import { SLICE_TYPE } from '@/nvdocument'
import { TypedVoxelArray } from '@/nvimage'

interface DrawingDimensions {
    dimX: number
    dimY: number
    dimZ: number
}

interface InterpolationOptions {
    intensityWeight?: number
    binaryThreshold?: number
    intensitySigma?: number
    applySmoothingToSlices?: boolean
    useIntensityGuided?: boolean
    sliceType?: SLICE_TYPE
}

/**
 * Find the first and last slices containing drawing data along a given axis
 * @param sliceType - The slice orientation (AXIAL, CORONAL, or SAGITTAL)
 * @param drawBitmap - The drawing bitmap data
 * @param dims - The volume dimensions
 * @returns Object containing first and last slice indices, or null if no data found
 */
export function findBoundarySlices(sliceType: SLICE_TYPE, drawBitmap: Uint8Array, dims: DrawingDimensions): { first: number; last: number } | null {
    const { dimX, dimY, dimZ } = dims

    let axisSize: number
    if (sliceType === SLICE_TYPE.AXIAL) {
        axisSize = dimZ
    } else if (sliceType === SLICE_TYPE.CORONAL) {
        axisSize = dimY
    } else if (sliceType === SLICE_TYPE.SAGITTAL) {
        axisSize = dimX
    } else {
        return null
    }

    let firstSliceWithData = -1
    let lastSliceWithData = -1

    for (let slice = 0; slice < axisSize; slice++) {
        let hasData = false

        if (sliceType === SLICE_TYPE.AXIAL) {
            // Check axial slice (XY plane at Z=slice)
            const offset = slice * dimX * dimY
            for (let i = 0; i < dimX * dimY; i++) {
                if (drawBitmap[offset + i] > 0) {
                    hasData = true
                    break
                }
            }
        } else if (sliceType === SLICE_TYPE.CORONAL) {
            // Check coronal slice (XZ plane at Y=slice)
            for (let z = 0; z < dimZ; z++) {
                for (let x = 0; x < dimX; x++) {
                    const idx = x + slice * dimX + z * dimX * dimY
                    if (drawBitmap[idx] > 0) {
                        hasData = true
                        break
                    }
                }
                if (hasData) {
                    break
                }
            }
        } else if (sliceType === SLICE_TYPE.SAGITTAL) {
            // Check sagittal slice (YZ plane at X=slice)
            for (let z = 0; z < dimZ; z++) {
                for (let y = 0; y < dimY; y++) {
                    const idx = slice + y * dimX + z * dimX * dimY
                    if (drawBitmap[idx] > 0) {
                        hasData = true
                        break
                    }
                }
                if (hasData) {
                    break
                }
            }
        }

        if (hasData) {
            if (firstSliceWithData === -1) {
                firstSliceWithData = slice
            }
            lastSliceWithData = slice
        }
    }

    if (firstSliceWithData === -1 || lastSliceWithData === -1) {
        return null
    }

    return { first: firstSliceWithData, last: lastSliceWithData }
}

/**
 * Extract a single slice from 3D volume data
 * @param sliceIndex - Index of the slice to extract
 * @param sliceType - The slice orientation (AXIAL, CORONAL, or SAGITTAL)
 * @param drawBitmap - The drawing bitmap data
 * @param dims - The volume dimensions
 * @returns Float32Array containing the slice data
 */
export function extractSlice(sliceIndex: number, sliceType: SLICE_TYPE, drawBitmap: Uint8Array, dims: DrawingDimensions): Float32Array {
    const { dimX, dimY, dimZ } = dims

