (0, 0, 0), 10)
47
+ alpha = 0.3
48
+ output = cv2.addWeighted(image, 1 - alpha, overlay, alpha, 0)
49
+
50
+ return Image.fromarray(output)
51
+
52
+
53
+ def apply_face_mask(swapped_image:np.ndarray,target_image:np.ndarray,target_face,entire_mask_image:np.array)->np.ndarray:
54
+ logger.status("Correcting Face Mask")
55
+ mask_generator = BiSeNetMaskGenerator()
56
+ face = FaceArea(target_image,Rect.from_ndarray(np.array(target_face.bbox)),1.6,512,"")
57
+ face_image = np.array(face.image)
58
+ process_face_image(face)
59
+ face_area_on_image = face.face_area_on_image
60
+ mask = mask_generator.generate_mask(
61
+ face_image,
62
+ face_area_on_image=face_area_on_image,
63
+ affected_areas=["Face"],
64
+ mask_size=0,
65
+ use_minimal_area=True
66
+ )
67
+ mask = cv2.blur(mask, (12, 12))
68
+ # """entire_mask_image = np.zeros_like(target_image)"""
69
+ larger_mask = cv2.resize(mask, dsize=(face.width, face.height))
70
+ entire_mask_image[
71
+ face.top : face.bottom,
72
+ face.left : face.right,
73
+ ] = larger_mask
74
+
75
+ result = Image.composite(Image.fromarray(swapped_image),Image.fromarray(target_image), Image.fromarray(entire_mask_image).convert("L"))
76
+ return np.array(result)
77
+
78
+
79
+ def rotate_array(image: np.ndarray, angle: float) -> np.ndarray:
80
+ if angle == 0:
81
+ return image
82
+
83
+ h, w = image.shape[:2]
84
+ center = (w // 2, h // 2)
85
+
86
+ M = cv2.getRotationMatrix2D(center, angle, 1.0)
87
+ return cv2.warpAffine(image, M, (w, h))
88
+
89
+
90
+ def rotate_image(image: Image, angle: float) -> Image:
91
+ if angle == 0:
92
+ return image
93
+ return Image.fromarray(rotate_array(np.array(image), angle))
94
+
95
+
96
+ def correct_face_tilt(angle: float) -> bool:
97
+ angle = abs(angle)
98
+ if angle > 180:
99
+ angle = 360 - angle
100
+ return angle > 40
101
+
102
+
103
+ def _dilate(arr: np.ndarray, value: int) -> np.ndarray:
104
+ kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (value, value))
105
+ return cv2.dilate(arr, kernel, iterations=1)
106
+
107
+
108
+ def _erode(arr: np.ndarray, value: int) -> np.ndarray:
109
+ kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (value, value))
110
+ return cv2.erode(arr, kernel, iterations=1)
111
+
112
+
113
+ def dilate_erode(img: Image.Image, value: int) -> Image.Image:
114
+ """
115
+ The dilate_erode function takes an image and a value.
116
+ If the value is positive, it dilates the image by that amount.
117
+ If the value is negative, it erodes the image by that amount.
118
+
119
+ Parameters
120
+ ----------
121
+ img: PIL.Image.Image
122
+ the image to be processed
123
+ value: int
124
+ kernel size of dilation or erosion
125
+
126
+ Returns
127
+ -------
128
+ PIL.Image.Image
129
+ The image that has been dilated or eroded
130
+ """
131
+ if value == 0:
132
+ return img
133
+
134
+ arr = np.array(img)
135
+ arr = _dilate(arr, value) if value > 0 else _erode(arr, -value)
136
+
137
+ return Image.fromarray(arr)
138
+
139
+ def mask_to_pil(masks, shape: tuple[int, int]) -> list[Image.Image]:
140
+ """
141
+ Parameters
142
+ ----------
143
+ masks: torch.Tensor, dtype=torch.float32, shape=(N, H, W).
144
+ The device can be CUDA, but `to_pil_image` takes care of that.
145
+
146
+ shape: tuple[int, int]
147
+ (width, height) of the original image
148
+ """
149
+ n = masks.shape[0]
150
+ return [to_pil_image(masks[i], mode="L").resize(shape) for i in range(n)]
151
+
152
+ def create_mask_from_bbox(
153
+ bboxes: list[list[float]], shape: tuple[int, int]
154
+ ) -> list[Image.Image]:
155
+ """
156
+ Parameters
157
+ ----------
158
+ bboxes: list[list[float]]
159
+ list of [x1, y1, x2, y2]
160
+ bounding boxes
161
+ shape: tuple[int, int]
162
+ shape of the image (width, height)
163
+
164
+ Returns
165
+ -------
166
+ masks: list[Image.Image]
167
+ A list of masks
168
+
169
+ """
170
+ masks = []
171
+ for bbox in bboxes:
172
+ mask = Image.new("L", shape, 0)
173
+ mask_draw = ImageDraw.Draw(mask)
174
+ mask_draw.rectangle(bbox, fill=255)
175
+ masks.append(mask)
176
+ return masks
extensions/sd-webui-reactor/reactor_ui/__init__.py ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ import reactor_ui.reactor_upscale_ui as ui_upscale
2
+ import reactor_ui.reactor_tools_ui as ui_tools
3
+ import reactor_ui.reactor_settings_ui as ui_settings
4
+ import reactor_ui.reactor_main_ui as ui_main
extensions/sd-webui-reactor/reactor_ui/__pycache__/__init__.cpython-310.pyc ADDED
Binary file (473 Bytes). View file
 
extensions/sd-webui-reactor/reactor_ui/__pycache__/reactor_main_ui.cpython-310.pyc ADDED
Binary file (5.22 kB). View file
 
extensions/sd-webui-reactor/reactor_ui/__pycache__/reactor_settings_ui.cpython-310.pyc ADDED
Binary file (2.54 kB). View file
 
extensions/sd-webui-reactor/reactor_ui/__pycache__/reactor_tools_ui.cpython-310.pyc ADDED
Binary file (1.07 kB). View file
 
extensions/sd-webui-reactor/reactor_ui/__pycache__/reactor_upscale_ui.cpython-310.pyc ADDED
Binary file (1.78 kB). View file
 
