feat(nodes): move all invocation metadata (type, title, tags, category) to decorator

All invocation metadata (type, title, tags and category) are now defined in decorators.

The decorators add the `type: Literal["invocation_type"]: "invocation_type"` field to the invocation.

Category is a new invocation metadata, but it is not used by the frontend just yet.

- `@invocation()` decorator for invocations

```py
@invocation(
    "sdxl_compel_prompt",
    title="SDXL Prompt",
    tags=["sdxl", "compel", "prompt"],
    category="conditioning",
)
class SDXLCompelPromptInvocation(BaseInvocation, SDXLPromptInvocationBase):
    ...
```

- `@invocation_output()` decorator for invocation outputs

```py
@invocation_output("clip_skip_output")
class ClipSkipInvocationOutput(BaseInvocationOutput):
    ...
```

- update invocation docs
- add category to decorator
- regen frontend types
This commit is contained in:
psychedelicious
2023-08-30 18:35:12 +10:00
parent ae05d34584
commit 044d4c107a
23 changed files with 1523 additions and 2178 deletions

View File

@ -13,18 +13,13 @@ from invokeai.backend.image_util.invisible_watermark import InvisibleWatermark
from invokeai.backend.image_util.safety_checker import SafetyChecker
from ..models.image import ImageCategory, ResourceOrigin
from .baseinvocation import BaseInvocation, FieldDescriptions, InputField, InvocationContext, tags, title
from .baseinvocation import BaseInvocation, FieldDescriptions, InputField, InvocationContext, invocation
@title("Show Image")
@tags("image")
@invocation("show_image", title="Show Image", tags=["image"], category="image")
class ShowImageInvocation(BaseInvocation):
"""Displays a provided image, and passes it forward in the pipeline."""
"""Displays a provided image using the OS image viewer, and passes it forward in the pipeline."""
# Metadata
type: Literal["show_image"] = "show_image"
# Inputs
image: ImageField = InputField(description="The image to show")
def invoke(self, context: InvocationContext) -> ImageOutput:
@ -41,15 +36,10 @@ class ShowImageInvocation(BaseInvocation):
)
@title("Blank Image")
@tags("image")
@invocation("blank_image", title="Blank Image", tags=["image"], category="image")
class BlankImageInvocation(BaseInvocation):
"""Creates a blank image and forwards it to the pipeline"""
# Metadata
type: Literal["blank_image"] = "blank_image"
# Inputs
width: int = InputField(default=512, description="The width of the image")
height: int = InputField(default=512, description="The height of the image")
mode: Literal["RGB", "RGBA"] = InputField(default="RGB", description="The mode of the image")
@ -75,15 +65,10 @@ class BlankImageInvocation(BaseInvocation):
)
@title("Crop Image")
@tags("image", "crop")
@invocation("img_crop", title="Crop Image", tags=["image", "crop"], category="image")
class ImageCropInvocation(BaseInvocation):
"""Crops an image to a specified box. The box can be outside of the image."""
# Metadata
type: Literal["img_crop"] = "img_crop"
# Inputs
image: ImageField = InputField(description="The image to crop")
x: int = InputField(default=0, description="The left x coordinate of the crop rectangle")
y: int = InputField(default=0, description="The top y coordinate of the crop rectangle")
@ -113,15 +98,10 @@ class ImageCropInvocation(BaseInvocation):
)
@title("Paste Image")
@tags("image", "paste")
@invocation("img_paste", title="Paste Image", tags=["image", "paste"], category="image")
class ImagePasteInvocation(BaseInvocation):
"""Pastes an image into another image."""
# Metadata
type: Literal["img_paste"] = "img_paste"
# Inputs
base_image: ImageField = InputField(description="The base image")
image: ImageField = InputField(description="The image to paste")
mask: Optional[ImageField] = InputField(
@ -166,15 +146,10 @@ class ImagePasteInvocation(BaseInvocation):
)
@title("Mask from Alpha")
@tags("image", "mask")
@invocation("tomask", title="Mask from Alpha", tags=["image", "mask"], category="image")
class MaskFromAlphaInvocation(BaseInvocation):
"""Extracts the alpha channel of an image as a mask."""
# Metadata
type: Literal["tomask"] = "tomask"
# Inputs
image: ImageField = InputField(description="The image to create the mask from")
invert: bool = InputField(default=False, description="Whether or not to invert the mask")
@ -202,15 +177,10 @@ class MaskFromAlphaInvocation(BaseInvocation):
)
@title("Multiply Images")
@tags("image", "multiply")
@invocation("img_mul", title="Multiply Images", tags=["image", "multiply"], category="image")
class ImageMultiplyInvocation(BaseInvocation):
