856 lines
17 KiB
Markdown
856 lines
17 KiB
Markdown
<img src="../img/title.jpg" style="max-width:100%">
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<a href="../en/index.md">English</a> | <a href="../ja/index.md">日本語</a> | <a href="../zh/index.md">繁体中文</a>
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- <a href="index.md">Top</a>
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- <a href="node.md">Node</a>
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- <a href="workflow.md">Workflow</a>
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# Node
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## :tomato: Sampler Nodes
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### D2 KSampler / D2 KSampler(Advanced)
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<figure>
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<img src="../img/ksampler_2.png">
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</figure>
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- KSampler that can input prompts as STRING
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#### Input
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- `cnet_stack`
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- For connecting to `D2 Controlnet Loader`
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- `model` / `clip` / `vae` / ..etc
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- Same as standard KSampler
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- `negative` / `positive`
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- Prompts in STRING format
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#### Output
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- `IMAGE`
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- Image output
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- `positive` / `negative`
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- Input passthrough
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---
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### D2 Pipe
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<figure>
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<img src="../img/pipe.png">
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</figure>
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- A node for modifying and extracting the contents of `d2_pipe`
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- `d2_pipe` is used to pass parameters collectively in nodes such as D2 XY Plot Easy, D2 KSampler, and D2 Send Eagle
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---
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## :tomato: Loader Node
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### D2 Checkpoint Loader
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<img src="../img/checkpoint_loader_2.png">
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- A Checkpoint Loader that outputs the full path of model files
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- Can automatically apply v_prediction settings when the filename contains "vpred"
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#### Input
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- `ckpt_name`
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- Checkpoint name
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- `auto_vpred`
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- `true`: Automatically applies v_prediction settings if the filename contains "vpred"
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- `sampling` / `zsnr`
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- Same settings as ModelSamplingDiscrete (details unknown)
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- `multiplier`
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- Same settings as RescaleCFG (details unknown)
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#### Output
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- `model` / `clip` / `vae`
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- Same as the conventional CheckpointLoader.
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- `ckpt_name` / `ckpt_hash` / `ckpt_fullpath`
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- Checkpoint name, hash, and full path.
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---
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### D2 Controlnet Loader
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<figure>
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<img src="../img/controlnet.png">
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</figure>
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- Controlnet Loader that creates simple workflows when connected to `D2 KSampler`
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#### Input
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- `cnet_stack`
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- For connecting to `D2 Controlnet Loader`
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#### Output
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- `cnet_stack`
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- For connecting to `D2 KSampler` or `D2 Controlnet Loader`
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---
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## :tomato: Image Node
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### D2 Preview Image
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<figure>
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<img src="../img/preview_image_1.png">
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<img src="../img/preview_image_2.png">
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</figure>
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- Click the `Popup Image` button to display the full-screen gallery
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---
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### D2 Load Image
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<figure>
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<img src="../img/load_image.png">
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</figure>
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- Load Image node that can extract prompts from images
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- Compatible with images created in StableDiffusion webui A1111 and NovelAI
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- Includes a button to open mask editor
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#### Input
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- `image_path`
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- Loads file when image path is input
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- Used for connection with `D2 Folder Image Queue`
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#### Output
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- `IMAGE / MASK`
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- Image and mask
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- `width / height`
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- Image size
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- `positive` / `negative`
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- Prompts
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Note: Prompts may not be retrievable depending on workflow configuration. For example, they cannot be retrieved without a node containing the string "KSampler" (e.g., Tiled KSampler).
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---
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### D2 Load Folder Images
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<figure>
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<img src="../img/load_folder_images.png">
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</figure>
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- Batch loads and outputs images from a folder
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- Used with `D2 Grid Image` etc.