extensions/sd-webui-reactor/reactor_ui/reactor_main_ui.py ADDED
@@ -0,0 +1,182 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from scripts.reactor_helpers import (
3
+ get_model_names,
4
+ get_facemodels
5
+ )
6
+ from scripts.reactor_swapper import (
7
+ clear_faces_list,
8
+ )
9
+ from modules import shared
10
+
11
+ SAVE_ORIGINAL: bool = False
12
+
13
+ def update_fm_list(selected: str):
14
+ return gr.Dropdown.update(
15
+ value=selected, choices=get_model_names(get_facemodels)
16
+ )
17
+
18
+ # TAB MAIN
19
+ def show(is_img2img: bool, show_br: bool = True, **msgs):
20
+
21
+ def on_select_source(selected: bool, evt: gr.SelectData):
22
+ global SAVE_ORIGINAL
23
+ if evt.index == 2:
24
+ if SAVE_ORIGINAL != selected:
25
+ SAVE_ORIGINAL = selected
26
+ return {
27
+ control_col_1: gr.Column.update(visible=False),
28
+ control_col_2: gr.Column.update(visible=False),
29
+ control_col_3: gr.Column.update(visible=True),
30
+ save_original: gr.Checkbox.update(value=False,visible=False),
31
+ imgs_hash_clear: gr.Button.update(visible=True)
32
+ }
33
+ if evt.index == 0:
34
+ return {
35
+ control_col_1: gr.Column.update(visible=True),
36
+ control_col_2: gr.Column.update(visible=False),
37
+ control_col_3: gr.Column.update(visible=False),
38
+ save_original: gr.Checkbox.update(value=SAVE_ORIGINAL,visible=show_br),
39
+ imgs_hash_clear: gr.Button.update(visible=False)
40
+ }
41
+ if evt.index == 1:
42
+ return {
43
+ control_col_1: gr.Column.update(visible=False),
44
+ control_col_2: gr.Column.update(visible=True),
45
+ control_col_3: gr.Column.update(visible=False),
46
+ save_original: gr.Checkbox.update(value=SAVE_ORIGINAL,visible=show_br),
47
+ imgs_hash_clear: gr.Button.update(visible=False)
48
+ }
49
+
50
+ progressbar_area = gr.Markdown("")
51
+ with gr.Tab("Main"):
52
+ with gr.Column():
53
+ with gr.Row():
54
+ select_source = gr.Radio(
55
+ ["Image(s)","Face Model","Folder"],
56
+ value="Image(s)",
57
+ label="Select Source",
58
+ type="index",
59
+ scale=1,
60
+ )
61
+ with gr.Column(visible=False) as control_col_2:
62
+ with gr.Row():
63
+ face_models = get_model_names(get_facemodels)
64
+ face_model = gr.Dropdown(
65
+ choices=face_models,
66
+ label="Choose Face Model",
67
+ value="None",
68
+ scale=1,
69
+ )
70
+ fm_update = gr.Button(
71
+ value="🔄",
72
+ variant="tool",
73
+ )
74
+ fm_update.click(
75
+ update_fm_list,
76
+ inputs=[face_model],
77
+ outputs=[face_model],
78
+ )
79
+ imgs_hash_clear = gr.Button(
80
+ value="Clear Source Images Hash",
81
+ scale=1,
82
+ visible=False,
83
+ )
84
+ imgs_hash_clear.click(clear_faces_list,None,[progressbar_area])
85
+ gr.Markdown("<br>", visible=show_br)
86
+ with gr.Column(visible=True) as control_col_1:
87
+ gr.Markdown("<center>🔽🔽🔽 Single Image has priority when both Areas in use 🔽🔽🔽</center>")
88
+ with gr.Row():
89
+ img = gr.Image(
90
+ type="pil",
91
+ label="Single Source Image",
92
+ )
93
+ imgs = gr.Files(
94
+ label=f"Multiple Source Images{msgs['extra_multiple_source']}",
95
+ file_types=["image"],
96
+ )
97
+ with gr.Column(visible=False) as control_col_3:
98
+ gr.Markdown("<span style='display:block;text-align:right;padding-right:3px;margin: -15px 0;font-size:1.1em'><sup>Clear Hash if you see the previous face was swapped instead of the new one</sup></span>")
99
+ source_folder = gr.Textbox(
100
+ value="",
101
+ placeholder="Paste here the path to the folder containing source faces images",
102
+ label=f"Source Folder{msgs['extra_multiple_source']}",
103
+ )
104
+ setattr(face_model, "do_not_save_to_config", True)
105
+ if is_img2img:
106
+ save_original = gr.Checkbox(
107
+ False,
108
+ label="Save Original (Swap in generated only)",
109
+ info="Save the original image(s) made before swapping (it always saves Original when you use Multiple Images or Folder)"
110
+ )
111
+ else:
112
+ save_original = gr.Checkbox(
113
+ False,
114
+ label="Save Original",
115
+ info="Save the original image(s) made before swapping (it always saves Original when you use Multiple Images or Folder)",
116
+ visible=show_br
117
+ )
118
+ # imgs.upload(on_files_upload_uncheck_so,[save_original],[save_original],show_progress=False)
119
+ # imgs.clear(on_files_clear,None,[save_original],show_progress=False)
120
+ imgs.clear(clear_faces_list,None,None,show_progress=False)
121
+ mask_face = gr.Checkbox(
122
+ False,
123
+ label="Face Mask Correction",
124
+ info="Apply this option if you see some pixelation around face contours"
125
+ )
126
+ gr.Markdown("<br>", visible=show_br)
127
+ gr.Markdown("Source Image (above):")
128
+ with gr.Row():
129
+ source_faces_index = gr.Textbox(
130
+ value="0",
131
+ placeholder="Which face(s) to use as Source (comma separated)",
132
+ label="Comma separated face number(s); Example: 0,2,1",
133
+ )
134
+ gender_source = gr.Radio(
135
+ ["No", "Female Only", "Male Only"],
136
+ value="No",
137
+ label="Gender Detection (Source)",
138
+ type="index",
139
+ )
140
+ gr.Markdown("<br>", visible=show_br)
141
+ gr.Markdown("Target Image (result):")
142
+ with gr.Row():
143
+ faces_index = gr.Textbox(
144
+ value="0",
145
+ placeholder="Which face(s) to Swap into Target (comma separated)",
146
+ label="Comma separated face number(s); Example: 1,0,2",
147
+ )
148
+ gender_target = gr.Radio(
149
+ ["No", "Female Only", "Male Only"],
150
+ value="No",
151
+ label="Gender Detection (Target)",
152
+ type="index",
153
+ )
154
+ gr.Markdown("<br>", visible=show_br)
155
+ with gr.Row():
156
+ face_restorer_name = gr.Radio(
157
+ label="Restore Face",
158
+ choices=["None"] + [x.name() for x in shared.face_restorers],
159
+ value=shared.face_restorers[0].name(),
160
+ type="value",
161
+ )
162
+ with gr.Column():
163
+ face_restorer_visibility = gr.Slider(
164
+ 0, 1, 1, step=0.1, label="Restore Face Visibility"
165
+ )
166
+ codeformer_weight = gr.Slider(
167
+ 0, 1, 0.5, step=0.1, label="CodeFormer Weight (Fidelity)", info="0 = far from original (max restoration), 1 = close to original (min restoration)"
168
+ )
169
+ gr.Markdown("<br>", visible=show_br)
170
+ swap_in_source = gr.Checkbox(
171
+ False,
172
+ label="Swap in source image",
173
+ visible=is_img2img,
174
+ )
175
+ swap_in_generated = gr.Checkbox(
176
+ True,
177
+ label="Swap in generated image",
178
+ visible=is_img2img,
179
+ )
180
+ select_source.select(on_select_source,[save_original],[control_col_1,control_col_2,control_col_3,save_original,imgs_hash_clear],show_progress=False)
181
+
182
+ return img, imgs, select_source, face_model, source_folder, save_original, mask_face, source_faces_index, gender_source, faces_index, gender_target, face_restorer_name, face_restorer_visibility, codeformer_weight, swap_in_source, swap_in_generated
extensions/sd-webui-reactor/reactor_ui/reactor_settings_ui.py ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from scripts.reactor_logger import logger
3
+ from scripts.reactor_helpers import get_models, set_Device
4
+ from scripts.reactor_globals import DEVICE, DEVICE_LIST
5
+ try:
6
+ import torch.cuda as cuda
7
+ EP_is_visible = True if cuda.is_available() else False
8
+ except:
9
+ EP_is_visible = False
10
+
11
+ def update_models_list(selected: str):
12
+ return gr.Dropdown.update(
13
+ value=selected, choices=get_models()
14
+ )
15
+
16
+ def show(hash_check_block: bool = True):
17
+ # TAB SETTINGS
18
+ with gr.Tab("Settings"):
19
+ models = get_models()
20
+ with gr.Row(visible=EP_is_visible):
21
+ device = gr.Radio(
22
+ label="Execution Provider",
23
+ choices=DEVICE_LIST,
24
+ value=DEVICE,
25
+ type="value",
26
+ info="Click 'Save' to apply. If you already run 'Generate' - RESTART is required: (A1111) Extensions Tab -> 'Apply and restart UI' or (SD.Next) close the Server and start it again",
27
+ scale=2,
28
+ )
29
+ save_device_btn = gr.Button("Save", scale=0)
30
+ save = gr.Markdown("", visible=EP_is_visible)
31
+ setattr(device, "do_not_save_to_config", True)
32
+ save_device_btn.click(
33
+ set_Device,
34
+ inputs=[device],
35
+ outputs=[save],
36
+ )
37
+ with gr.Row():
38
+ if len(models) == 0:
39
+ logger.warning(
40
+ "You should at least have one model in models directory, please read the doc here: https://github.com/Gourieff/sd-webui-reactor/"
41
+ )
42
+ model = gr.Dropdown(
43
+ choices=models,
44
+ label="Model not found, please download one and refresh the list"
45
+ )
46
+ else:
47
+ model = gr.Dropdown(
48
+ choices=models, label="Model", value=models[0]
49
+ )
50
+ models_update = gr.Button(
51
+ value="🔄",
52
+ variant="tool",
53
+ )
54
+ models_update.click(
55
+ update_models_list,
56
+ inputs=[model],
57
+ outputs=[model],
58
+ )
59
+ console_logging_level = gr.Radio(
60
+ ["No log", "Minimum", "Default"],
61
+ value="Minimum",
62
+ label="Console Log Level",
63
+ type="index"
64
+ )
65
+ gr.Markdown("<br>", visible=hash_check_block)
66
+ with gr.Row(visible=hash_check_block):
67
+ source_hash_check = gr.Checkbox(
68
+ True,
69
+ label="Source Image Hash Check",
70
+ info="Recommended to keep it ON. Processing is faster when Source Image is the same."
71
+ )
72
+ target_hash_check = gr.Checkbox(
73
+ False,
74
+ label="Target Image Hash Check",
75
+ info="Affects if you use Extras tab or img2img with only 'Swap in source image' on."
76
+ )
77
+ return model, device, console_logging_level, source_hash_check, target_hash_check
extensions/sd-webui-reactor/reactor_ui/reactor_tools_ui.py ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from scripts.reactor_swapper import build_face_model
3
+
4
+ # TAB TOOLS
5
+ def show():
6
+ with gr.Tab("Tools"):
7
+ with gr.Tab("Face Models"):
8
+ gr.Markdown("Load an image containing one person, name it and click 'Build and Save'")
9
+ img_fm = gr.Image(
10
+ type="pil",
11
+ label="Load Image to build Face Model",
12
+ )
13
+ with gr.Row(equal_height=True):
14
+ fm_name = gr.Textbox(
15
+ value="",
16
+ placeholder="Please type any name (e.g. Elena)",
17
+ label="Face Model Name",
18
+ )
19
+ save_fm_btn = gr.Button("Build and Save")
20
+ save_fm = gr.Markdown("You can find saved models in 'models/reactor/faces'")
21
+ save_fm_btn.click(
22
+ build_face_model,
23
+ inputs=[img_fm, fm_name],
24
+ outputs=[save_fm],
25
+ )
extensions/sd-webui-reactor/reactor_ui/reactor_upscale_ui.py ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from modules import shared
3
+
4
+ def update_upscalers_list(selected: str):
5
+ return gr.Dropdown.update(
6
+ value=selected, choices=[upscaler.name for upscaler in shared.sd_upscalers]
7
+ )
8
+
9
+ # TAB UPSCALE
10
+ def show(show_br: bool = True):
11
+ with gr.Tab("Upscale"):
12
+ restore_first = gr.Checkbox(
13
+ True,
14
+ label="1. Restore Face -> 2. Upscale (-Uncheck- if you want vice versa)",
15
+ info="Postprocessing Order"
16
+ )
17
+ with gr.Row():
18
+ upscaler_name = gr.Dropdown(
19
+ choices=[upscaler.name for upscaler in shared.sd_upscalers],
20
+ label="Upscaler",
21
+ value="None",
22
+ info="Won't scale if you choose -Swap in Source- via img2img, only 1x-postprocessing will affect (texturing, denoising, restyling etc.)"
23
+ )
24
+ upscalers_update = gr.Button(
25
+ value="🔄",
26
+ variant="tool",
27
+ )
28
+ upscalers_update.click(
29
+ update_upscalers_list,
30
+ inputs=[upscaler_name],
31
+ outputs=[upscaler_name],
32
+ )
33
+ gr.Markdown("<br>", visible=show_br)
34
+ with gr.Row():
35
+ upscaler_scale = gr.Slider(1, 8, 1, step=0.1, label="Scale by")
36
+ upscaler_visibility = gr.Slider(
37
+ 0, 1, 1, step=0.1, label="Upscaler Visibility (if scale = 1)"
38
+ )
39
+ return restore_first, upscaler_name, upscaler_scale, upscaler_visibility
extensions/sd-webui-reactor/requirements.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ insightface==0.7.3
2
+ onnx>=1.14.0
3
+ opencv-python>=4.7.0.72
extensions/sd-webui-reactor/scripts/__pycache__/console_log_patch.cpython-310.pyc ADDED
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extensions/sd-webui-reactor/scripts/__pycache__/reactor_api.cpython-310.pyc ADDED
Binary file (5.78 kB). View file
 
extensions/sd-webui-reactor/scripts/__pycache__/reactor_faceswap.cpython-310.pyc ADDED
Binary file (12.8 kB). View file
 
extensions/sd-webui-reactor/scripts/__pycache__/reactor_globals.cpython-310.pyc ADDED
Binary file (1.39 kB). View file
 
extensions/sd-webui-reactor/scripts/__pycache__/reactor_helpers.cpython-310.pyc ADDED
Binary file (7.09 kB). View file
 
extensions/sd-webui-reactor/scripts/__pycache__/reactor_logger.cpython-310.pyc ADDED
Binary file (1.67 kB). View file
 
extensions/sd-webui-reactor/scripts/__pycache__/reactor_swapper.cpython-310.pyc ADDED
Binary file (15.2 kB). View file
 
extensions/sd-webui-reactor/scripts/__pycache__/reactor_version.cpython-310.pyc ADDED
Binary file (473 Bytes). View file
 
