{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7b13b07a",
   "metadata": {},
   "source": [
    "# Optimal Transport in linear Independent Component Analysis\n",
    "### Simulated Experiment: Singe IC extraction with squared Wasserstein Distance - Continous - Laplace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "47635196",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from wasserstein_ica import WassersteinICA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9f391828",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Simulating Laplace sources (s1 and s2) of size n=100\n",
    "n = 2000\n",
    "np.random.seed(42)\n",
    "\n",
    "# Laplace distributed sources, location=0, scale=1\n",
    "S1 = np.random.laplace(loc=0.0, scale=1.0, size=n)\n",
    "S2 = np.random.laplace(loc=0.0, scale=1.0, size=n)\n",
    "\n",
    "# Stack sources\n",
    "S = np.vstack([S1, S2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9179b76e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# generating invertible mixing matrix A\n",
    "#A = np.array([[1, 0.5], [0.4, 1]])\n",
    "\n",
    "\"\"\"\n",
    "A = np.array([\n",
    "    [2.0,  1.0],  # Dominant axis (Mixes S1 and S2)\n",
    "    [0.2, -0.4]   # Minor axis (Mixes S1 and S2 differently)\n",
    "])\n",
    "\"\"\"\n",
    "\n",
    "A = np.array([\n",
    "    [2.0,  0.0],  # Dominant axis (Mixes S1 and S2)\n",
    "    [0.0, 0.5]   # Minor axis (Mixes S1 and S2 differently)\n",
    "])\n",
    "\n",
    "# Mixed signals X\n",
    "X = A @ S\n",
    "\n",
    "# Converting to pytorch tensors\n",
    "S_torch = torch.tensor(S, dtype=torch.float32)\n",
    "X_torch = torch.tensor(X, dtype=torch.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "de240f43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting sources and mixed signals\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.title(\"Original Continuous Sources (Laplace)\")\n",
    "plt.plot(S1, label='Source 1', alpha=0.7)\n",
    "plt.plot(S2, label='Source 2', alpha=0.7)\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.title(\"Mixed Signals\")\n",
    "plt.plot(X[0, :], label='Mixed Signal 1', alpha=0.9)\n",
    "plt.plot(X[1, :], label='Mixed Signal 2', alpha=0.9)\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a837554a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Whitened covariance:\n",
      " [[0.99998057 0.        ]\n",
      " [0.         0.999999  ]]\n",
      "First component Wasserstein-2 distance: 0.0448, vector: [-0.99835104 -0.05740363]\n"
     ]
    }
   ],
   "source": [
    "ica = WassersteinICA(X_torch)\n",
    "ica.whiten()\n",
    "\n",
    "cov_white = torch.matmul(ica.X_white, ica.X_white.t()) / (ica.n - 1)\n",
    "print(\"Whitened covariance:\\n\", cov_white.numpy())\n",
    "\n",
    "w1, dist1 = ica.optimize_wasserstein2(continuous=True, max_iter=100, lr=0.02)\n",
    "print(f\"First component Wasserstein-2 distance: {dist1:.4f}, vector: {w1.numpy()}\")\n",
    "\n",
    "# Project the whitened data onto true source and recovered components for comparison\n",
    "proj_S1 = torch.mv(ica.X_white.t(), torch.tensor([1.0, 0.0], dtype=torch.float32))\n",
    "proj_w1 = torch.mv(ica.X_white.t(), w1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "249cf4d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Component 1: |Correlation|=0.9984, MSE=3.9947\n",
      "Wasserstein-1 distance for first component: 0.1466\n"
     ]
    }
   ],
   "source": [
    "\n",
    "def compare_components(a, b):\n",
    "    a_norm = (a - a.mean()) / a.std()\n",
    "    b_norm = (b - b.mean()) / b.std()\n",
    "    corr = torch.abs(torch.corrcoef(torch.stack([a_norm, b_norm]))[0, 1]).item()\n",
    "    mse = torch.mean((a_norm - b_norm) ** 2).item()\n",
    "    return corr, mse\n",
    "\n",
    "corr1, mse1 = compare_components(proj_S1, proj_w1)\n",
    "print(f\"Component 1: |Correlation|={corr1:.4f}, MSE={mse1:.4f}\")\n",
    "\n",
    "w1_w1 = ica.wasserstein1_distance(w1)\n",
    "print(f\"Wasserstein-1 distance for first component: {w1_w1.item():.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bf85bba0",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_grid = 2000\n",
    "thetas = torch.linspace(0, np.pi, steps=n_grid, device=X_torch.device)\n",
    "ws = torch.stack([torch.cos(thetas), torch.sin(thetas)], dim=1)\n",
    "\n",
    "w1s = []\n",
    "w2s = []\n",
    "\n",
    "for w in ws:\n",
    "    w_norm = w / torch.norm(w)\n",
    "    w1s.append(ica.wasserstein1_distance(w_norm).item())\n",
    "    w2s.append(ica.wasserstein2_distance(w_norm).item())\n",
    "\n",
    "w1s = np.array(w1s)\n",
    "w2s = np.array(w2s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bb944171",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W1 distance at theta=0:     0.1466\n",
