refactor nodes into standalone file
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62
backend/nodes/mask_combine.py
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62
backend/nodes/mask_combine.py
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from __future__ import annotations
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import numpy as np
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from backend.node_registry import register_node
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from backend.data_types import DataField, encode_preview
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from backend.nodes.helpers import _mask_overlay
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@register_node(display_name="Mask Combine")
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class MaskCombine:
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_CUSTOM_PREVIEW = True
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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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"mask_a": ("IMAGE",),
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"mask_b": ("IMAGE",),
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"operation": (["and", "or", "xor", "subtract"],),
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},
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"optional": {
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"field": ("DATA_FIELD",),
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}
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}
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RETURN_TYPES = ("IMAGE",)
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RETURN_NAMES = ("mask",)
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FUNCTION = "process"
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DESCRIPTION = (
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"Combine two binary masks with a boolean operation. "
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"AND keeps overlap, OR merges, XOR keeps non-overlapping regions, "
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"subtract removes mask_b from mask_a."
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)
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_broadcast_fn = None
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_current_node_id: str = ""
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def process(self, mask_a: np.ndarray, mask_b: np.ndarray, operation: str,
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field: DataField | None = None) -> tuple:
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a = mask_a > 127
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b = mask_b > 127
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if operation == "and":
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result = a & b
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elif operation == "or":
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result = a | b
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elif operation == "xor":
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result = a ^ b
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elif operation == "subtract":
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result = a & ~b
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else:
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raise ValueError(f"Unknown mask operation: {operation}")
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out = result.astype(np.uint8) * 255
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if field is not None and MaskCombine._broadcast_fn is not None:
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overlay = _mask_overlay(field, out)
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MaskCombine._broadcast_fn(
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MaskCombine._current_node_id, encode_preview(overlay),
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)
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return (out,)
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