extensions/sd-webui-reactor/scripts/console_log_patch.py ADDED
@@ -0,0 +1,120 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os.path as osp
2
+ import glob
3
+ import logging
4
+ import insightface
5
+ from insightface.model_zoo.model_zoo import ModelRouter, PickableInferenceSession
6
+ from insightface.model_zoo.retinaface import RetinaFace
7
+ from insightface.model_zoo.landmark import Landmark
8
+ from insightface.model_zoo.attribute import Attribute
9
+ from insightface.model_zoo.inswapper import INSwapper
10
+ from insightface.model_zoo.arcface_onnx import ArcFaceONNX
11
+ from insightface.app import FaceAnalysis
12
+ from insightface.utils import DEFAULT_MP_NAME, ensure_available
13
+ from insightface.model_zoo import model_zoo
14
+ import onnxruntime
15
+ import onnx
16
+ from onnx import numpy_helper
17
+ from scripts.reactor_logger import logger
18
+
19
+
20
+ def patched_get_model(self, **kwargs):
21
+ session = PickableInferenceSession(self.onnx_file, **kwargs)
22
+ inputs = session.get_inputs()
23
+ input_cfg = inputs[0]
24
+ input_shape = input_cfg.shape
25
+ outputs = session.get_outputs()
26
+
27
+ if len(outputs) >= 5:
28
+ return RetinaFace(model_file=self.onnx_file, session=session)
29
+ elif input_shape[2] == 192 and input_shape[3] == 192:
30
+ return Landmark(model_file=self.onnx_file, session=session)
31
+ elif input_shape[2] == 96 and input_shape[3] == 96:
32
+ return Attribute(model_file=self.onnx_file, session=session)
33
+ elif len(inputs) == 2 and input_shape[2] == 128 and input_shape[3] == 128:
34
+ return INSwapper(model_file=self.onnx_file, session=session)
35
+ elif input_shape[2] == input_shape[3] and input_shape[2] >= 112 and input_shape[2] % 16 == 0:
36
+ return ArcFaceONNX(model_file=self.onnx_file, session=session)
37
+ else:
38
+ return None
39
+
40
+
41
+ def patched_faceanalysis_init(self, name=DEFAULT_MP_NAME, root='~/.insightface', allowed_modules=None, **kwargs):
42
+ onnxruntime.set_default_logger_severity(3)
43
+ self.models = {}
44
+ self.model_dir = ensure_available('models', name, root=root)
45
+ onnx_files = glob.glob(osp.join(self.model_dir, '*.onnx'))
46
+ onnx_files = sorted(onnx_files)
47
+ for onnx_file in onnx_files:
48
+ model = model_zoo.get_model(onnx_file, **kwargs)
49
+ if model is None:
50
+ print('model not recognized:', onnx_file)
51
+ elif allowed_modules is not None and model.taskname not in allowed_modules:
52
+ print('model ignore:', onnx_file, model.taskname)
53
+ del model
54
+ elif model.taskname not in self.models and (allowed_modules is None or model.taskname in allowed_modules):
55
+ self.models[model.taskname] = model
56
+ else:
57
+ print('duplicated model task type, ignore:', onnx_file, model.taskname)
58
+ del model
59
+ assert 'detection' in self.models
60
+ self.det_model = self.models['detection']
61
+
62
+
63
+ def patched_faceanalysis_prepare(self, ctx_id, det_thresh=0.5, det_size=(640, 640)):
64
+ self.det_thresh = det_thresh
65
+ assert det_size is not None
66
+ self.det_size = det_size
67
+ for taskname, model in self.models.items():
68
+ if taskname == 'detection':
69
+ model.prepare(ctx_id, input_size=det_size, det_thresh=det_thresh)
70
+ else:
71
+ model.prepare(ctx_id)
72
+
73
+
74
+ def patched_inswapper_init(self, model_file=None, session=None):
75
+ self.model_file = model_file
76
+ self.session = session
77
+ model = onnx.load(self.model_file)
78
+ graph = model.graph
79
+ self.emap = numpy_helper.to_array(graph.initializer[-1])
80
+ self.input_mean = 0.0
81
+ self.input_std = 255.0
82
+ if self.session is None:
83
+ self.session = onnxruntime.InferenceSession(self.model_file, None)
84
+ inputs = self.session.get_inputs()
85
+ self.input_names = []
86
+ for inp in inputs:
87
+ self.input_names.append(inp.name)
88
+ outputs = self.session.get_outputs()
89
+ output_names = []
90
+ for out in outputs:
91
+ output_names.append(out.name)
92
+ self.output_names = output_names
93
+ assert len(self.output_names) == 1
94
+ input_cfg = inputs[0]
95
+ input_shape = input_cfg.shape
96
+ self.input_shape = input_shape
97
+ self.input_size = tuple(input_shape[2:4][::-1])
98
+
99
+
100
+ def patch_insightface(get_model, faceanalysis_init, faceanalysis_prepare, inswapper_init):
101
+ insightface.model_zoo.model_zoo.ModelRouter.get_model = get_model
102
+ insightface.app.FaceAnalysis.__init__ = faceanalysis_init
103
+ insightface.app.FaceAnalysis.prepare = faceanalysis_prepare
104
+ insightface.model_zoo.inswapper.INSwapper.__init__ = inswapper_init
105
+
106
+
107
+ original_functions = [ModelRouter.get_model, FaceAnalysis.__init__, FaceAnalysis.prepare, INSwapper.__init__]
108
+ patched_functions = [patched_get_model, patched_faceanalysis_init, patched_faceanalysis_prepare, patched_inswapper_init]
109
+
110
+
111
+ def apply_logging_patch(console_logging_level):
112
+ if console_logging_level == 0:
113
+ patch_insightface(*patched_functions)
114
+ logger.setLevel(logging.WARNING)
115
+ elif console_logging_level == 1:
116
+ patch_insightface(*patched_functions)
117
+ logger.setLevel(logging.STATUS)
118
+ elif console_logging_level == 2:
119
+ patch_insightface(*original_functions)
120
+ logger.setLevel(logging.INFO)
extensions/sd-webui-reactor/scripts/reactor_api.py ADDED
@@ -0,0 +1,118 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ '''
2
+ Thanks SpenserCai for the original version of the roop api script
3
+ -----------------------------------
4
+ --- ReActor External API v1.0.1 ---
5
+ -----------------------------------
6
+ '''
7
+ import os, glob
8
+ from datetime import datetime, date
9
+ from fastapi import FastAPI, Body
10
+
11
+ # from modules.api.models import *
12
+ from modules import scripts, shared
13
+ from modules.api import api
14
+
15
+ import gradio as gr
16
+
17
+ from scripts.reactor_swapper import EnhancementOptions, swap_face
18
+ from scripts.reactor_logger import logger
19
+
20
+
21
+ def default_file_path():
22
+ time = datetime.now()
23
+ today = date.today()
24
+ current_date = today.strftime('%Y-%m-%d')
25
+ current_time = time.strftime('%H-%M-%S')
26
+ output_file = 'output_'+current_date+'_'+current_time+'.png'
27
+ return os.path.join(os.path.abspath("outputs/api"), output_file)
28
+
29
+ def get_face_restorer(name):
30
+ for restorer in shared.face_restorers:
31
+ if restorer.name() == name:
32
+ return restorer
33
+ return None
34
+
35
+ def get_upscaler(name):
36
+ for upscaler in shared.sd_upscalers:
37
+ if upscaler.name == name:
38
+ return upscaler
39
+ return None
40
+
41
+ def get_models():
42
+ models_path = os.path.join(scripts.basedir(), "models/insightface/*")
43
+ models = glob.glob(models_path)
44
+ models = [x for x in models if x.endswith(".onnx") or x.endswith(".pth")]
45
+ return models
46
+
47
+ def get_full_model(model_name):
48
+ models = get_models()
49
+ for model in models:
50
+ model_path = os.path.split(model)
51
+ if model_path[1] == model_name:
52
+ return model
53
+ return None
54
+
55
+ def reactor_api(_: gr.Blocks, app: FastAPI):
56
+ @app.post("/reactor/image")
57
+ async def reactor_image(
58
+ source_image: str = Body("",title="Source Face Image"),
59
+ target_image: str = Body("",title="Target Image"),
60
+ source_faces_index: list[int] = Body([0],title="Comma separated face number(s) from swap-source image"),
61
+ face_index: list[int] = Body([0],title="Comma separated face number(s) for target image (result)"),
62
+ upscaler: str = Body("None",title="Upscaler"),
63
+ scale: float = Body(1,title="Scale by"),
64
+ upscale_visibility: float = Body(1,title="Upscaler visibility (if scale = 1)"),
65
+ face_restorer: str = Body("None",title="Restore Face: 0 - None; 1 - CodeFormer; 2 - GFPGA"),
66
+ restorer_visibility: float = Body(1,title="Restore visibility value"),
67
+ codeformer_weight: float = Body(0.5,title="CodeFormer Weight"),
68
+ restore_first: int = Body(1,title="Restore face -> Then upscale, 1 - True, 0 - False"),
69
+ model: str = Body("inswapper_128.onnx",title="Model"),
70
+ gender_source: int = Body(0,title="Gender Detection (Source) (0 - No, 1 - Female Only, 2 - Male Only)"),
71
+ gender_target: int = Body(0,title="Gender Detection (Target) (0 - No, 1 - Female Only, 2 - Male Only)"),
72
+ save_to_file: int = Body(0,title="Save Result to file, 0 - No, 1 - Yes"),
73
+ result_file_path: str = Body("",title="(if 'save_to_file = 1') Result file path"),
74
+ device: str = Body("CPU",title="CPU or CUDA (if you have it)"),
75
+ mask_face: int = Body(0,title="Face Mask Correction, 1 - True, 0 - False"),
76
+ select_source: int = Body(0,title="Select Source, 0 - Image, 1 - Face Model, 2 - Source Folder"),
77
+ face_model: str = Body("None",title="Filename of the face model (from 'models/reactor/faces'), e.g. elena.safetensors"),
78
+ source_folder: str = Body("",title="The path to the folder containing source faces images")
79
+ ):
80
+ s_image = api.decode_base64_to_image(source_image)
81
+ t_image = api.decode_base64_to_image(target_image)
82
+ sf_index = source_faces_index
83
+ f_index = face_index
84
+ gender_s = gender_source
85
+ gender_t = gender_target
86
+ restore_first_bool = True if restore_first == 1 else False
87
+ mask_face = True if mask_face == 1 else False
88
+ up_options = EnhancementOptions(do_restore_first=restore_first_bool, scale=scale, upscaler=get_upscaler(upscaler), upscale_visibility=upscale_visibility,face_restorer=get_face_restorer(face_restorer),restorer_visibility=restorer_visibility,codeformer_weight=codeformer_weight)
89
+ use_model = get_full_model(model)
90
+ if use_model is None:
91
+ Exception("Model not found")
92
+ result = swap_face(s_image, t_image, use_model, sf_index, f_index, up_options, gender_s, gender_t, True, True, device, mask_face, select_source, face_model, source_folder, None)
93
+ if save_to_file == 1:
94
+ if result_file_path == "":
95
+ result_file_path = default_file_path()
96
+ try:
97
+ result[0].save(result_file_path, format='PNG')
98
+ logger.status("Result has been saved to: %s", result_file_path)
99
+ except Exception as e:
100
+ logger.error("Error while saving result: %s",e)
101
+ return {"image": api.encode_pil_to_base64(result[0])}
102
+
103
+ @app.get("/reactor/models")
104
+ async def reactor_models():
105
+ model_names = [os.path.split(model)[1] for model in get_models()]
106
+ return {"models": model_names}
107
+
108
+ @app.get("/reactor/upscalers")
109
+ async def reactor_upscalers():
110
+ names = [upscaler.name for upscaler in shared.sd_upscalers]
111
+ return {"upscalers": names}
112
+
113
+ try:
114
+ import modules.script_callbacks as script_callbacks
115
+
116
+ script_callbacks.on_app_started(reactor_api)
117
+ except:
118
+ pass
extensions/sd-webui-reactor/scripts/reactor_entities/__pycache__/face.cpython-310.pyc ADDED
Binary file (4.29 kB). View file
 
