157 lines
6.1 KiB
Python
157 lines
6.1 KiB
Python
"""
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Runware Image Inference Ultralytics Node
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Provides Ultralytics parameters for image inference (ultralytics.*)
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Parameters are passed to genConfig["ultralytics"] like settings.
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"""
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from typing import Dict, Any
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class RunwareUltralyticsInputs:
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"""Runware Image Inference Ultralytics - Ultralytics parameters for image inference"""
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@classmethod
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def INPUT_TYPES(cls):
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return {
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"required": {},
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"optional": {
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"useMaskBlur": ("BOOLEAN", {
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"tooltip": "Enable to include maskBlur parameter.",
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"default": False,
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}),
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"maskBlur": ("INT", {
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"default": 5,
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"min": 0,
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"max": 100,
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"tooltip": "Mask feathering amount (0-100).",
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}),
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"useMaskPadding": ("BOOLEAN", {
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"tooltip": "Enable to include maskPadding parameter.",
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"default": False,
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}),
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"maskPadding": ("INT", {
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"default": 5,
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"min": 0,
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"max": 20,
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"tooltip": "Padding around face region (0-20).",
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}),
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"useConfidence": ("BOOLEAN", {
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"tooltip": "Enable to include confidence parameter.",
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"default": False,
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}),
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"confidence": ("FLOAT", {
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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": "Detection confidence threshold (0-1).",
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}),
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"usePositivePrompt": ("BOOLEAN", {
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"tooltip": "Enable to include positivePrompt parameter.",
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"default": False,
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}),
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"positivePrompt": ("STRING", {
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"default": "",
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"multiline": True,
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"tooltip": "Prompt for diffusion model.",
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}),
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"useNegativePrompt": ("BOOLEAN", {
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"tooltip": "Enable to include negativePrompt parameter.",
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"default": False,
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}),
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"negativePrompt": ("STRING", {
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"default": "",
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"multiline": True,
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"tooltip": "Negative prompt for model.",
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}),
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"useSteps": ("BOOLEAN", {
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"tooltip": "Enable to include steps parameter.",
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"default": False,
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}),
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"steps": ("INT", {
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"default": 20,
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"min": 1,
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"max": 100,
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"tooltip": "Number of diffusion steps (1-100).",
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}),
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"useCFGScale": ("BOOLEAN", {
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"tooltip": "Enable to include CFGScale parameter.",
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"default": False,
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}),
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"CFGScale": ("FLOAT", {
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"default": 8.0,
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"min": 0.0,
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"max": 50.0,
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"step": 0.1,
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"tooltip": "Classifier-free guidance scale (0-50).",
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}),
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"useStrength": ("BOOLEAN", {
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"tooltip": "Enable to include strength parameter.",
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"default": False,
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}),
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"strength": ("FLOAT", {
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"default": 0.3,
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"min": 0.0001,
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"max": 1.0,
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"step": 0.01,
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"tooltip": "Denoising strength (0.0001-1).",
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}),
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"useInpaintSize": ("BOOLEAN", {
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"tooltip": "Enable to include inpaintSize parameter.",
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"default": False,
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}),
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"inpaintSize": ("INT", {
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"default": 1024,
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"min": 128,
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"max": 2048,
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"step": 1,
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"tooltip": "Image size to use for each inpainting region. Only used when 'Use Inpaint Size' is enabled.",
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}),
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}
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}
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DESCRIPTION = "Configure Ultralytics parameters for Runware Image Inference. Passed as genConfig.ultralytics (like settings)."
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RETURN_TYPES = ("RUNWAREULTRALYTICSINPUTS",)
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RETURN_NAMES = ("Ultralytics",)
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FUNCTION = "create_ultralytics_inputs"
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CATEGORY = "Runware"
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def create_ultralytics_inputs(self, **kwargs) -> tuple[Dict[str, Any]]:
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"""Create Ultralytics parameters dict"""
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settings = {}
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if kwargs.get("useMaskBlur", False):
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settings["maskBlur"] = kwargs.get("maskBlur", 5)
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if kwargs.get("useMaskPadding", False):
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settings["maskPadding"] = kwargs.get("maskPadding", 5)
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if kwargs.get("useConfidence", False):
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settings["confidence"] = kwargs.get("confidence", 0.5)
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if kwargs.get("usePositivePrompt", False):
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val = kwargs.get("positivePrompt", "")
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if val is not None and str(val).strip():
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settings["positivePrompt"] = str(val).strip()
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if kwargs.get("useNegativePrompt", False):
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val = kwargs.get("negativePrompt", "")
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if val is not None and str(val).strip():
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settings["negativePrompt"] = str(val).strip()
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if kwargs.get("useSteps", False):
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settings["steps"] = kwargs.get("steps", 20)
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if kwargs.get("useCFGScale", False):
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settings["CFGScale"] = kwargs.get("CFGScale", 8.0)
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if kwargs.get("useStrength", False):
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settings["strength"] = kwargs.get("strength", 0.3)
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if kwargs.get("useInpaintSize", False):
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settings["inpaintSize"] = int(kwargs.get("inpaintSize", 1024))
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return (settings,)
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NODE_CLASS_MAPPINGS = {
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"RunwareUltralyticsInputs": RunwareUltralyticsInputs,
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}
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NODE_DISPLAY_NAME_MAPPINGS = {
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"RunwareUltralyticsInputs": "Runware Image Inference Ultralytics",
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}
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