    let sliceData: Float32Array
    if (sliceType === SLICE_TYPE.AXIAL) {
        // Extract axial slice (XY plane at Z=sliceIndex)
        sliceData = new Float32Array(dimX * dimY)
        const offset = sliceIndex * dimX * dimY
        for (let i = 0; i < dimX * dimY; i++) {
            sliceData[i] = drawBitmap[offset + i]
        }
    } else if (sliceType === SLICE_TYPE.CORONAL) {
        // Extract coronal slice (XZ plane at Y=sliceIndex)
        sliceData = new Float32Array(dimX * dimZ)
        for (let z = 0; z < dimZ; z++) {
            for (let x = 0; x < dimX; x++) {
                const srcIdx = x + sliceIndex * dimX + z * dimX * dimY
                const dstIdx = x + z * dimX
                sliceData[dstIdx] = drawBitmap[srcIdx]
            }
        }
    } else if (sliceType === SLICE_TYPE.SAGITTAL) {
        // Extract sagittal slice (YZ plane at X=sliceIndex)
        sliceData = new Float32Array(dimY * dimZ)
        for (let z = 0; z < dimZ; z++) {
            for (let y = 0; y < dimY; y++) {
                const srcIdx = sliceIndex + y * dimX + z * dimX * dimY
                const dstIdx = y + z * dimY
                sliceData[dstIdx] = drawBitmap[srcIdx]
            }
        }
    } else {
        throw new Error('Invalid slice type')
    }

    return sliceData
}

/**
 * Extract intensity slice from image data
 * @param sliceIndex - Index of the slice to extract
 * @param sliceType - The slice orientation
 * @param imageData - The image intensity data
 * @param dims - The volume dimensions
 * @param maxVal - Maximum value for normalization
 * @returns Float32Array containing normalized intensity values
 */
export function extractIntensitySlice(sliceIndex: number, sliceType: SLICE_TYPE, imageData: TypedVoxelArray, dims: DrawingDimensions, maxVal: number): Float32Array {
    const { dimX, dimY, dimZ } = dims

    let sliceData: TypedVoxelArray
    if (sliceType === SLICE_TYPE.AXIAL) {
        // Extract axial slice (XY plane at Z=sliceIndex)
        sliceData = new Float32Array(dimX * dimY)
        const offset = sliceIndex * dimX * dimY
        for (let i = 0; i < dimX * dimY; i++) {
            sliceData[i] = imageData[offset + i] / maxVal
        }
    } else if (sliceType === SLICE_TYPE.CORONAL) {
        // Extract coronal slice (XZ plane at Y=sliceIndex)
        sliceData = new Float32Array(dimX * dimZ)
        for (let z = 0; z < dimZ; z++) {
            for (let x = 0; x < dimX; x++) {
                const srcIdx = x + sliceIndex * dimX + z * dimX * dimY
                const dstIdx = x + z * dimX
                sliceData[dstIdx] = imageData[srcIdx] / maxVal
            }
        }
    } else if (sliceType === SLICE_TYPE.SAGITTAL) {
        // Extract sagittal slice (YZ plane at X=sliceIndex)
        sliceData = new Float32Array(dimY * dimZ)
        for (let z = 0; z < dimZ; z++) {
            for (let y = 0; y < dimY; y++) {
                const srcIdx = sliceIndex + y * dimX + z * dimX * dimY
                const dstIdx = y + z * dimY
                sliceData[dstIdx] = imageData[srcIdx] / maxVal
            }
        }
    } else {
        throw new Error('Invalid slice type')
    }

    return sliceData
}

/**
 * Insert a color mask into the drawing bitmap at a specific slice
 * @param mask - The mask data to insert
 * @param sliceIndex - Index of the slice
 * @param sliceType - The slice orientation
 * @param drawBitmap - The drawing bitmap to modify
 * @param dims - The volume dimensions
 * @param binaryThreshold - Threshold for binary conversion
 * @param color - Color value to use
 */
export function insertColorMask(mask: TypedVoxelArray, sliceIndex: number, sliceType: SLICE_TYPE, drawBitmap: Uint8Array, dims: DrawingDimensions, binaryThreshold: number, color: number): void {
    const { dimX, dimY, dimZ } = dims