extensions/sd-webui-reactor/scripts/reactor_entities/__pycache__/rect.cpython-310.pyc ADDED
Binary file (2.25 kB). View file
 
extensions/sd-webui-reactor/scripts/reactor_entities/face.py ADDED
@@ -0,0 +1,147 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import traceback
2
+
3
+ import cv2
4
+ import numpy as np
5
+ from modules import images
6
+ from PIL import Image
7
+
8
+
9
+ from scripts.reactor_entities.rect import Point, Rect
10
+
11
+
12
+ class FaceArea:
13
+ def __init__(self, entire_image: np.ndarray, face_area: Rect, face_margin: float, face_size: int, upscaler: str):
14
+ self.face_area = face_area
15
+ self.center = face_area.center
16
+ left, top, right, bottom = face_area.to_square()
17
+
18
+ self.left, self.top, self.right, self.bottom = self.__ensure_margin(
19
+ left, top, right, bottom, entire_image, face_margin
20
+ )
21
+
22
+ self.width = self.right - self.left
23
+ self.height = self.bottom - self.top
24
+
25
+ self.image = self.__crop_face_image(entire_image, face_size, upscaler)
26
+ self.face_size = face_size
27
+ self.scale_factor = face_size / self.width
28
+ self.face_area_on_image = self.__get_face_area_on_image()
29
+ self.landmarks_on_image = self.__get_landmarks_on_image()
30
+
31
+ def __get_face_area_on_image(self):
32
+ left = int((self.face_area.left - self.left) * self.scale_factor)
33
+ top = int((self.face_area.top - self.top) * self.scale_factor)
34
+ right = int((self.face_area.right - self.left) * self.scale_factor)
35
+ bottom = int((self.face_area.bottom - self.top) * self.scale_factor)
36
+ return self.__clip_values(left, top, right, bottom)
37
+
38
+ def __get_landmarks_on_image(self):
39
+ landmarks = []
40
+ if self.face_area.landmarks is not None:
41
+ for landmark in self.face_area.landmarks:
42
+ landmarks.append(
43
+ Point(
44
+ int((landmark.x - self.left) * self.scale_factor),
45
+ int((landmark.y - self.top) * self.scale_factor),
46
+ )
47
+ )
48
+ return landmarks
49
+
50
+ def __crop_face_image(self, entire_image: np.ndarray, face_size: int, upscaler: str):
51
+ cropped = entire_image[self.top : self.bottom, self.left : self.right, :]
52
+ if upscaler:
53
+ return images.resize_image(0, Image.fromarray(cropped), face_size, face_size, upscaler)
54
+ else:
55
+ return Image.fromarray(cv2.resize(cropped, dsize=(face_size, face_size)))
56
+
57
+ def __ensure_margin(self, left: int, top: int, right: int, bottom: int, entire_image: np.ndarray, margin: float):
58
+ entire_height, entire_width = entire_image.shape[:2]
59
+
60
+ side_length = right - left
61
+ margin = min(min(entire_height, entire_width) / side_length, margin)
62
+ diff = int((side_length * margin - side_length) / 2)
63
+
64
+ top = top - diff
65
+ bottom = bottom + diff
66
+ left = left - diff
67
+ right = right + diff
68
+
69
+ if top < 0:
70
+ bottom = bottom - top
71
+ top = 0
72
+ if left < 0:
73
+ right = right - left
74
+ left = 0
75
+
76
+ if bottom > entire_height:
77
+ top = top - (bottom - entire_height)
78
+ bottom = entire_height
79
+ if right > entire_width:
80
+ left = left - (right - entire_width)
81
+ right = entire_width
82
+
83
+ return left, top, right, bottom
84
+
85
+ def get_angle(self) -> float:
86
+ landmarks = getattr(self.face_area, "landmarks", None)
87
+ if landmarks is None:
88
+ return 0
89
+
90
+ eye1 = getattr(landmarks, "eye1", None)
91
+ eye2 = getattr(landmarks, "eye2", None)
92
+ if eye2 is None or eye1 is None:
93
+ return 0
94
+
95
+ try:
96
+ dx = eye2.x - eye1.x
97
+ dy = eye2.y - eye1.y
98
+ if dx == 0:
99
+ dx = 1
100
+ angle = np.arctan(dy / dx) * 180 / np.pi
101
+
102
+ if dx < 0:
103
+ angle = (angle + 180) % 360
104
+ return angle
105
+ except Exception:
106
+ print(traceback.format_exc())
107
+ return 0
108
+
109
+ def rotate_face_area_on_image(self, angle: float):
110
+ center = [
111
+ (self.face_area_on_image[0] + self.face_area_on_image[2]) / 2,
112
+ (self.face_area_on_image[1] + self.face_area_on_image[3]) / 2,
113
+ ]
114
+
115
+ points = [
116
+ [self.face_area_on_image[0], self.face_area_on_image[1]],
117
+ [self.face_area_on_image[2], self.face_area_on_image[3]],
118
+ ]
119
+
120
+ angle = np.radians(angle)
121
+ rot_matrix = np.array([[np.cos(angle), -np.sin(angle)], [np.sin(angle), np.cos(angle)]])
122
+
123
+ points = np.array(points) - center
124
+ points = np.dot(points, rot_matrix.T)
125
+ points += center
126
+ left, top, right, bottom = (int(points[0][0]), int(points[0][1]), int(points[1][0]), int(points[1][1]))
127
+
128
+ left, right = (right, left) if left > right else (left, right)
129
+ top, bottom = (bottom, top) if top > bottom else (top, bottom)
130
+
131
+ width, height = right - left, bottom - top
132
+ if width < height:
133
+ left, right = left - (height - width) // 2, right + (height - width) // 2
134
+ elif height < width:
135
+ top, bottom = top - (width - height) // 2, bottom + (width - height) // 2
136
+ return self.__clip_values(left, top, right, bottom)
137
+
138
+ def __clip_values(self, *args):
139
+ result = []
140
+ for val in args:
141
+ if val < 0:
142
+ result.append(0)
143
+ elif val > self.face_size:
144
+ result.append(self.face_size)
145
+ else:
146
+ result.append(val)
147
+ return tuple(result)
extensions/sd-webui-reactor/scripts/reactor_entities/rect.py ADDED
@@ -0,0 +1,78 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from typing import Dict, NamedTuple, Tuple
2
+
3
+ import numpy as np
4
+
5
+
6
+ class Point(NamedTuple):
7
+ x: int
8
+ y: int
9
+
10
+
11
+ class Landmarks(NamedTuple):
12
+ eye1: Point
13
+ eye2: Point
14
+ nose: Point
15
+ mouth1: Point
16
+ mouth2: Point
17
+
18
+
19
+ class Rect:
20
+ def __init__(
21
+ self,
22
+ left: int,
23
+ top: int,
24
+ right: int,
25
+ bottom: int,
26
+ tag: str = "face",
27
+ landmarks: Landmarks = None,
28
+ attributes: Dict[str, str] = {},
29
+ ) -> None:
30
+ self.tag = tag
31
+ self.left = left
32
+ self.top = top
33
+ self.right = right
34
+ self.bottom = bottom
35
+ self.center = int((right + left) / 2)
36
+ self.middle = int((top + bottom) / 2)
37
+ self.width = right - left
38
+ self.height = bottom - top
39
+ self.size = self.width * self.height
40
+ self.landmarks = landmarks
41
+ self.attributes = attributes
42
+
43
+ @classmethod
44
+ def from_ndarray(
45
+ cls,
46
+ face_box: np.ndarray,
47
+ tag: str = "face",
48
+ landmarks: Landmarks = None,
49
+ attributes: Dict[str, str] = {},
50
+ ) -> "Rect":
51
+ left, top, right, bottom, *_ = list(map(int, face_box))
52
+ return cls(left, top, right, bottom, tag, landmarks, attributes)
53
+
54
+ def to_tuple(self) -> Tuple[int, int, int, int]:
55
+ return self.left, self.top, self.right, self.bottom
56
+
57
+ def to_square(self):
58
+ left, top, right, bottom = self.to_tuple()
59
+
60
+ width = right - left
61
+ height = bottom - top
62
+
63
+ if width % 2 == 1:
64
+ right = right + 1
65
+ width = width + 1
66
+ if height % 2 == 1:
67
+ bottom = bottom + 1
68
+ height = height + 1
69
+
70
+ diff = int(abs(width - height) / 2)
71
+ if width > height:
72
+ top = top - diff
73
+ bottom = bottom + diff
74
+ else:
75
+ left = left - diff
76
+ right = right + diff
77
+
78
+ return left, top, right, bottom
extensions/sd-webui-reactor/scripts/reactor_faceswap.py ADDED
@@ -0,0 +1,589 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os, glob
2
+ import gradio as gr
3
+ from PIL import Image
4
+
5
+ from typing import List
6
+
7
+ import modules.scripts as scripts
8
+ from modules.upscaler import Upscaler, UpscalerData
9
+ from modules import scripts, shared, images, scripts_postprocessing, ui_components
10
+ from modules.processing import (
11
+ Processed,
12
+ StableDiffusionProcessing,
13
+ StableDiffusionProcessingImg2Img,
14
+ )
15
+ from modules.face_restoration import FaceRestoration
16
+ from modules.images import save_image
17
+
18
+ from reactor_ui import ui_main, ui_upscale, ui_tools, ui_settings
19
+ from scripts.reactor_logger import logger
20
+ from scripts.reactor_swapper import (
21
+ EnhancementOptions,
22
+ swap_face,
23
+ check_process_halt,
24
+ reset_messaged,
25
+ )
26
+ from scripts.reactor_version import version_flag, app_title
27
+ from scripts.console_log_patch import apply_logging_patch
28
+ from scripts.reactor_helpers import (
29
+ make_grid,
30
+ set_Device,
31
+ get_SDNEXT
32
+ )
33
+ from scripts.reactor_globals import SWAPPER_MODELS_PATH #, DEVICE, DEVICE_LIST
34
+
35
+
36
+ class FaceSwapScript(scripts.Script):
37
+ def title(self):
38
+ return f"{app_title}"
39
+
40
+ def show(self, is_img2img):
41
+ return scripts.AlwaysVisible
42
+
43
+ def ui(self, is_img2img):
44
+ with ui_components.InputAccordion(False, label=f"{app_title}") as enable:
45
+ # with gr.Accordion(f"{app_title}", open=False):
46
+
47
+ # def on_files_upload_uncheck_so(selected: bool):
48
+ # global SAVE_ORIGINAL
49
+ # SAVE_ORIGINAL = selected
50
+ # return gr.Checkbox.update(value=False,visible=False)
51
+ # def on_files_clear():
52
+ # clear_faces_list()
53
+ # return gr.Checkbox.update(value=SAVE_ORIGINAL,visible=True)
54
+
55
+ # SD.Next fix
56
+ if get_SDNEXT():
57
+ enable = gr.Checkbox(False, label="Enable")
58
+
59
+ # enable = gr.Checkbox(False, label="Enable", info=f"The Fast and Simple FaceSwap Extension - {version_flag}")
60
+ gr.Markdown(f"<sup>The Fast and Simple FaceSwap Extension - {version_flag}</sup>")
61
+
62
+ # TAB MAIN
63
+ msgs: dict = {
64
+ "extra_multiple_source": "",
65
+ }
66
+ img, imgs, select_source, face_model, source_folder, save_original, mask_face, source_faces_index, gender_source, faces_index, gender_target, face_restorer_name, face_restorer_visibility, codeformer_weight, swap_in_source, swap_in_generated = ui_main.show(is_img2img=is_img2img, **msgs)