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- Use `D2 Folder Image Queue` for sequential processing
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#### Input
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- `folder`
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- Specify folder in full path
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- `extension`
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- Specify like `*.jpg` to load only JPEG images
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- Can also specify patterns like `*silver*.webp`
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---
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### D2 Folder Image Queue
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<figure>
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<img src="../img/folder_image_queue_2.png">
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</figure>
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- Outputs paths of images in a folder
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- Automatically executes Queue for the number of images when Queue is run
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#### Input
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- `folder`
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- Image folder
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- `extension`
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- Specify file name filter
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- `*.*`: All images
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- `*.png`: PNG format only
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- `start_at`
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- Image number to start processing
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- `auto_queue`
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- `true`: Automatically execute remaining Queues
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- `false`: Execute only once
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#### Output
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- `image_path`
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- Full path of image
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---
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### D2 Grid Image
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<figure>
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<img src="../img/grid_image.png">
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</figure>
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- Outputs grid images
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- Supports both horizontal and vertical alignment
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#### Input
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- `max_columns`
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- Number of images to align horizontally
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- When `swap_dimensions` is `true`, this becomes the number of vertical images
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- `grid_gap`
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- Spacing between images
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- `swap_dimensions`
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- `true`: Vertical alignment
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- `false`: Horizontal alignment
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- `trigger_count`
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- Outputs grid image when the number of input images reaches this specified value
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- `Image count`
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- Number of input images
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- `Reset Images`
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- Discards all input images
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---
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### D2 Image Stack
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<figure>
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<img src="../img/image_stack.png">
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</figure>
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- Outputs multiple input images together
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- Can input up to 50 images
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#### Input
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- `image_count`
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- Can increase/decrease number of inputs. Maximum 50
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---
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### D2 EmptyImage Alpha
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<figure>
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<img src="../img/empty_image_alpha.png">
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</figure>
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- Adds alpha channel (transparency) to EmptyImage
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## :tomato: Size Node
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### D2 Get Image Size
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<figure>
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<img src="../img/get_image_size.png">
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</figure>
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- Both outputs and displays size
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---
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### D2 Size Selector
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<figure>
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<img src="../img/sizeselector_2.png">
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</figure>
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- Node for selecting image size from presets
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- Can also get size from images
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- Rounding method can be selected from `Ceil / Float / None`
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#### Input
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- `images`
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- Used when getting size from images
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- `preset` must be set to `custom`
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- `preset`
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- Size presets
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- Must be set to `custom` when using `width` `height` below or image sizes
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- Edit `/custom_nodes/D2-nodes-ComfyUI/config/sizeselector_config.yaml` to modify presets
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- `width` / `height`
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- Width/height dimensions
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- `preset` must be set to `custom`
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- `swap_dimensions`
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- Swap width/height
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- `upscale_factor`
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- Value passed to other resize nodes. Does nothing in this node
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- `prescale_factor`
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- Output width/height after resizing by this factor
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- `round_method`
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- `Round`: Round to nearest
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- `Floor`: Round down
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- `None`: No rounding
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- `batch_size`
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- Batch size to set for empty_latent
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#### Output
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- `width / height`
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- Input `width`, `height` multiplied by `prescale_factor`
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- `upscale_factor` / `prescale_factor`
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- Passthrough of input
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- `batch_size`
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- Passthrough of input
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- `empty_latent`
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- Outputs latent created with specified size and batch size
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---
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### D2 Image Resize
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<figure>
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<img src="../img/image_resize.png">
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</figure>
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- Simple image resizing
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- Precision up to 3 decimal places
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- Can select rounding, floor, or ceiling
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- Capable of upscaling using upscale models
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- Latent output is also possible (requires VAE)
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---
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### D2 Resize Calculator
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<figure>
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<img src="../img/resize_calc.png">
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</figure>
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- Can select rounding, floor, or ceiling
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---
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## :tomato: Text Node
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### D2 Regex Replace
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<figure>
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<img src="../img/regex_replace_2.png">
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</figure>
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- Can replace using regular expressions
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- Multiple conditions can be specified
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- Supports reuse of regex match strings (e.g., \1, \2)
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- Target string can be specified by "tag unit" or "whole"
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#### Input
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- `text`
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- Target string for search
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- `mode`
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- `Tag`: Break down `text` by newlines and "," and replace individually
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- `Advanced`: Replace `text` as a whole
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- `regex_and_output`
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- List of search strings and output strings
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- Write in following format
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- If output string is empty, matched part is deleted
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- No limit on number of entries
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```
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Search string 1
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--
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Output string 1
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--
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Search string 2
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--
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Output string 2
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```
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#### Output
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- `text`
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- Text after replacement
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#### Sample
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Sample for removing Pony series quality tags.
