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https://git.datalinker.icu/comfyanonymous/ComfyUI
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Added Stability Stable Image Ultra node (#86)
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comfy_api_nodes/apis/stability_api.py
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69
comfy_api_nodes/apis/stability_api.py
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from __future__ import annotations
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from enum import Enum
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from typing import Optional
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from pydantic import BaseModel, Field, confloat
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class StabilityFormat(str, Enum):
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png = 'png'
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jpeg = 'jpeg'
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webp = 'webp'
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class StabilityAspectRatio(str, Enum):
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ratio_1_1 = "1:1"
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ratio_16_9 = "16:9"
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ratio_9_16 = "9:16"
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ratio_3_2 = "3:2"
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ratio_2_3 = "2:3"
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ratio_5_4 = "5:4"
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ratio_4_5 = "4:5"
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ratio_21_9 = "21:9"
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ratio_9_21 = "9:21"
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def get_stability_style_presets(include_none=True):
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presets = []
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if include_none:
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presets.append("None")
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return presets + [x.value for x in StabilityStylePreset]
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class StabilityStylePreset(str, Enum):
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_3d_model = "3d-model"
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analog_film = "analog-film"
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anime = "anime"
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cinematic = "cinematic"
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comic_book = "comic-book"
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digital_art = "digital-art"
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enhance = "enhance"
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fantasy_art = "fantasy-art"
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isometric = "isometric"
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line_art = "line-art"
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low_poly = "low-poly"
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modeling_compound = "modeling-compound"
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neon_punk = "neon-punk"
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origami = "origami"
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photographic = "photographic"
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pixel_art = "pixel-art"
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tile_texture = "tile-texture"
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class StabilityStableUltraRequest(BaseModel):
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prompt: str = Field(...)
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negative_prompt: Optional[str] = Field(None)
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aspect_ratio: Optional[str] = Field(None)
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seed: Optional[int] = Field(None)
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output_format: Optional[str] = Field(StabilityFormat.png.value)
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image: Optional[str] = Field(None)
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style_preset: Optional[str] = Field(None)
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strength: Optional[confloat(ge=0.0, le=1.0)] = Field(None)
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class StabilityStableUltraResponse(BaseModel):
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image: Optional[str] = Field(None)
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finish_reason: Optional[str] = Field(None)
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seed: Optional[int] = Field(None)
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160
comfy_api_nodes/nodes_stability.py
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160
comfy_api_nodes/nodes_stability.py
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from inspect import cleandoc
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from comfy.comfy_types.node_typing import IO
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from comfy_api_nodes.apis.stability_api import (
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StabilityStableUltraRequest,
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StabilityStableUltraResponse,
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StabilityAspectRatio,
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get_stability_style_presets,
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)
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from comfy_api_nodes.apis.client import (
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ApiEndpoint,
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HttpMethod,
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SynchronousOperation,
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)
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from comfy_api_nodes.apinode_utils import (
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bytesio_to_image_tensor,
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tensor_to_bytesio,
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)
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import torch
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import base64
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from io import BytesIO
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class StabilityStableImageUltraNode:
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"""
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Generates images synchronously based on prompt and resolution.
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"""
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RETURN_TYPES = (IO.IMAGE,)
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DESCRIPTION = cleandoc(__doc__ or "") # Handle potential None value
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FUNCTION = "api_call"
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API_NODE = True
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CATEGORY = "api node/image/stability"
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@classmethod
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def INPUT_TYPES(s):
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return {
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"required": {
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"prompt": (
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IO.STRING,
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{
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"multiline": True,
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"default": "",
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"tooltip": "What you wish to see in the output image. A strong, descriptive prompt that clearly defines" +
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"What you wish to see in the output image. A strong, descriptive prompt that clearly defines" +
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"elements, colors, and subjects will lead to better results. " +
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"To control the weight of a given word use the format `(word:weight)`," +
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"where `word` is the word you'd like to control the weight of and `weight`" +
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"is a value between 0 and 1. For example: `The sky was a crisp (blue:0.3) and (green:0.8)`" +
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"would convey a sky that was blue and green, but more green than blue."
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},
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),
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"aspect_ratio": ([x.value for x in StabilityAspectRatio],
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{
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"default": StabilityAspectRatio.ratio_1_1,
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"tooltip": "Aspect ratio of generated image.",
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},
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),
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"style_preset": (get_stability_style_presets(),
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{
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"tooltip": "Optional desired style of generated image.",
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},
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),
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"seed": (
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IO.INT,
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{
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"default": 0,
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"min": 0,
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"max": 4294967294,
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"control_after_generate": True,
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"tooltip": "The random seed used for creating the noise.",
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},
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),
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},
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"optional": {
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"image": (IO.IMAGE,),
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"negative_prompt": (
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IO.STRING,
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{
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"default": "",
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"forceInput": True,
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"tooltip": "A blurb of text describing what you do not wish to see in the output image. This is an advanced feature."
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},
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),
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"image_denoise": (
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IO.FLOAT,
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{
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"default": 0.5,
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"min": 0.0,
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"max": 1.0,
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"step": 0.01,
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"tooltip": "Denoise of input image; 0.0 yields image identical to input, 1.0 is as if no image was provided at all.",
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},
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),
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},
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"hidden": {
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"auth_token": "AUTH_TOKEN_COMFY_ORG",
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},
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}
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def api_call(self, prompt: str, aspect_ratio: str, style_preset: str, seed: int,
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negative_prompt: str=None, image: torch.Tensor = None, image_denoise: float=None,
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auth_token=None):
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# prepare image binary if image present
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image_binary = None
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if image is not None:
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image_binary = tensor_to_bytesio(image, 1504 * 1504).read()
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else:
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image_denoise = None
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if not negative_prompt:
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negative_prompt = None
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if style_preset == "None":
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style_preset = None
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files = {
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"image": image_binary
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}
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operation = SynchronousOperation(
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endpoint=ApiEndpoint(
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path="/proxy/stability/v2beta/stable-image/generate/ultra",
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method=HttpMethod.POST,
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request_model=StabilityStableUltraRequest,
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response_model=StabilityStableUltraResponse,
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),
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request=StabilityStableUltraRequest(
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prompt=prompt,
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negative_prompt=negative_prompt,
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aspect_ratio=aspect_ratio,
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seed=seed,
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strength=image_denoise,
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style_preset=style_preset,
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),
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files=files,
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content_type="multipart/form-data",
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auth_token=auth_token,
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)
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response_api = operation.execute()
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if response_api.finish_reason != "SUCCESS":
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raise Exception(f"Stable Image Ultra generation failed: {response_api.finish_reason}.")
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image_data = base64.b64decode(response_api.image)
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returned_image = bytesio_to_image_tensor(BytesIO(image_data))
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return (returned_image,)
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# A dictionary that contains all nodes you want to export with their names
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# NOTE: names should be globally unique
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NODE_CLASS_MAPPINGS = {
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"StabilityStableImageUltraNode": StabilityStableImageUltraNode,
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}
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# A dictionary that contains the friendly/humanly readable titles for the nodes
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NODE_DISPLAY_NAME_MAPPINGS = {
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"StabilityStableImageUltraNode": "Stabiliy Stable Image Ultra",
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}
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