67
+
68
+ # TAB UPSCALE
69
+ restore_first, upscaler_name, upscaler_scale, upscaler_visibility = ui_upscale.show()
70
+
71
+ # TAB TOOLS
72
+ ui_tools.show()
73
+
74
+ # TAB SETTINGS
75
+ model, device, console_logging_level, source_hash_check, target_hash_check = ui_settings.show()
76
+
77
+ gr.Markdown("<span style='display:block;text-align:right;padding:3px;font-size:0.666em;margin-bottom:-12px;'>by <a style='font-weight:normal' href='https://github.com/Gourieff' target='_blank'>Eugene Gourieff</a></span>")
78
+
79
+ return [
80
+ img,
81
+ enable,
82
+ source_faces_index,
83
+ faces_index,
84
+ model,
85
+ face_restorer_name,
86
+ face_restorer_visibility,
87
+ restore_first,
88
+ upscaler_name,
89
+ upscaler_scale,
90
+ upscaler_visibility,
91
+ swap_in_source,
92
+ swap_in_generated,
93
+ console_logging_level,
94
+ gender_source,
95
+ gender_target,
96
+ save_original,
97
+ codeformer_weight,
98
+ source_hash_check,
99
+ target_hash_check,
100
+ device,
101
+ mask_face,
102
+ select_source,
103
+ face_model,
104
+ source_folder,
105
+ imgs,
106
+ ]
107
+
108
+
109
+ @property
110
+ def upscaler(self) -> UpscalerData:
111
+ for upscaler in shared.sd_upscalers:
112
+ if upscaler.name == self.upscaler_name:
113
+ return upscaler
114
+ return None
115
+
116
+ @property
117
+ def face_restorer(self) -> FaceRestoration:
118
+ for face_restorer in shared.face_restorers:
119
+ if face_restorer.name() == self.face_restorer_name:
120
+ return face_restorer
121
+ return None
122
+
123
+ @property
124
+ def enhancement_options(self) -> EnhancementOptions:
125
+ return EnhancementOptions(
126
+ do_restore_first = self.restore_first,
127
+ scale=self.upscaler_scale,
128
+ upscaler=self.upscaler,
129
+ face_restorer=self.face_restorer,
130
+ upscale_visibility=self.upscaler_visibility,
131
+ restorer_visibility=self.face_restorer_visibility,
132
+ codeformer_weight=self.codeformer_weight,
133
+ )
134
+
135
+ def process(
136
+ self,
137
+ p: StableDiffusionProcessing,
138
+ img,
139
+ enable,
140
+ source_faces_index,
141
+ faces_index,
142
+ model,
143
+ face_restorer_name,
144
+ face_restorer_visibility,
145
+ restore_first,
146
+ upscaler_name,
147
+ upscaler_scale,
148
+ upscaler_visibility,
149
+ swap_in_source,
150
+ swap_in_generated,
151
+ console_logging_level,
152
+ gender_source,
153
+ gender_target,
154
+ save_original,
155
+ codeformer_weight,
156
+ source_hash_check,
157
+ target_hash_check,
158
+ device,
159
+ mask_face,
160
+ select_source,
161
+ face_model,
162
+ source_folder,
163
+ imgs,
164
+ ):
165
+ self.enable = enable
166
+ if self.enable:
167
+
168
+ logger.debug("*** Start process")
169
+
170
+ reset_messaged()
171
+ if check_process_halt():
172
+ return
173
+
174
+ global SWAPPER_MODELS_PATH
175
+ self.source = img
176
+ self.face_restorer_name = face_restorer_name
177
+ self.upscaler_scale = upscaler_scale
178
+ self.upscaler_visibility = upscaler_visibility
179
+ self.face_restorer_visibility = face_restorer_visibility
180
+ self.restore_first = restore_first
181
+ self.upscaler_name = upscaler_name
182
+ self.swap_in_source = swap_in_source
183
+ self.swap_in_generated = swap_in_generated
184
+ self.model = os.path.join(SWAPPER_MODELS_PATH,model)
185
+ self.console_logging_level = console_logging_level
186
+ self.gender_source = gender_source
187
+ self.gender_target = gender_target
188
+ self.save_original = save_original
189
+ self.codeformer_weight = codeformer_weight
190
+ self.source_hash_check = source_hash_check
191
+ self.target_hash_check = target_hash_check
192
+ self.device = device
193
+ self.mask_face = mask_face
194
+ self.select_source = select_source
195
+ self.face_model = face_model
196
+ self.source_folder = source_folder
197
+ self.source_imgs = imgs
198
+ if self.gender_source is None or self.gender_source == "No":
199
+ self.gender_source = 0
200
+ if self.gender_target is None or self.gender_target == "No":
201
+ self.gender_target = 0
202
+ self.source_faces_index = [
203
+ int(x) for x in source_faces_index.strip(",").split(",") if x.isnumeric()
204
+ ]
205
+ self.faces_index = [
206
+ int(x) for x in faces_index.strip(",").split(",") if x.isnumeric()
207
+ ]
208
+ if len(self.source_faces_index) == 0:
209
+ self.source_faces_index = [0]
210
+ if len(self.faces_index) == 0:
211
+ self.faces_index = [0]
212
+ if self.save_original is None:
213
+ self.save_original = False
214
+ if self.source_hash_check is None:
215
+ self.source_hash_check = True
216
+ if self.target_hash_check is None:
217
+ self.target_hash_check = False
218
+ if self.mask_face is None:
219
+ self.mask_face = False
220
+
221
+ logger.debug("*** Set Device")
222
+ set_Device(self.device)
223
+
224
+ if ((self.source is not None or self.source_imgs is not None) and self.select_source == 0) or ((self.face_model is not None and self.face_model != "None") and self.select_source == 1) or ((self.source_folder is not None and self.source_folder != "") and self.select_source == 2):
225
+ logger.debug("*** Log patch")
226
+ apply_logging_patch(console_logging_level)
227
+ if isinstance(p, StableDiffusionProcessingImg2Img) and self.swap_in_source:
228
+ logger.status("Working: source face index %s, target face index %s", self.source_faces_index, self.faces_index)
229
+
230
+ for i in range(len(p.init_images)):
231
+ if len(p.init_images) > 1:
232
+ logger.status("Swap in %s", i)
233
+ result, output, swapped = swap_face(
234
+ self.source,
235
+ p.init_images[i],
236
+ source_faces_index=self.source_faces_index,
237
+ faces_index=self.faces_index,
238
+ model=self.model,
239
+ enhancement_options=self.enhancement_options,
240
+ gender_source=self.gender_source,
241
+ gender_target=self.gender_target,
242
+ source_hash_check=self.source_hash_check,
243
+ target_hash_check=self.target_hash_check,
244
+ device=self.device,
245
+ mask_face=self.mask_face,
246
+ select_source=self.select_source,
247
+ face_model = self.face_model,
248
+ source_folder = None,
249
+ source_imgs = None,
250
+ )
251
+ p.init_images[i] = result
252
+ # result_path = get_image_path(p.init_images[i], p.outpath_samples, "", p.all_seeds[i], p.all_prompts[i], "txt", p=p, suffix="-swapped")
253
+ # if len(output) != 0:
254
+ # with open(result_path, 'w', encoding="utf8") as f:
255
+ # f.writelines(output)
256
+
257
+ if shared.state.interrupted or shared.state.skipped:
258
+ return
259
+
260
+ else:
261
+ logger.error("Please provide a source face")
262
+ return
263
+
264
+ def postprocess(self, p: StableDiffusionProcessing, processed: Processed, *args):
265
+ if self.enable:
266
+
267
+ logger.debug("*** Check postprocess")
268
+
269
+ reset_messaged()
270
+ if check_process_halt():
271
+ return
272
+
273
+ if self.save_original or ((self.select_source == 2 and self.source_folder is not None and self.source_folder != "") or (self.select_source == 0 and self.source_imgs is not None and self.source is None)):
274
+
275
+ postprocess_run: bool = True
276
+
277
+ orig_images : List[Image.Image] = processed.images[processed.index_of_first_image:]
278
+ orig_infotexts : List[str] = processed.infotexts[processed.index_of_first_image:]
279
+
280
+ result_images: List = processed.images
281
+ # result_info: List = processed.infotexts
282
+
283
+ if self.swap_in_generated:
284
+
285
+ logger.status("Working: source face index %s, target face index %s", self.source_faces_index, self.faces_index)
286
+
287
+ if self.source is not None:
288
+ # self.source_folder = None
289
+ self.source_imgs = None
290
+
291
+ for i,(img,info) in enumerate(zip(orig_images, orig_infotexts)):
292
+ if check_process_halt():
293
+ postprocess_run = False
294
+ break
295
+ if len(orig_images) > 1:
296
+ logger.status("Swap in %s", i)
297
+ result, output, swapped = swap_face(
298
+ self.source,
299
+ img,
300
+ source_faces_index=self.source_faces_index,
301
+ faces_index=self.faces_index,
302
+ model=self.model,
303
+ enhancement_options=self.enhancement_options,
304
+ gender_source=self.gender_source,
305
+ gender_target=self.gender_target,
306
+ source_hash_check=self.source_hash_check,
307
+ target_hash_check=self.target_hash_check,
308
+ device=self.device,
309
+ mask_face=self.mask_face,
310
+ select_source=self.select_source,
311
+ face_model = self.face_model,
312
+ source_folder = self.source_folder,
313
+ source_imgs = self.source_imgs,
314
+ )
315
+
316
+ if self.select_source == 2 or (self.select_source == 0 and self.source_imgs is not None and self.source is None):
317
+ if len(result) > 0 and swapped > 0:
318
+ result_images.extend(result)
319
+ suffix = "-swapped"
320
+ for i,x in enumerate(result):
321
+ try:
322
+ img_path = save_image(result[i], p.outpath_samples, "", p.all_seeds[0], p.all_prompts[0], "png",info=info, p=p, suffix=suffix)
323
+ except:
324
+ logger.error("Cannot save a result image - please, check SD WebUI Settings (Saving and Paths)")
325
+ elif len(result) == 0:
326
+ logger.error("Cannot create a result image")
327
+
328
+ else:
329
+ if result is not None and swapped > 0:
330
+ result_images.append(result)
331
+ suffix = "-swapped"
332
+ try:
333
+ img_path = save_image(result, p.outpath_samples, "", p.all_seeds[0], p.all_prompts[0], "png",info=info, p=p, suffix=suffix)
334
+ except:
335
+ logger.error("Cannot save a result image - please, check SD WebUI Settings (Saving and Paths)")
336
+ elif result is None:
337
+ logger.error("Cannot create a result image")
338
+
339
+ # if len(output) != 0:
340
+ # split_fullfn = os.path.splitext(img_path[0])
341
+ # fullfn = split_fullfn[0] + ".txt"