"""Multiplies two images together using `PIL.ImageChops.multiply()`."""
# Metadata
type: Literal["img_mul"] = "img_mul"
# Inputs
image1: ImageField = InputField(description="The first image to multiply")
image2: ImageField = InputField(description="The second image to multiply")
@ -240,15 +210,10 @@ class ImageMultiplyInvocation(BaseInvocation):
IMAGE_CHANNELS = Literal["A", "R", "G", "B"]
@title("Extract Image Channel")
@tags("image", "channel")
@invocation("img_chan", title="Extract Image Channel", tags=["image", "channel"], category="image")
class ImageChannelInvocation(BaseInvocation):
"""Gets a channel from an image."""
# Metadata
type: Literal["img_chan"] = "img_chan"
# Inputs
image: ImageField = InputField(description="The image to get the channel from")
channel: IMAGE_CHANNELS = InputField(default="A", description="The channel to get")
@ -277,15 +242,10 @@ class ImageChannelInvocation(BaseInvocation):
IMAGE_MODES = Literal["L", "RGB", "RGBA", "CMYK", "YCbCr", "LAB", "HSV", "I", "F"]
@title("Convert Image Mode")
@tags("image", "convert")
@invocation("img_conv", title="Convert Image Mode", tags=["image", "convert"], category="image")
class ImageConvertInvocation(BaseInvocation):
"""Converts an image to a different mode."""
# Metadata
type: Literal["img_conv"] = "img_conv"
# Inputs
image: ImageField = InputField(description="The image to convert")
mode: IMAGE_MODES = InputField(default="L", description="The mode to convert to")
@ -311,15 +271,10 @@ class ImageConvertInvocation(BaseInvocation):
)
@title("Blur Image")
@tags("image", "blur")
@invocation("img_blur", title="Blur Image", tags=["image", "blur"], category="image")
class ImageBlurInvocation(BaseInvocation):
"""Blurs an image"""
# Metadata
type: Literal["img_blur"] = "img_blur"
# Inputs
image: ImageField = InputField(description="The image to blur")
radius: float = InputField(default=8.0, ge=0, description="The blur radius")
# Metadata
@ -370,15 +325,10 @@ PIL_RESAMPLING_MAP = {
}
@title("Resize Image")
@tags("image", "resize")
@invocation("img_resize", title="Resize Image", tags=["image", "resize"], category="image")
class ImageResizeInvocation(BaseInvocation):
"""Resizes an image to specific dimensions"""
# Metadata
type: Literal["img_resize"] = "img_resize"
# Inputs
image: ImageField = InputField(description="The image to resize")
width: int = InputField(default=512, ge=64, multiple_of=8, description="The width to resize to (px)")
height: int = InputField(default=512, ge=64, multiple_of=8, description="The height to resize to (px)")
@ -415,15 +365,10 @@ class ImageResizeInvocation(BaseInvocation):
)
@title("Scale Image")
@tags("image", "scale")
@invocation("img_scale", title="Scale Image", tags=["image", "scale"], category="image")
class ImageScaleInvocation(BaseInvocation):
"""Scales an image by a factor"""
# Metadata
type: Literal["img_scale"] = "img_scale"
# Inputs
image: ImageField = InputField(description="The image to scale")
scale_factor: float = InputField(
default=2.0,
@ -461,15 +406,10 @@ class ImageScaleInvocation(BaseInvocation):
)
@title("Lerp Image")
@tags("image", "lerp")
@invocation("img_lerp", title="Lerp Image", tags=["image", "lerp"], category="image")
class ImageLerpInvocation(BaseInvocation):
"""Linear interpolation of all pixels of an image"""
# Metadata
type: Literal["img_lerp"] = "img_lerp"
# Inputs
image: ImageField = InputField(description="The image to lerp")
min: int = InputField(default=0, ge=0, le=255, description="The minimum output value")
max: int = InputField(default=255, ge=0, le=255, description="The maximum output value")
@ -499,15 +439,10 @@ class ImageLerpInvocation(BaseInvocation):
)
@title("Inverse Lerp Image")
@tags("image", "ilerp")
@invocation("img_ilerp", title="Inverse Lerp Image", tags=["image", "ilerp"], category="image")
class ImageInverseLerpInvocation(BaseInvocation):
"""Inverse linear interpolation of all pixels of an image"""
# Metadata
type: Literal["img_ilerp"] = "img_ilerp"
# Inputs
image: ImageField = InputField(description="The image to lerp")
min: int = InputField(default=0, ge=0, le=255, description="The minimum input value")
max: int = InputField(default=255, ge=0, le=255, description="The maximum input value")
@ -537,15 +472,10 @@ class ImageInverseLerpInvocation(BaseInvocation):
)
@title("Blur NSFW Image")
@tags("image", "nsfw")
@invocation("img_nsfw", title="Blur NSFW Image", tags=["image", "nsfw"], category="image")
class ImageNSFWBlurInvocation(BaseInvocation):
"""Add blur to NSFW-flagged images"""
# Metadata
type: Literal["img_nsfw"] = "img_nsfw"