    if (sliceType === SLICE_TYPE.AXIAL) {
        // Insert axial slice (XY plane at Z=sliceIndex)
        const offset = sliceIndex * dimX * dimY
        for (let i = 0; i < mask.length; i++) {
            if (mask[i] >= binaryThreshold) {
                drawBitmap[offset + i] = color
            }
        }
    } else if (sliceType === SLICE_TYPE.CORONAL) {
        // Insert coronal slice (XZ plane at Y=sliceIndex)
        for (let z = 0; z < dimZ; z++) {
            for (let x = 0; x < dimX; x++) {
                const srcIdx = x + z * dimX
                const dstIdx = x + sliceIndex * dimX + z * dimX * dimY
                if (mask[srcIdx] >= binaryThreshold) {
                    drawBitmap[dstIdx] = color
                }
            }
        }
    } else if (sliceType === SLICE_TYPE.SAGITTAL) {
        // Insert sagittal slice (YZ plane at X=sliceIndex)
        for (let z = 0; z < dimZ; z++) {
            for (let y = 0; y < dimY; y++) {
                const srcIdx = y + z * dimY
                const dstIdx = sliceIndex + y * dimX + z * dimX * dimY
                if (mask[srcIdx] >= binaryThreshold) {
                    drawBitmap[dstIdx] = color
                }
            }
        }
    } else {
        throw new Error('Invalid slice type')
    }
}

/**
 * Smooth a 2D slice using a simple 3x3 kernel
 * @param slice - The slice data to smooth
 * @param width - Width of the slice
 * @param height - Height of the slice
 */
export function smoothSlice(slice: Float32Array, width: number, height: number): void {
    if (width < 3 || height < 3) {
        return
    }

    const temp = new Float32Array(slice.length)

    // Smooth in X direction
    for (let y = 0; y < height; y++) {
        for (let x = 0; x < width; x++) {
            const idx = x + y * width
            if (x === 0 || x === width - 1) {
                temp[idx] = slice[idx]
            } else {
                temp[idx] = (slice[idx - 1] + 2 * slice[idx] + slice[idx + 1]) * 0.25
            }
        }
    }

    // Smooth in Y direction
    for (let y = 0; y < height; y++) {
        for (let x = 0; x < width; x++) {
            const idx = x + y * width
            if (y === 0 || y === height - 1) {
                slice[idx] = temp[idx]
            } else {
                slice[idx] = (temp[idx - width] + 2 * temp[idx] + temp[idx + width]) * 0.25
            }
        }
    }
}

/**
 * Calculate intensity-based weight for interpolation
 * @param intensity1 - Intensity from first slice
 * @param intensity2 - Intensity from second slice
 * @param targetIntensity - Target intensity to compare against
 * @param intensitySigma - Sigma parameter for weight calculation
 * @returns Weight value between 0 and 1
 */
export function calculateIntensityWeight(intensity1: number, intensity2: number, targetIntensity: number, intensitySigma: number): number {
    const diff1 = Math.abs(targetIntensity - intensity1)
    const diff2 = Math.abs(targetIntensity - intensity2)

    const weight1 = Math.exp((-diff1 * diff1) / (2 * intensitySigma * intensitySigma))
    const weight2 = Math.exp((-diff2 * diff2) / (2 * intensitySigma * intensitySigma))

    const totalWeight = weight1 + weight2
    if (totalWeight < 1e-6) {
        return 0.5
    }

    return weight1 / totalWeight
}

/**
 * Perform geometric interpolation between two slices
 * @param sliceLow - Lower slice data
 * @param sliceHigh - Higher slice data
 * @param z - Current slice index
 * @param sliceIndexLow - Lower slice index
 * @param sliceIndexHigh - Higher slice index
 * @param interpolatedSlice - Output array for interpolated values
 */
export function doGeometricInterpolation(sliceLow: Float32Array, sliceHigh: Float32Array, z: number, sliceIndexLow: number, sliceIndexHigh: number, interpolatedSlice: Float32Array): void {
    const fracHigh = (z - sliceIndexLow) / (sliceIndexHigh - sliceIndexLow)
    const fracLow = 1 - fracHigh

    for (let i = 0; i < sliceLow.length; i++) {
        interpolatedSlice[i] = sliceLow[i] * fracLow + sliceHigh[i] * fracHigh
    }
}