342
+ # with open(fullfn, 'w', encoding="utf8") as f:
343
+ # f.writelines(output)
344
+
345
+ if shared.opts.return_grid and len(result_images) > 2 and postprocess_run:
346
+ grid = make_grid(result_images)
347
+ result_images.insert(0, grid)
348
+ try:
349
+ save_image(grid, p.outpath_grids, "grid", p.all_seeds[0], p.all_prompts[0], shared.opts.grid_format, info=info, short_filename=not shared.opts.grid_extended_filename, p=p, grid=True)
350
+ except:
351
+ logger.error("Cannot save a grid - please, check SD WebUI Settings (Saving and Paths)")
352
+
353
+ processed.images = result_images
354
+ # processed.infotexts = result_info
355
+
356
+ def postprocess_batch(self, p, *args, **kwargs):
357
+ if self.enable and not self.save_original:
358
+ logger.debug("*** Check postprocess_batch")
359
+ images = kwargs["images"]
360
+
361
+ def postprocess_image(self, p, script_pp: scripts.PostprocessImageArgs, *args):
362
+ if self.enable and self.swap_in_generated and not self.save_original and ((self.select_source == 0 and self.source is not None) or self.select_source == 1):
363
+
364
+ logger.debug("*** Check postprocess_image")
365
+
366
+ current_job_number = shared.state.job_no + 1
367
+ job_count = shared.state.job_count
368
+ if current_job_number == job_count:
369
+ reset_messaged()
370
+ if check_process_halt():
371
+ return
372
+
373
+ # if (self.source is not None and self.select_source == 0) or ((self.face_model is not None and self.face_model != "None") and self.select_source == 1):
374
+ logger.status("Working: source face index %s, target face index %s", self.source_faces_index, self.faces_index)
375
+ image: Image.Image = script_pp.image
376
+ result, output, swapped = swap_face(
377
+ self.source,
378
+ image,
379
+ source_faces_index=self.source_faces_index,
380
+ faces_index=self.faces_index,
381
+ model=self.model,
382
+ enhancement_options=self.enhancement_options,
383
+ gender_source=self.gender_source,
384
+ gender_target=self.gender_target,
385
+ source_hash_check=self.source_hash_check,
386
+ target_hash_check=self.target_hash_check,
387
+ device=self.device,
388
+ mask_face=self.mask_face,
389
+ select_source=self.select_source,
390
+ face_model = self.face_model,
391
+ source_folder = None,
392
+ source_imgs = None,
393
+ )
394
+ try:
395
+ pp = scripts_postprocessing.PostprocessedImage(result)
396
+ pp.info = {}
397
+ p.extra_generation_params.update(pp.info)
398
+ script_pp.image = pp.image
399
+
400
+ # if len(output) != 0:
401
+ # result_path = get_image_path(script_pp.image, p.outpath_samples, "", p.all_seeds[0], p.all_prompts[0], "txt", p=p, suffix="-swapped")
402
+ # if len(output) != 0:
403
+ # with open(result_path, 'w', encoding="utf8") as f:
404
+ # f.writelines(output)
405
+ except:
406
+ logger.error("Cannot create a result image")
407
+
408
+
409
+ class FaceSwapScriptExtras(scripts_postprocessing.ScriptPostprocessing):
410
+ name = 'ReActor'
411
+ order = 20000
412
+
413
+ def ui(self):
414
+ with ui_components.InputAccordion(False, label=f"{app_title}") as enable:
415
+ # with gr.Accordion(f"{app_title}", open=False):
416
+
417
+ # SD.Next fix
418
+ if get_SDNEXT():
419
+ enable = gr.Checkbox(False, label="Enable")
420
+
421
+ # enable = gr.Checkbox(False, label="Enable", info=f"The Fast and Simple FaceSwap Extension - {version_flag}")
422
+ gr.Markdown(f"<span style='display:block;font-size:0.75em;margin-bottom:-24px;'>The Fast and Simple FaceSwap Extension - {version_flag}</span>")
423
+
424
+ # TAB MAIN
425
+ msgs: dict = {
426
+ "extra_multiple_source": " | Сomparison grid as a result",
427
+ }
428
+ img, imgs, select_source, face_model, source_folder, save_original, mask_face, source_faces_index, gender_source, faces_index, gender_target, face_restorer_name, face_restorer_visibility, codeformer_weight, swap_in_source, swap_in_generated = ui_main.show(is_img2img=False, show_br=False, **msgs)
429
+
430
+ # TAB UPSCALE
431
+ restore_first, upscaler_name, upscaler_scale, upscaler_visibility = ui_upscale.show(show_br=False)
432
+
433
+ # TAB TOOLS
434
+ ui_tools.show()
435
+
436
+ # TAB SETTINGS
437
+ model, device, console_logging_level, source_hash_check, target_hash_check = ui_settings.show(hash_check_block=False)
438
+
439
+ gr.Markdown("<span style='display:block;text-align:right;padding-right:3px;font-size:0.666em;margin: -9px 0'>by <a style='font-weight:normal' href='https://github.com/Gourieff' target='_blank'>Eugene Gourieff</a></span>")
440
+
441
+ args = {
442
+ 'img': img,
443
+ 'enable': enable,
444
+ 'source_faces_index': source_faces_index,
445
+ 'faces_index': faces_index,
446
+ 'model': model,
447
+ 'face_restorer_name': face_restorer_name,
448
+ 'face_restorer_visibility': face_restorer_visibility,
449
+ 'restore_first': restore_first,
450
+ 'upscaler_name': upscaler_name,
451
+ 'upscaler_scale': upscaler_scale,
452
+ 'upscaler_visibility': upscaler_visibility,
453
+ 'console_logging_level': console_logging_level,
454
+ 'gender_source': gender_source,
455
+ 'gender_target': gender_target,
456
+ 'codeformer_weight': codeformer_weight,
457
+ 'device': device,
458
+ 'mask_face': mask_face,
459
+ 'select_source': select_source,
460
+ 'face_model': face_model,
461
+ 'source_folder': source_folder,
462
+ 'imgs': imgs,
463
+ }
464
+ return args
465
+
466
+ @property
467
+ def upscaler(self) -> UpscalerData:
468
+ for upscaler in shared.sd_upscalers:
469
+ if upscaler.name == self.upscaler_name:
470
+ return upscaler
471
+ return None
472
+
473
+ @property
474
+ def face_restorer(self) -> FaceRestoration:
475
+ for face_restorer in shared.face_restorers:
476
+ if face_restorer.name() == self.face_restorer_name:
477
+ return face_restorer
478
+ return None
479
+
480
+ @property
481
+ def enhancement_options(self) -> EnhancementOptions:
482
+ return EnhancementOptions(
483
+ do_restore_first=self.restore_first,
484
+ scale=self.upscaler_scale,
485
+ upscaler=self.upscaler,
486
+ face_restorer=self.face_restorer,
487
+ upscale_visibility=self.upscaler_visibility,
488
+ restorer_visibility=self.face_restorer_visibility,
489
+ codeformer_weight=self.codeformer_weight,
490
+ )
491
+
492
+ def process(self, pp: scripts_postprocessing.PostprocessedImage, **args):
493
+ if args['enable']:
494
+ reset_messaged()
495
+ if check_process_halt():
496
+ return
497
+
498
+ global SWAPPER_MODELS_PATH
499
+ self.source = args['img']
500
+ self.face_restorer_name = args['face_restorer_name']
501
+ self.upscaler_scale = args['upscaler_scale']
502
+ self.upscaler_visibility = args['upscaler_visibility']
503
+ self.face_restorer_visibility = args['face_restorer_visibility']
504
+ self.restore_first = args['restore_first']
505
+ self.upscaler_name = args['upscaler_name']
506
+ self.model = os.path.join(SWAPPER_MODELS_PATH, args['model'])
507
+ self.console_logging_level = args['console_logging_level']
508
+ self.gender_source = args['gender_source']
509
+ self.gender_target = args['gender_target']
510
+ self.codeformer_weight = args['codeformer_weight']
511
+ self.device = args['device']
512
+ self.mask_face = args['mask_face']
513
+ self.select_source = args['select_source']
514
+ self.face_model = args['face_model']
515
+ self.source_folder = args['source_folder']
516
+ self.source_imgs = args['imgs']
517
+ if self.gender_source is None or self.gender_source == "No":
518
+ self.gender_source = 0
519
+ if self.gender_target is None or self.gender_target == "No":
520
+ self.gender_target = 0
521
+ self.source_faces_index = [
522
+ int(x) for x in args['source_faces_index'].strip(",").split(",") if x.isnumeric()
523
+ ]
524
+ self.faces_index = [
525
+ int(x) for x in args['faces_index'].strip(",").split(",") if x.isnumeric()
526
+ ]
527
+ if len(self.source_faces_index) == 0:
528
+ self.source_faces_index = [0]
529
+ if len(self.faces_index) == 0:
530
+ self.faces_index = [0]
531
+ if self.mask_face is None:
532
+ self.mask_face = False
533
+
534
+ current_job_number = shared.state.job_no + 1
535
+ job_count = shared.state.job_count
536
+ if current_job_number == job_count:
537
+ reset_messaged()
538
+
539
+ set_Device(self.device)
540
+
541
+ logger.debug("We're here: process() 1")
542
+
543
+ if (self.source is not None and self.select_source == 0) or ((self.face_model is not None and self.face_model != "None") and self.select_source == 1) or ((self.source_folder is not None and self.source_folder != "") and self.select_source == 2) or ((self.source_imgs is not None and self.source is None) and self.select_source == 0):
544
+
545
+ logger.debug("We're here: process() 2")
546
+
547
+ apply_logging_patch(self.console_logging_level)
548
+ logger.status("Working: source face index %s, target face index %s", self.source_faces_index, self.faces_index)
549
+ # if self.select_source != 2:
550
+ image: Image.Image = pp.image
551
+ result, output, swapped = swap_face(
552
+ self.source,
553
+ image,
554
+ source_faces_index=self.source_faces_index,
555
+ faces_index=self.faces_index,
556
+ model=self.model,
557
+ enhancement_options=self.enhancement_options,
558
+ gender_source=self.gender_source,
559
+ gender_target=self.gender_target,
560
+ source_hash_check=True,
561
+ target_hash_check=True,
562
+ device=self.device,
563
+ mask_face=self.mask_face,
564
+ select_source=self.select_source,
565
+ face_model=self.face_model,
566
+ source_folder=self.source_folder,
567
+ source_imgs=self.source_imgs,
568
+ )
569
+ if self.select_source == 2 or (self.select_source == 0 and self.source_imgs is not None and self.source is None):
570
+ if len(result) > 0 and swapped > 0:
571
+ image = result[0]
572
+ if len(result) > 1:
573