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Mode: `Tag`
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Input text
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```
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score_9, score_8_up, (score_7_up, score_6_up:0.8) , rating_explicit, source_anime, BREAK
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1girl, swimsuit
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```
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Regex Replace
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```
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.*(score_|rating_|source_).*
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--
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--
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BREAK
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--
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```
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Output text
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```
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1girl, swimsuit
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```
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---
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### D2 Regex Switcher
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<img src="../img/regex_switcher_1.png">
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- Searches input text with regex and outputs matching text
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- Main purpose is switching quality tags per Checkpoint
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- When matching string is found in input `text`, outputs target string and match index (starting from 0)
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- Can concatenate strings at front and back
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#### Input
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- `text`
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- Search target string
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- `prefix`
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- String to concatenate at front
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- `suffix`
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- String to concatenate at back
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- `regex_and_output`
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- List of search strings and output strings
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- Write in following format
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- `pre_delim`
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- Character inserted between `prefix` and `regex_and_output`
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- `Comma`: `,` / `Line break`: newline / `None`: nothing
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- `suf_delim`
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- Character inserted between `regex_and_output` and `suffix`
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#### Output
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- `combined_text`
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- String combining `prefix` + output string + `suffix`
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- `prefix` / `suffix`
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- Input passthrough
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---
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### D2 Multi Output
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<figure>
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<img src="../img/multi.png">
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</figure>
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- Node that outputs generic parameters like seed and cfg as lists
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#### Input
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- `type`
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- `FLOAT`: Floating point numbers. For CFG etc.
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- `INT`: Integers. For steps etc.
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- `STRING`: Strings. For sampler etc.
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- `SEED`: Can input seed values with random number button
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- `Add Random`
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- Adds random numbers to input field
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- Only shown when `type` is `SEED`
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---
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### D2 Filename Template
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<figure>
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<img src="../img/filename_template.png">
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</figure>
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- A node for creating filenames
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- Can incorporate external elements
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#### Input
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- `arg_1` `arg_2` `arg_3`
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- Import values from other nodes
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- `format`
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- `%date:{yyyy/MM/dd/hh/mm/ss}%`
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- `yyyy`: Year
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- `MM`: Month
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- `dd`: Day
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- `hh`: Hour
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- `mm`: Minute
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- `ss`: Second
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- `%node:{id}.{key}%`
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- Retrieves values by specifying node ID and item name
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- Example: `%node:8.width%`: Get width from node ID 8
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- `%arg_1%` (same for 2 and 3)
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- Embed input values
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- `%arg_1:ckpt_name%` (same for 2 and 3)
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- Embed checkpoint name with `.safetensors` removed
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#### Example
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```
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%date:yyyyMMdd-hhmmss%_%arg_1:ckpt_name%
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👇
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20241219-021926_obsessionIllustrious_v31
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```
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---
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## :tomato: XY Plot Node
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### D2 XY Plot Easy
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<figure>
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<img src="../img/xyplot_easy.png">
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</figure>
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- A node that creates XY Plots with simplified workflow limited to KSampler parameters
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#### Input
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- `positive` / `negative` / `seed` / `steps` / `cfg` / `sampler_name` / `scheduler` / `denoise`
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- Settings to pass to KSampler
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- `ckpt_name`
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- Setting to pass to D2 Checkpoint Loader
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- `x_type` / `y_type`
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- Specify items to execute in XY Plot
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- When `STRING`, `INT`, or `FLOAT` is specified, output will be from `x_other`, `y_other`
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- `x_list` / `y_list`
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- XY Plot modification contents
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- Since it's newline-separated text, input from other nodes is possible
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- `auto_queue`
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- `true`: Automatically executes Queue the required number of times
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- `false`: Manually execute Queue
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- `Reset index`
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- Reset index with this button when stopped midway
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#### Output
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- `xy_pipe`