# Inputs
image: ImageField = InputField(description="The image to check")
metadata: Optional[CoreMetadata] = InputField(
default=None, description=FieldDescriptions.core_metadata, ui_hidden=True
@ -587,15 +517,10 @@ class ImageNSFWBlurInvocation(BaseInvocation):
return caution.resize((caution.width // 2, caution.height // 2))
@title("Add Invisible Watermark")
@tags("image", "watermark")
@invocation("img_watermark", title="Add Invisible Watermark", tags=["image", "watermark"], category="image")
class ImageWatermarkInvocation(BaseInvocation):
"""Add an invisible watermark to an image"""
# Metadata
type: Literal["img_watermark"] = "img_watermark"
# Inputs
image: ImageField = InputField(description="The image to check")
text: str = InputField(default="InvokeAI", description="Watermark text")
metadata: Optional[CoreMetadata] = InputField(
@ -623,14 +548,10 @@ class ImageWatermarkInvocation(BaseInvocation):
)
@title("Mask Edge")
@tags("image", "mask", "inpaint")
@invocation("mask_edge", title="Mask Edge", tags=["image", "mask", "inpaint"], category="image")
class MaskEdgeInvocation(BaseInvocation):
"""Applies an edge mask to an image"""
type: Literal["mask_edge"] = "mask_edge"
# Inputs
image: ImageField = InputField(description="The image to apply the mask to")
edge_size: int = InputField(description="The size of the edge")
edge_blur: int = InputField(description="The amount of blur on the edge")
@ -672,14 +593,10 @@ class MaskEdgeInvocation(BaseInvocation):
)
@title("Combine Mask")
@tags("image", "mask", "multiply")
@invocation("mask_combine", title="Combine Masks", tags=["image", "mask", "multiply"], category="image")
class MaskCombineInvocation(BaseInvocation):
"""Combine two masks together by multiplying them using `PIL.ImageChops.multiply()`."""
type: Literal["mask_combine"] = "mask_combine"
# Inputs
mask1: ImageField = InputField(description="The first mask to combine")
mask2: ImageField = InputField(description="The second image to combine")
@ -706,17 +623,13 @@ class MaskCombineInvocation(BaseInvocation):
)
@title("Color Correct")
@tags("image", "color")
@invocation("color_correct", title="Color Correct", tags=["image", "color"], category="image")
class ColorCorrectInvocation(BaseInvocation):
"""
Shifts the colors of a target image to match the reference image, optionally
using a mask to only color-correct certain regions of the target image.
"""
type: Literal["color_correct"] = "color_correct"
# Inputs
image: ImageField = InputField(description="The image to color-correct")
reference: ImageField = InputField(description="Reference image for color-correction")
mask: Optional[ImageField] = InputField(default=None, description="Mask to use when applying color-correction")
@ -815,14 +728,10 @@ class ColorCorrectInvocation(BaseInvocation):
)
@title("Image Hue Adjustment")
@tags("image", "hue", "hsl")
@invocation("img_hue_adjust", title="Adjust Image Hue", tags=["image", "hue"], category="image")
class ImageHueAdjustmentInvocation(BaseInvocation):
"""Adjusts the Hue of an image."""
type: Literal["img_hue_adjust"] = "img_hue_adjust"
# Inputs
image: ImageField = InputField(description="The image to adjust")
hue: int = InputField(default=0, description="The degrees by which to rotate the hue, 0-360")
@ -860,14 +769,15 @@ class ImageHueAdjustmentInvocation(BaseInvocation):
)
@title("Image Luminosity Adjustment")
@tags("image", "luminosity", "hsl")
@invocation(
"img_luminosity_adjust",
title="Adjust Image Luminosity",
tags=["image", "luminosity", "hsl"],
category="image",
)
class ImageLuminosityAdjustmentInvocation(BaseInvocation):
"""Adjusts the Luminosity (Value) of an image."""
type: Literal["img_luminosity_adjust"] = "img_luminosity_adjust"
# Inputs
image: ImageField = InputField(description="The image to adjust")
luminosity: float = InputField(
default=1.0, ge=0, le=1, description="The factor by which to adjust the luminosity (value)"
@ -911,14 +821,15 @@ class ImageLuminosityAdjustmentInvocation(BaseInvocation):
)
@title("Image Saturation Adjustment")
@tags("image", "saturation", "hsl")
@invocation(
"img_saturation_adjust",
title="Adjust Image Saturation",
tags=["image", "saturation", "hsl"],
category="image",
)
class ImageSaturationAdjustmentInvocation(BaseInvocation):
"""Adjusts the Saturation of an image."""
type: Literal["img_saturation_adjust"] = "img_saturation_adjust"
# Inputs
image: ImageField = InputField(description="The image to adjust")
saturation: float = InputField(default=1.0, ge=0, le=1, description="The factor by which to adjust the saturation")