+ grid = make_grid(result)
574
+ result.insert(0, grid)
575
+ image = grid
576
+ pp.info["ReActor"] = True
577
+ pp.image = image
578
+ logger.status("---Done!---")
579
+ else:
580
+ logger.error("Cannot create a result image")
581
+ else:
582
+ try:
583
+ pp.info["ReActor"] = True
584
+ pp.image = result
585
+ logger.status("---Done!---")
586
+ except Exception:
587
+ logger.error("Cannot create a result image")
588
+ else:
589
+ logger.error("Please provide a source face")
extensions/sd-webui-reactor/scripts/reactor_globals.py ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ from pathlib import Path
3
+
4
+ try:
5
+ from modules.paths_internal import models_path
6
+ except:
7
+ try:
8
+ from modules.paths import models_path
9
+ except:
10
+ models_path = os.path.abspath("models")
11
+
12
+ IS_RUN: bool = False
13
+ BASE_PATH = os.path.join(Path(__file__).parents[1])
14
+ DEVICE_LIST: list = ["CPU", "CUDA"]
15
+
16
+ MODELS_PATH = models_path
17
+ SWAPPER_MODELS_PATH = os.path.join(MODELS_PATH, "insightface")
18
+ REACTOR_MODELS_PATH = os.path.join(MODELS_PATH, "reactor")
19
+ FACE_MODELS_PATH = os.path.join(REACTOR_MODELS_PATH, "faces")
20
+
21
+ IS_SDNEXT = False
22
+
23
+ if not os.path.exists(REACTOR_MODELS_PATH):
24
+ os.makedirs(REACTOR_MODELS_PATH)
25
+ if not os.path.exists(FACE_MODELS_PATH):
26
+ os.makedirs(FACE_MODELS_PATH)
27
+
28
+ def updateDevice():
29
+ try:
30
+ LAST_DEVICE_PATH = os.path.join(BASE_PATH, "last_device.txt")
31
+ with open(LAST_DEVICE_PATH) as f:
32
+ device = f.readline().strip()
33
+ if device not in DEVICE_LIST:
34
+ print(f"Error: Device {device} is not in DEVICE_LIST")
35
+ device = DEVICE_LIST[0]
36
+ print(f"Execution Provider has been set to {device}")
37
+ except Exception as e:
38
+ device = DEVICE_LIST[0]
39
+ print(f"Error: {e}\nExecution Provider has been set to {device}")
40
+ return device
41
+
42
+ DEVICE = updateDevice()
extensions/sd-webui-reactor/scripts/reactor_helpers.py ADDED
@@ -0,0 +1,217 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os, glob
2
+ from collections import Counter
3
+ from PIL import Image
4
+ from math import isqrt, ceil
5
+ from typing import List
6
+ import logging
7
+ import hashlib
8
+ import torch
9
+ from safetensors.torch import save_file, safe_open
10
+ from insightface.app.common import Face
11
+
12
+ from modules.images import FilenameGenerator, get_next_sequence_number
13
+ from modules import shared, script_callbacks
14
+ from scripts.reactor_globals import DEVICE, BASE_PATH, FACE_MODELS_PATH, IS_SDNEXT
15
+
16
+ try:
17
+ from modules.paths_internal import models_path
18
+ except:
19
+ try:
20
+ from modules.paths import models_path
21
+ except:
22
+ model_path = os.path.abspath("models")
23
+
24
+ MODELS_PATH = None
25
+
26
+ def set_Device(value):
27
+ global DEVICE
28
+ DEVICE = value
29
+ with open(os.path.join(BASE_PATH, "last_device.txt"), "w") as txt:
30
+ txt.write(DEVICE)
31
+
32
+ def get_Device():
33
+ global DEVICE
34
+ return DEVICE
35
+
36
+ def set_SDNEXT():
37
+ global IS_SDNEXT
38
+ IS_SDNEXT = True
39
+
40
+ def get_SDNEXT():
41
+ global IS_SDNEXT
42
+ return IS_SDNEXT
43
+
44
+ def make_grid(image_list: List):
45
+
46
+ # Count the occurrences of each image size in the image_list
47
+ size_counter = Counter(image.size for image in image_list)
48
+
49
+ # Get the most common image size (size with the highest count)
50
+ common_size = size_counter.most_common(1)[0][0]
51
+
52
+ # Filter the image_list to include only images with the common size
53
+ image_list = [image for image in image_list if image.size == common_size]
54
+
55
+ # Get the dimensions (width and height) of the common size
56
+ size = common_size
57
+
58
+ # If there are more than one image in the image_list
59
+ if len(image_list) > 1:
60
+ num_images = len(image_list)
61
+
62
+ # Calculate the number of rows and columns for the grid
63
+ rows = isqrt(num_images)
64
+ cols = ceil(num_images / rows)
65
+
66
+ # Calculate the size of the square image
67
+ square_size = (cols * size[0], rows * size[1])
68
+
69
+ # Create a new RGB image with the square size
70
+ square_image = Image.new("RGB", square_size)
71
+
72
+ # Paste each image onto the square image at the appropriate position
73
+ for i, image in enumerate(image_list):
74
+ row = i // cols
75
+ col = i % cols
76
+
77
+ square_image.paste(image, (col * size[0], row * size[1]))
78
+
79
+ # Return the resulting square image
80
+ return square_image
81
+
82
+ # Return None if there are no images or only one image in the image_list
83
+ return None
84
+
85
+ def get_image_path(image, path, basename, seed=None, prompt=None, extension='png', p=None, suffix=""):
86
+
87
+ namegen = FilenameGenerator(p, seed, prompt, image)
88
+
89
+ save_to_dirs = shared.opts.save_to_dirs
90
+
91
+ if save_to_dirs:
92
+ dirname = namegen.apply(shared.opts.directories_filename_pattern or "[prompt_words]").lstrip(' ').rstrip('\\ /')
93
+ path = os.path.join(path, dirname)
94
+
95
+ os.makedirs(path, exist_ok=True)
96
+
97
+ if seed is None:
98
+ file_decoration = ""
99
+ elif shared.opts.save_to_dirs:
100
+ file_decoration = shared.opts.samples_filename_pattern or "[seed]"
101
+ else:
102
+ file_decoration = shared.opts.samples_filename_pattern or "[seed]-[prompt_spaces]"
103
+
104
+ file_decoration = namegen.apply(file_decoration) + suffix
105
+
106
+ add_number = shared.opts.save_images_add_number or file_decoration == ''
107
+
108
+ if file_decoration != "" and add_number:
109
+ file_decoration = f"-{file_decoration}"
110
+
111
+ if add_number:
112
+ basecount = get_next_sequence_number(path, basename)
113
+ fullfn = None
114
+ for i in range(500):
115
+ fn = f"{basecount + i:05}" if basename == '' else f"{basename}-{basecount + i:04}"
116
+ fullfn = os.path.join(path, f"{fn}{file_decoration}.{extension}")
117
+ if not os.path.exists(fullfn):
118
+ break
119
+ else:
120
+ fullfn = os.path.join(path, f"{file_decoration}.{extension}")
121
+
122
+ pnginfo = {}
123
+
124
+ params = script_callbacks.ImageSaveParams(image, p, fullfn, pnginfo)
125
+ # script_callbacks.before_image_saved_callback(params)
126
+
127
+ fullfn = params.filename
128
+
129
+ fullfn_without_extension, extension = os.path.splitext(params.filename)
130
+ if hasattr(os, 'statvfs'):
131
+ max_name_len = os.statvfs(path).f_namemax
132
+ fullfn_without_extension = fullfn_without_extension[:max_name_len - max(4, len(extension))]
133
+ params.filename = fullfn_without_extension + extension
134
+ fullfn = params.filename
135
+
136
+ return fullfn
137
+
138
+ def addLoggingLevel(levelName, levelNum, methodName=None):
139
+ if not methodName:
140
+ methodName = levelName.lower()
141
+
142
+ def logForLevel(self, message, *args, **kwargs):
143
+ if self.isEnabledFor(levelNum):
144
+ self._log(levelNum, message, args, **kwargs)
145
+
146
+ def logToRoot(message, *args, **kwargs):
147
+ logging.log(levelNum, message, *args, **kwargs)
148
+
149
+ logging.addLevelName(levelNum, levelName)
150
+ setattr(logging, levelName, levelNum)
151
+ setattr(logging.getLoggerClass(), methodName, logForLevel)
152
+ setattr(logging, methodName, logToRoot)
153
+
154
+ def get_image_md5hash(image: Image.Image):
155
+ md5hash = hashlib.md5(image.tobytes())
156
+ return md5hash.hexdigest()
157
+
158
+ def save_face_model(face: Face, filename: str) -> None:
159
+ try:
160
+ tensors = {
161
+ "bbox": torch.tensor(face["bbox"]),
162
+ "kps": torch.tensor(face["kps"]),
163
+ "det_score": torch.tensor(face["det_score"]),
164
+ "landmark_3d_68": torch.tensor(face["landmark_3d_68"]),
165
+ "pose": torch.tensor(face["pose"]),
166
+ "landmark_2d_106": torch.tensor(face["landmark_2d_106"]),
167
+ "embedding": torch.tensor(face["embedding"]),
168
+ "gender": torch.tensor(face["gender"]),
169
+ "age": torch.tensor(face["age"]),
170
+ }
171
+ save_file(tensors, filename)
172
+ # print(f"Face model has been saved to '{filename}'")
173
+ except Exception as e:
174
+ print(f"Error: {e}")
175
+
176
+ def get_models():
177
+ global MODELS_PATH
178
+ models_path_init = os.path.join(models_path, "insightface/*")
179
+ models = glob.glob(models_path_init)
180
+ models = [x for x in models if x.endswith(".onnx") or x.endswith(".pth")]
181
+ models_names = []
182
+ for model in models:
183
+ model_path = os.path.split(model)
184
+ if MODELS_PATH is None:
185
+ MODELS_PATH = model_path[0]
186
+ model_name = model_path[1]
187
+ models_names.append(model_name)
188
+ return models_names
189
+
190
+ def load_face_model(filename: str):
191
+ face = {}
192
+ model_path = os.path.join(FACE_MODELS_PATH, filename)
193
+ with safe_open(model_path, framework="pt") as f:
194
+ for k in f.keys():
195
+ face[k] = f.get_tensor(k).numpy()
196
+ return Face(face)
197
+
198
+ def get_facemodels():
199
+ models_path = os.path.join(FACE_MODELS_PATH, "*")
200
+ models = glob.glob(models_path)
201
+ models = [x for x in models if x.endswith(".safetensors")]
202
+ return models
203
+
204
+ def get_model_names(get_models):
205
+ models = get_models()
206
+ names = ["None"]
207
+ for x in models:
208
+ names.append(os.path.basename(x))
209
+ return names
210
+
211
+ def get_images_from_folder(path: str):
212
+ images_path = os.path.join(path, "*")
213
+ images = glob.glob(images_path)
214
+ return [Image.open(x) for x in images if x.endswith(('jpg', 'png', 'jpeg', 'webp', 'bmp'))]
215
+
216
+ def get_images_from_list(imgs: List):
217
+ return [Image.open(os.path.abspath(x.name)) for x in imgs]
extensions/sd-webui-reactor/scripts/reactor_inferencers/__pycache__/bisenet_mask_generator.cpython-310.pyc ADDED
Binary file (2.98 kB). View file
 