/**
 * Perform intensity-guided interpolation between two slices
 * @param sliceLow - Lower slice data
 * @param sliceHigh - Higher slice data
 * @param z - Current slice index
 * @param sliceIndexLow - Lower slice index
 * @param sliceIndexHigh - Higher slice index
 * @param interpolatedSlice - Output array for interpolated values
 * @param opts - Interpolation options
 * @param intensityLow - Intensity data for lower slice
 * @param intensityHigh - Intensity data for higher slice
 * @param targetIntensity - Target intensity data
 */
export function doIntensityGuidedInterpolation(
    sliceLow: Float32Array,
    sliceHigh: Float32Array,
    z: number,
    sliceIndexLow: number,
    sliceIndexHigh: number,
    interpolatedSlice: Float32Array,
    opts: { intensityWeight: number; intensitySigma: number },
    intensityLow: Float32Array,
    intensityHigh: Float32Array,
    targetIntensity: Float32Array
): void {
    const baseFracHigh = (z - sliceIndexLow) / (sliceIndexHigh - sliceIndexLow)
    const baseFracLow = 1 - baseFracHigh

    for (let i = 0; i < sliceLow.length; i++) {
        if (sliceLow[i] > 0 || sliceHigh[i] > 0) {
            const intensityWeight = calculateIntensityWeight(intensityLow[i], intensityHigh[i], targetIntensity[i], opts.intensitySigma)

            const alpha = opts.intensityWeight
            const combinedWeightLow = alpha * intensityWeight + (1 - alpha) * baseFracLow
            const combinedWeightHigh = 1 - combinedWeightLow

            interpolatedSlice[i] = sliceLow[i] * combinedWeightLow + sliceHigh[i] * combinedWeightHigh
        } else {
            interpolatedSlice[i] = sliceLow[i] * baseFracLow + sliceHigh[i] * baseFracHigh
        }
    }
}

/**
 * Main interpolation function for mask slices
 * @param drawBitmap - The drawing bitmap to modify
 * @param dims - The volume dimensions
 * @param imageData - Optional image intensity data for guided interpolation
 * @param maxVal - Maximum value for intensity normalization
 * @param sliceIndexLow - Lower slice index (optional)
 * @param sliceIndexHigh - Higher slice index (optional)
 * @param options - Interpolation options
 * @param refreshDrawingCallback - Callback to refresh the drawing
 */
export function interpolateMaskSlices(
    drawBitmap: Uint8Array,
    dims: DrawingDimensions,
    imageData: TypedVoxelArray,
    maxVal: number,
    sliceIndexLow: number | undefined,
    sliceIndexHigh: number | undefined,
    options: InterpolationOptions,
    refreshDrawingCallback: () => void
): void {
    const { dimX, dimY, dimZ } = dims

    // Determine slice type (default to axial)
    const sliceType = options.sliceType ?? SLICE_TYPE.AXIAL

    // Get dimensions based on slice type
    let sliceWidth: number, sliceHeight: number, maxSliceIndex: number
    if (sliceType === SLICE_TYPE.AXIAL) {
        sliceWidth = dimX
        sliceHeight = dimY
        maxSliceIndex = dimZ - 1
    } else if (sliceType === SLICE_TYPE.CORONAL) {
        sliceWidth = dimX
        sliceHeight = dimZ
        maxSliceIndex = dimY - 1
    } else if (sliceType === SLICE_TYPE.SAGITTAL) {
        sliceWidth = dimY
        sliceHeight = dimZ
        maxSliceIndex = dimX - 1
    } else {
        throw new Error('Invalid slice type. Must be AXIAL, CORONAL, or SAGITTAL')
    }

    // Set default options
    const opts = {
        intensityWeight: options.intensityWeight ?? 0.7,
        binaryThreshold: options.binaryThreshold ?? 0.375,
        intensitySigma: options.intensitySigma ?? 0.1,
        applySmoothingToSlices: options.applySmoothingToSlices ?? true,
        useIntensityGuided: options.useIntensityGuided ?? true
    }

