from manim import *
from manim_ml.neural_network.layers.parent_layers import NeuralNetworkLayer
from manim_ml.image import GrayscaleImageMobject, LabeledColorImage
import numpy as np

class PairedQueryLayer(NeuralNetworkLayer):
    """Paired Query Layer"""

    def __init__(self, positive, negative, stroke_width=5, **kwargs):
        super().__init__(**kwargs)
        self.positive = positive
        self.negative = negative

        self.stroke_width = stroke_width
        # Make the assets
        self.assets = self.make_assets()
        self.add(self.assets)
    
    @classmethod
    def from_paths(cls, positive_path, negative_path, grayscale=True):
        """Creates a query using the paths"""
        # Load images from path
        if grayscale:
            positive = GrayscaleImageMobject.from_path(positive_path)
            negative = GrayscaleImageMobject.from_path(negative_path)
        else:
            positive = ImageMobject(positive_path)
            negative = ImageMobject(negative_path)
        # Make the layer
        query_layer = cls(positive, negative)

        return query_layer

    def make_assets(self):
        """
            Constructs the assets needed for a query layer
        """
        # Handle positive
        positive_group = LabeledColorImage(
            self.positive, 
            color=GREEN,
            label="Positive", 
            stroke_width=self.stroke_width
        )
        # Handle negative
        negative_group = LabeledColorImage(
            self.negative, 
            color=RED,
            label="Negative", 
            stroke_width=self.stroke_width
        )
        # Distribute the groups uniformly vertically
        assets = Group(positive_group, negative_group)
        assets.arrange(DOWN, buff=1.5)

        return assets

    @override_animation(Create)
    def _create_override(self):
        # TODO make Create animation that is custom
        return FadeIn(self.assets)

    def make_forward_pass_animation(self):
        """Forward pass for query"""
        return AnimationGroup()