extensions/sd-webui-reactor/scripts/reactor_inferencers/__pycache__/mask_generator.cpython-310.pyc ADDED
Binary file (1.56 kB). View file
 
extensions/sd-webui-reactor/scripts/reactor_inferencers/bisenet_mask_generator.py ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from typing import List, Tuple
2
+
3
+ import cv2
4
+ import modules.shared as shared
5
+ import numpy as np
6
+ import torch
7
+ from facexlib.parsing import init_parsing_model
8
+ from facexlib.utils.misc import img2tensor
9
+ from torchvision.transforms.functional import normalize
10
+ from scripts.reactor_inferencers.mask_generator import MaskGenerator
11
+
12
+ class BiSeNetMaskGenerator(MaskGenerator):
13
+ def __init__(self) -> None:
14
+ self.mask_model = init_parsing_model(device=shared.device)
15
+
16
+ def name(self):
17
+ return "BiSeNet"
18
+
19
+ def generate_mask(
20
+ self,
21
+ face_image: np.ndarray,
22
+ face_area_on_image: Tuple[int, int, int, int],
23
+ affected_areas: List[str],
24
+ mask_size: int,
25
+ use_minimal_area: bool,
26
+ fallback_ratio: float = 0.25,
27
+ **kwargs,
28
+ ) -> np.ndarray:
29
+ # original_face_image = face_image
30
+ face_image = face_image.copy()
31
+ face_image = face_image[:, :, ::-1]
32
+
33
+ if use_minimal_area:
34
+ face_image = MaskGenerator.mask_non_face_areas(face_image, face_area_on_image)
35
+
36
+ h, w, _ = face_image.shape
37
+
38
+ if w != 512 or h != 512:
39
+ rw = (int(w * (512 / w)) // 8) * 8
40
+ rh = (int(h * (512 / h)) // 8) * 8
41
+ face_image = cv2.resize(face_image, dsize=(rw, rh))
42
+
43
+ face_tensor = img2tensor(face_image.astype("float32") / 255.0, float32=True)
44
+ normalize(face_tensor, (0.5, 0.5, 0.5), (0.5, 0.5, 0.5), inplace=True)
45
+ face_tensor = torch.unsqueeze(face_tensor, 0).to(shared.device)
46
+
47
+ with torch.no_grad():
48
+ face = self.mask_model(face_tensor)[0]
49
+ face = face.squeeze(0).cpu().numpy().argmax(0)
50
+ face = face.copy().astype(np.uint8)
51
+
52
+ mask = self.__to_mask(face, affected_areas)
53
+
54
+ if mask_size > 0:
55
+ mask = cv2.dilate(mask, np.ones((5, 5), np.uint8), iterations=mask_size)
56
+
57
+ if w != 512 or h != 512:
58
+ mask = cv2.resize(mask, dsize=(w, h))
59
+
60
+ # """if MaskGenerator.calculate_mask_coverage(mask) < fallback_ratio:
61
+ # logger.info("Use fallback mask generator")
62
+ # mask = self.fallback_mask_generator.generate_mask(
63
+ # original_face_image, face_area_on_image, use_minimal_area=True
64
+ # )"""
65
+
66
+ return mask
67
+
68
+ def __to_mask(self, face: np.ndarray, affected_areas: List[str]) -> np.ndarray:
69
+ keep_face = "Face" in affected_areas
70
+ keep_neck = "Neck" in affected_areas
71
+ keep_hair = "Hair" in affected_areas
72
+ keep_hat = "Hat" in affected_areas
73
+
74
+ mask = np.zeros((face.shape[0], face.shape[1], 3), dtype=np.uint8)
75
+ num_of_class = np.max(face)
76
+ for i in range(1, num_of_class + 1):
77
+ index = np.where(face == i)
78
+ if i < 14 and keep_face:
79
+ mask[index[0], index[1], :] = [255, 255, 255]
80
+ elif i == 14 and keep_neck:
81
+ mask[index[0], index[1], :] = [255, 255, 255]
82
+ elif i == 17 and keep_hair:
83
+ mask[index[0], index[1], :] = [255, 255, 255]
84
+ elif i == 18 and keep_hat:
85
+ mask[index[0], index[1], :] = [255, 255, 255]
86
+ return mask
extensions/sd-webui-reactor/scripts/reactor_inferencers/mask_generator.py ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from abc import ABC, abstractmethod
2
+ from typing import Tuple
3
+
4
+ import cv2
5
+ import numpy as np
6
+
7
+ class MaskGenerator(ABC):
8
+ @abstractmethod
9
+ def name(self) -> str:
10
+ pass
11
+
12
+ @abstractmethod
13
+ def generate_mask(
14
+ self,
15
+ face_image: np.ndarray,
16
+ face_area_on_image: Tuple[int, int, int, int],
17
+ **kwargs,
18
+ ) -> np.ndarray:
19
+ pass
20
+
21
+ @staticmethod
22
+ def mask_non_face_areas(image: np.ndarray, face_area_on_image: Tuple[int, int, int, int]) -> np.ndarray:
23
+ left, top, right, bottom = face_area_on_image
24
+ image = image.copy()
25
+ image[:top, :] = 0
26
+ image[bottom:, :] = 0
27
+ image[:, :left] = 0
28
+ image[:, right:] = 0
29
+ return image
30
+
31
+ @staticmethod
32
+ def calculate_mask_coverage(mask: np.ndarray):
33
+ gray_mask = cv2.cvtColor(mask, cv2.COLOR_RGB2GRAY)
34
+ non_black_pixels = np.count_nonzero(gray_mask)
35
+ total_pixels = gray_mask.size
36
+ return non_black_pixels / total_pixels
extensions/sd-webui-reactor/scripts/reactor_logger.py ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import logging
2
+ import copy
3
+ import sys
4
+
5
+ from modules import shared
6
+ from scripts.reactor_globals import IS_RUN
7
+ from scripts.reactor_helpers import addLoggingLevel
8
+
9
+
10
+ class ColoredFormatter(logging.Formatter):
11
+ COLORS = {
12
+ "DEBUG": "\033[0;36m", # CYAN
13
+ "STATUS": "\033[38;5;173m", # Calm ORANGE
14
+ "INFO": "\033[0;32m", # GREEN
15
+ "WARNING": "\033[0;33m", # YELLOW
16
+ "ERROR": "\033[0;31m", # RED
17
+ "CRITICAL": "\033[0;37;41m", # WHITE ON RED
18
+ "RESET": "\033[0m", # RESET COLOR
19
+ }
20
+
21
+ def format(self, record):
22
+ colored_record = copy.copy(record)
23
+ levelname = colored_record.levelname
24
+ seq = self.COLORS.get(levelname, self.COLORS["RESET"])
25
+ colored_record.levelname = f"{seq}{levelname}{self.COLORS['RESET']}"
26
+ return super().format(colored_record)
27
+
28
+
29
+ # Create a new logger
30
+ logger = logging.getLogger("ReActor")
31
+ logger.propagate = False
32
+
33
+ # Add Custom Level
34
+ addLoggingLevel("STATUS", logging.INFO + 5)
35
+
36
+ # Add handler if we don't have one.
37
+ if not logger.handlers:
38
+ handler = logging.StreamHandler(sys.stdout)
39
+ handler.setFormatter(
40
+ ColoredFormatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s","%H:%M:%S")
41
+ )
42
+ logger.addHandler(handler)
43
+
44
+ # Configure logger
45
+ loglevel_string = getattr(shared.cmd_opts, "reactor_loglevel", "INFO")
46
+ loglevel = getattr(logging, loglevel_string.upper(), "info")
47
+ logger.setLevel(loglevel)
48
+
49
+ def set_Run(value):
50
+ global IS_RUN
51
+ IS_RUN = value
52
+
53
+ def get_Run():
54
+ global IS_RUN
55
+ return IS_RUN