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- Collectively outputs parameters used in D2 KSampler
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- `grid_pipe`
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- Collectively outputs parameters `x_annotation` `y_annotation` `status` used in D2 Grid Image
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- `positive` / `negative` / `seed` / `steps` / `cfg` / `sampler_name` / `scheduler` / `denoise`
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- Parameters to pass to KSampler
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- `ckpt_name`
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- Setting to pass to D2 Checkpoint Loader
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- `x_other` / `y_other`
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- Outputs from here when `x_type` `y_type` is set to `STRING` `INT` `FLOAT`
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- `x_annotation` / `y_annotation`
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- Header text to connect to `D2 XY Grid Image`
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- `status`
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- Control signal to connect to `D2 XY Grid Image`
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- `index`
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- Current processing count
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---
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### D2 XY Plot
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<figure>
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<img src="../img/xyplot.png">
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</figure>
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- Node for creating versatile XY Plot workflows
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- X/Y inputs are simple newline-separated text for easy combination with other nodes
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#### Input
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- `x_type` / `y_type`
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- Specify data type of `x_list` `y_list` from `STRING` `INT` `FLOAT`
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- `x_title` / `y_title`
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- Text to add to header text
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- `x_list` / `y_list`
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- XY Plot change contents
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- Newline-separated text that can be input using other nodes
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- `auto_queue`
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- `true`: Automatically execute required number of Queues
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- `false`: Manually execute Queue
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- `Reset index`
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- Reset index with this button when stopped midway
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#### Output
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- `X` / `Y`
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- Elements retrieved from `x_list` `y_list`
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- `x_annotation` / `y_annotation`
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- Header text to connect to `D2 XY Grid Image`
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- `status`
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- Control signal to connect to `D2 XY Grid Image`
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- `index`
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- Current processing count
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---
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### D2 XY Grid Image
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<figure>
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<img src="../img/xyplot.png">
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</figure>
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- Grid image creation node used with `D2 XY Plot`
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#### Input
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- `x_annotation` / `y_annotation`
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- Header text for grid image
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- `status`
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- Control text from `D2 XY Plot`
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- `INIT`: Initialize
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- `FINISH`: Output grid image
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- `{empty string}`: Other states
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- `font_size`
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- Header text font size
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- `grid_gap`
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- Gap between images
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- `swap_dimensions`
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- `true`: Vertical grid
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- `false`: Horizontal grid
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- `grid_only`
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- `true`: Output only grid image
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- `false`: Output individual images too
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---
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### D2 XY Prompt SR
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<figure>
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<img src="../img/prompt_sr_2.png">
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</figure>
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- Search and replace input text to pass to `D2 XY Plot`
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- Can output as list
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#### Input
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- `prompt`
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- Prompt. Can include newlines
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- `search_txt`
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- Search target text. Can include multiple words
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- Cannot use newlines
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- `replace`
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- Replacement text
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- OK to include "," as it's separated by newlines
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#### Output
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- `x / y_list`
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- Connect to `D2 XY Plot`
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- `LIST`
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- Output replaced text as list
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---
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### D2 XY Prompt SR2
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<figure>
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<img src="../img/prompt_sr2.png?3">
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</figure>
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- Search and replace prompts received from `D2 XY Plot` before passing to KSampler
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- Use this to recreate Stable Diffusion webui A1111's Prompt S/R
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#### Input
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- `x_y`
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- Replacement text received from `D2 XY Plot`
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- `prompt`
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- Target text for replacement
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- `search`
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- Search text. Can include multiple words
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- Cannot use newlines
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---
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### D2 XY Seed
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<figure>
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<img src="../img/xy_seed.png?2">
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</figure>
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- Outputs random number when `-1` is specified
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- Other numbers are output as-is
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- Must set `x/y_type` to `INT` on `D2 XY Plot` side
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---
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### D2 XY Checkpoint List / D2 XY Lora List
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<figure>
