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model.py
CHANGED
@@ -12,6 +12,7 @@ from diffusers import (ControlNetModel, DiffusionPipeline,
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from cv_utils import resize_image
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from preprocessor import Preprocessor
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CONTROLNET_MODEL_IDS = {
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'Openpose': 'lllyasviel/control_v11p_sd15_openpose',
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@@ -141,6 +142,11 @@ class Model:
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low_threshold: int,
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high_threshold: int,
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) -> list[PIL.Image.Image]:
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self.preprocessor.load('Canny')
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control_image = self.preprocessor(image=image,
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low_threshold=low_threshold,
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@@ -175,6 +181,11 @@ class Model:
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value_threshold: float,
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distance_threshold: float,
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) -> list[PIL.Image.Image]:
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self.preprocessor.load('MLSD')
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control_image = self.preprocessor(
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image=image,
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@@ -210,6 +221,11 @@ class Model:
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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@@ -255,6 +271,11 @@ class Model:
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guidance_scale: float,
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seed: int,
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) -> list[PIL.Image.Image]:
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image = image_and_mask['mask']
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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@@ -287,6 +308,11 @@ class Model:
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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@@ -338,6 +364,11 @@ class Model:
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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@@ -377,6 +408,11 @@ class Model:
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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@@ -415,6 +451,11 @@ class Model:
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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@@ -453,6 +494,11 @@ class Model:
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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@@ -491,6 +537,11 @@ class Model:
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if preprocessor_name in ['None', 'None (anime)']:
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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@@ -540,6 +591,11 @@ class Model:
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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@@ -575,6 +631,11 @@ class Model:
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guidance_scale: float,
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seed: int,
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) -> list[PIL.Image.Image]:
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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control_image = PIL.Image.fromarray(image)
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from cv_utils import resize_image
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from preprocessor import Preprocessor
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from settings import MAX_IMAGE_RESOLUTION, MAX_NUM_IMAGES
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CONTROLNET_MODEL_IDS = {
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'Openpose': 'lllyasviel/control_v11p_sd15_openpose',
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low_threshold: int,
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high_threshold: int,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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self.preprocessor.load('Canny')
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control_image = self.preprocessor(image=image,
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low_threshold=low_threshold,
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value_threshold: float,
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distance_threshold: float,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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self.preprocessor.load('MLSD')
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control_image = self.preprocessor(
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image=image,
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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guidance_scale: float,
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seed: int,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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image = image_and_mask['mask']
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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if preprocessor_name in ['None', 'None (anime)']:
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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seed: int,
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preprocessor_name: str,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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if preprocessor_name == 'None':
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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guidance_scale: float,
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seed: int,
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) -> list[PIL.Image.Image]:
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if image_resolution > MAX_IMAGE_RESOLUTION:
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raise ValueError
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if num_images > MAX_NUM_IMAGES:
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raise ValueError
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image = HWC3(image)
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image = resize_image(image, resolution=image_resolution)
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control_image = PIL.Image.fromarray(image)
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