import React, { useState } from "react";
import { Sliders } from "lucide-react";

export const MatrixViz: React.FC = () => {
  const [rank, setRank] = useState(4);

  // Constants for visualization scaling
  const d = 16; // Hidden dimension simulation
  const k = 16; // Output dimension simulation

  // Calculate imaginary parameters based on user slider
  // Assuming a real model like Llama-7B, d_model might be 4096.
  // We scale the display numbers to look realistic.
  const realD = 4096;
  const realK = 4096;

  const paramsFull = realD * realK;
  const paramsLoRA = realD * rank + rank * realK;
  const reduction = ((1 - paramsLoRA / paramsFull) * 100).toFixed(2);

  // Helper to generate random opacity blue blocks
  const renderGrid = (
    rows: number,
    cols: number,
    colorBase: string,
    label: string,
  ) => {
    return (
      <div
        className="relative transition-all duration-300 ease-in-out"
        style={{
          display: "grid",
          gridTemplateColumns: `repeat(${cols}, minmax(0, 1fr))`,
          gridTemplateRows: `repeat(${rows}, minmax(0, 1fr))`,
          width: `${cols * 6}px`,
          height: `${rows * 6}px`,
          border: "1px solid #e5e7eb",
          backgroundColor: "#f9fafb",
        }}
      >
        {Array.from({ length: rows * cols }).map((_, i) => (
          <div
            key={i}
            style={{
              backgroundColor: colorBase,
              opacity: Math.random() * 0.6 + 0.2,
            }}
          />
        ))}

        {/* Matrix Label Overlay */}
        <div className="absolute -bottom-6 left-0 w-full text-center text-[10px] font-mono text-gray-500">
          {label}
        </div>
      </div>
    );
  };

  return (
    <div className="my-12 font-sans bg-gray-50 border border-gray-200 rounded-lg p-8">
      <div className="flex flex-col md:flex-row items-start md:items-center justify-between mb-8 gap-6">
        <div>
          <h4 className="font-bold text-sm uppercase tracking-widest text-ink flex items-center gap-2">
            <Sliders size={16} />
            Interactive Decomposition
          </h4>
          <p className="text-xs text-subtle mt-1 max-w-md">
            Adjust the Rank (r) to see how LoRA decomposes the weight update
            matrix into two smaller dense matrices.
          </p>
        </div>

        <div className="flex items-center gap-4 bg-white p-3 rounded-md border border-gray-200 shadow-sm">
          <label
            htmlFor="rank-slider"
            className="text-xs font-bold text-ink uppercase"
          >
            Rank (r): {rank}
          </label>
          <input
            id="rank-slider"
            type="range"
            min="1"
            max="16"
            step="1"
            value={rank}
            onChange={(e) => setRank(parseInt(e.target.value))}
            className="w-32 h-2 bg-gray-200 rounded-lg appearance-none cursor-pointer accent-accent"
          />
        </div>
      </div>

      <div className="flex flex-wrap items-center justify-center gap-4 md:gap-12 overflow-x-auto py-4 min-h-[200px]">
        {/* Matrix B (d x r) */}
        <div className="flex flex-col items-center group">
          <div className="mb-2 text-xs font-mono text-blue-600 font-bold">
            B
          </div>
          {renderGrid(16, rank, "#93c5fd", `${realD} × ${rank}`)}
        </div>

        <div className="text-lg text-gray-400 font-light">×</div>

        {/* Matrix A (r x k) */}
        <div className="flex flex-col items-center group">
          <div className="mb-2 text-xs font-mono text-blue-700 font-bold">
            A
          </div>
          {renderGrid(rank, 16, "#2563eb", `${rank} × ${realK}`)}
        </div>

        {/* Arrow */}
        <div className="text-lg text-gray-400 font-light">⟶</div>

        {/* Matrix Delta W */}
        <div className="flex flex-col items-center opacity-50 grayscale">
          <div className="mb-2 text-xs font-mono text-green-600 font-bold">
            ΔW
          </div>
          {renderGrid(16, 16, "#4ade80", `${realD} × ${realK}`)}
        </div>
      </div>

      {/* Math Dashboard */}
      <div className="grid grid-cols-1 md:grid-cols-3 gap-4 mt-8 border-t border-gray-200 pt-6">
        <div className="bg-white p-4 rounded border border-gray-100">
          <div className="text-[10px] uppercase tracking-widest text-subtle mb-1">
            Trainable Params (LoRA)
          </div>
          <div className="font-mono text-xl text-blue-600 font-bold">
            {paramsLoRA.toLocaleString()}
          </div>
          <div className="text-[10px] text-gray-400 font-mono mt-1">
            ({realD}×{rank}) + ({rank}×{realK})
          </div>
        </div>

        <div className="bg-white p-4 rounded border border-gray-100">
          <div className="text-[10px] uppercase tracking-widest text-subtle mb-1">
            Trainable Params (Full)
          </div>
          <div className="font-mono text-xl text-gray-400">
            {paramsFull.toLocaleString()}
          </div>
          <div className="text-[10px] text-gray-400 font-mono mt-1">
            {realD} × {realK}
          </div>
        </div>

        <div className="bg-green-50 p-4 rounded border border-green-100">
          <div className="text-[10px] uppercase tracking-widest text-green-800 mb-1">
            Memory Reduction
          </div>
          <div className="font-mono text-xl text-green-600 font-bold">
            {reduction}%
          </div>
          <div className="text-[10px] text-green-700 font-mono mt-1">
            More VRAM for batch size
          </div>
        </div>
      </div>
    </div>
  );
};