    // If slice indices are provided, validate them
    if (sliceIndexLow !== undefined && sliceIndexHigh !== undefined) {
        if (sliceIndexLow >= sliceIndexHigh) {
            throw new Error('Low slice index must be less than high slice index')
        }
        if (sliceIndexLow < 0 || sliceIndexHigh > maxSliceIndex) {
            throw new Error(`Slice indices out of bounds [0, ${maxSliceIndex}]`)
        }
    }

    // Find all unique colors across all slices
    const colorRanges = new Map<number, { min: number; max: number }>()

    // Scan through all slices to find color ranges
    for (let sliceIdx = 0; sliceIdx <= maxSliceIndex; sliceIdx++) {
        const slice = extractSlice(sliceIdx, sliceType, drawBitmap, dims)

        for (let i = 0; i < slice.length; i++) {
            const color = slice[i]
            if (color > 0) {
                if (!colorRanges.has(color)) {
                    colorRanges.set(color, { min: sliceIdx, max: sliceIdx })
                } else {
                    const range = colorRanges.get(color)!
                    range.min = Math.min(range.min, sliceIdx)
                    range.max = Math.max(range.max, sliceIdx)
                }
            }
        }
    }

    // Process each color independently with its own slice range
    for (const [color, range] of colorRanges) {
        // Use provided indices or color-specific range
        const colorSliceLow = sliceIndexLow !== undefined ? Math.max(sliceIndexLow, range.min) : range.min
        const colorSliceHigh = sliceIndexHigh !== undefined ? Math.min(sliceIndexHigh, range.max) : range.max

        // Skip if range is invalid or too small
        if (colorSliceLow >= colorSliceHigh || colorSliceHigh - colorSliceLow < 2) {
            continue
        }

        // Extract boundary slices for this color
        const sliceLow = extractSlice(colorSliceLow, sliceType, drawBitmap, dims)
        const sliceHigh = extractSlice(colorSliceHigh, sliceType, drawBitmap, dims)

        // Create binary masks for this color
        const colorMaskLow = new Float32Array(sliceLow.length)
        const colorMaskHigh = new Float32Array(sliceHigh.length)

        for (let i = 0; i < sliceLow.length; i++) {
            colorMaskLow[i] = sliceLow[i] === color ? 1 : 0
            colorMaskHigh[i] = sliceHigh[i] === color ? 1 : 0
        }

        // Apply smoothing if enabled
        if (opts.applySmoothingToSlices) {
            smoothSlice(colorMaskLow, sliceWidth, sliceHeight)
            smoothSlice(colorMaskHigh, sliceWidth, sliceHeight)
        }

        // Interpolate between boundary slices for this color
        for (let z = colorSliceLow + 1; z < colorSliceHigh; z++) {
            const colorInterpolated = new Float32Array(sliceWidth * sliceHeight)

            if (opts.useIntensityGuided && imageData) {
                // Intensity-guided interpolation
                const intensityLow = extractIntensitySlice(colorSliceLow, sliceType, imageData, dims, maxVal)
                const intensityHigh = extractIntensitySlice(colorSliceHigh, sliceType, imageData, dims, maxVal)
                const targetIntensity = extractIntensitySlice(z, sliceType, imageData, dims, maxVal)

                doIntensityGuidedInterpolation(colorMaskLow, colorMaskHigh, z, colorSliceLow, colorSliceHigh, colorInterpolated, opts, intensityLow, intensityHigh, targetIntensity)
            } else {
                // Geometric interpolation
                doGeometricInterpolation(colorMaskLow, colorMaskHigh, z, colorSliceLow, colorSliceHigh, colorInterpolated)
            }

            // Insert interpolated values for this color
            insertColorMask(colorInterpolated, z, sliceType, drawBitmap, dims, opts.binaryThreshold, color)
        }
    }

    // Update the drawing texture
    refreshDrawingCallback()
}