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<img src="../img/xy_checkpoint_list.png">
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</figure>
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- Node to pass Checkpoint/Lora to `D2 XY Plot`
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- Can specify up to 50
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---
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### D2 XY Model List
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<figure>
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<img src="../img/xy_model_list.png?2">
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</figure>
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- A node that passes Checkpoint/Lora to `D2 XY Plot`
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- Useful when you want to get a large list of models but don't want to select them one by one in `D2 Checkpoint List`
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- Click `get_list` to retrieve the model list, then edit it to keep only the ones you need
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#### input
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- `model_type`
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- Select either `checkpoints` or `loras`
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- `filter`
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- Enter text to filter
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- Regular expressions are supported
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- When including `\` in search text, write it as `\\`
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- `get_list`
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- Button to retrieve model list
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---
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### D2 XY Folder Images
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<figure>
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<img src="../img/xy_folder_images.png">
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</figure>
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- Node to pass image paths from specified folder to `D2 XY Plot`
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---
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### D2 XY Annotation
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<figure>
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<img src="../img/xy_annotation.png?2">
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</figure>
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- Used to add headers when not using `D2 XY Plot` or when doing special XY Plot
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---
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### D2 XY List To Plot
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<figure>
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<img src="../img/xy_list_to_plot.png?2">
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</figure>
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- Converts output from list nodes to be compatible with `D2 XY Plot`
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- Internally, it simply performs `"\n".join(list)`, so if the list contents include line breaks, it may not work as intended
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- Use `D2 XY String To Plot` when working with text that contains line breaks
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---
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### D2 XY String To Plot
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<figure>
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<img src="../img/xy_string_to_plot.png">
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</figure>
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- Converts multiline text to be compatible with `D2 XY Plot` / `D2 XY Plot Easy`
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- Used when you want to perform XY Plot comparisons of entire prompts
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- When using with `D2 XY Plot Easy` for prompt comparison, set `x/y_type` to `STRING` and connect `x/y_other` to the `positive` input of `D2 KSampler`
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---
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## :tomato: Refiner Node
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### D2 Refiner Steps
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<figure>
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<img src="../img/refiner_steps.png">
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</figure>
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- Node for outputting steps for Refiner
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#### Input
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- `steps`
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- Total step count
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- `start`
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- Starting steps for first KSampler
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- `end`
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- Ending steps for first KSampler
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#### Output
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- `steps` / `start` / `end`
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- Input passthrough
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- `refiner_start`
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- Starting steps for second KSampler
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---
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### D2 Refiner Steps A1111
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<figure>
|
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<img src="../img/refiner_a1111.png">
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</figure>
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- Node that can specify denoise for Refiner in img2img
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#### Input
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- `steps`
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- Total step count
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- `denoise`
|
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- Specify denoise for img2img
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- `switch_at`
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- What percentage of total steps to switch to next KSampler
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|
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#### Output
|
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|
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- `steps`
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- Input passthrough
|
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- `start`
|
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- Starting steps for first KSampler
|
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- `end`
|
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- Ending steps for first KSampler
|
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- `refiner_start`
|
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- Starting steps for second KSampler
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---
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### D2 Refiner Steps Tester
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|
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- Node for checking steps
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---
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## :tomato: Float Palet
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|
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### D2 Queue Button
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|
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<figure>
|
|
<img src="../img/queue_button.png">
|
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</figure>
|
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|
|
- Button to generate specified number of images (Batch count)
|
|
- Can be moved by dragging left edge of palette
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|
|
<figure>
|
|
<img src="../img/queue_button_setting.png">
|
|
</figure>
|
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|
|
- Configure visibility in ComfyUI settings under `D2` category
|
|
- Number of images can also be set from settings screen
|
|
- Separate numbers with comma (,)
|
|
|
|
---
|
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|
|
### Prompt convert dialog
|
|
|
|
<figure>
|
|
<img src="../img/prompt_convert_dialog.png">
|
|
</figure>
|
|
|
|
- Dialog for converting weights between NovelAI and StableDiffusion
|
|
- Open from `Prompt convert` button
|
|
- Hidden by default
|
|
- Enable display by activating `settings > D2 > Show prompt convert button`
|
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