      "W1 distance at theta=pi/2:  0.1253\n",
      "Max W1 distance:            0.1469 (at theta=0.028 rad)\n",
      "W2 distance at theta=0:     0.0445\n",
      "W2 distance at theta=pi/2:  0.0259\n",
      "Max W2 distance:            0.0449 (at theta=0.047 rad)\n"
     ]
    }
   ],
   "source": [
    "theta_0_idx = 0\n",
    "theta_pi2_idx = (np.abs(thetas.cpu().numpy() - np.pi/2)).argmin()\n",
    "\n",
    "print(f\"W1 distance at theta=0:     {w1s[theta_0_idx]:.4f}\")\n",
    "print(f\"W1 distance at theta=pi/2:  {w1s[theta_pi2_idx]:.4f}\")\n",
    "print(f\"Max W1 distance:            {w1s.max():.4f} (at theta={thetas[w1s.argmax()].item():.3f} rad)\")\n",
    "\n",
    "print(f\"W2 distance at theta=0:     {w2s[theta_0_idx]:.4f}\")\n",
    "print(f\"W2 distance at theta=pi/2:  {w2s[theta_pi2_idx]:.4f}\")\n",
    "print(f\"Max W2 distance:            {w2s.max():.4f} (at theta={thetas[w2s.argmax()].item():.3f} rad)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b038a5c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# --- 1. Calculate the Real-World Angle of PC1 ---\n",
    "# We need to look at the covariance of the original X (before whitening)\n",
    "X_centered = X_torch - torch.mean(X_torch, dim=1, keepdim=True)\n",
    "cov_X = torch.matmul(X_centered, X_centered.t()) / (n - 1)\n",
    "\n",
    "# Eigendecomposition: D (eigenvalues), E (eigenvectors)\n",
    "# torch.linalg.eigh returns eigenvalues in ASCENDING order\n",
    "D, E = torch.linalg.eigh(cov_X)\n",
    "\n",
    "# The last column of E corresponds to the largest eigenvalue (Max Variance / PC1)\n",
    "pc1_vector = E[:, -1] \n",
    "# Calculate angle using arctan2(y, x)\n",
    "pc1_angle_rad = torch.atan2(pc1_vector[1], pc1_vector[0]).item()\n",
    "pc1_angle_deg = np.degrees(pc1_angle_rad)\n",
    "\n",
    "# Normalize angle to -90 to 90 range for easier reading (optional)\n",
    "if pc1_angle_deg > 90: pc1_angle_deg -= 180\n",
    "if pc1_angle_deg < -90: pc1_angle_deg += 180\n",
    "\n",
    "# --- 2. Find Peaks (same as before) ---\n",
    "mid_idx = len(w2s) // 2\n",
    "peak1_idx = np.argmax(w2s[:mid_idx])\n",
    "peak2_idx = np.argmax(w2s[mid_idx:]) + mid_idx\n",
    "\n",
    "theta_peak1 = thetas[peak1_idx].item()\n",
    "val_peak1 = w2s[peak1_idx]\n",
    "theta_peak2 = thetas[peak2_idx].item()\n",
    "val_peak2 = w2s[peak2_idx]\n",
    "\n",
    "# --- 3. Plotting ---\n",
    "plt.figure(figsize=(11, 5))\n",
    "\n",
    "# Plot Curves\n",
    "plt.plot(thetas.cpu().numpy(), w1s, label=\"Wasserstein-1 (MAE)\", color='tab:blue', alpha=0.6, ls='--')\n",
    "plt.plot(thetas.cpu().numpy(), w2s, label=\"Squared Wasserstein-2 (MSE)\", color='tab:orange', linewidth=2.5)\n",
    "\n",
    "# --- ANNOTATION 1: PC1 Line with Exact Angle ---\n",
    "plt.axvline(0, color='black', linestyle=':', alpha=0.8)\n",
    "# We add the calculated angle to the text here\n",
    "plt.text(0.05, max(w2s.max(), w1s.max())*0.95, \n",
    "         f\"PC1 (Max Variance)\\nGlobal Angle: {pc1_angle_deg:.1f}°\", \n",
    "         rotation=0, color='black', fontweight='bold',\n",
    "         bbox=dict(facecolor='white', alpha=0.7, edgecolor='none'))\n",
    "\n",
    "# --- ANNOTATION 2: Recovered Sources ---\n",
    "# Source 1\n",
    "deg_peak1 = np.degrees(theta_peak1)\n",
    "plt.plot(theta_peak1, val_peak1, 'ro')\n",
    "plt.annotate(f'Source 1\\n(+{deg_peak1:.1f}° from PC1)', \n",
    "             xy=(theta_peak1, val_peak1), \n",
    "             xytext=(theta_peak1, val_peak1 + 0.015),\n",
    "             arrowprops=dict(facecolor='black', shrink=0.05),\n",
    "             ha='center')\n",
    "\n",
    "# Source 2\n",
    "deg_peak2 = np.degrees(theta_peak2)\n",
    "plt.plot(theta_peak2, val_peak2, 'ro')\n",
    "plt.annotate(f'Source 2\\n(+{deg_peak2:.1f}° from PC1)', \n",
    "             xy=(theta_peak2, val_peak2), \n",
    "             xytext=(theta_peak2, val_peak2 + 0.015),\n",
    "             arrowprops=dict(facecolor='black', shrink=0.05),\n",
    "             ha='center')\n",
    "\n",
    "# Formatting\n",
    "ticks = [0, np.pi/4, np.pi/2, 3*np.pi/4, np.pi]\n",
    "tick_labels = [\"0°\", \"45°\", \"90°\", \"135°\", \"180°\"]\n",
    "plt.xticks(ticks, tick_labels)\n",
    "plt.xlabel(r'Rotation Angle $\\theta$ (relative to PC1 axis)')\n",
    "plt.ylabel(\"Squared Wasserstein Distance\")\n",
    "plt.title(f\"ICA Source Recovery: Searching for Non-Gaussianity\\n(PC1 found at {pc1_angle_deg:.1f}° in original space)\")\n",
    "plt.legend(loc='upper right')\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ed8a4bf",
   "metadata": {},
   "source": [
    "## Analysis of ICA Optimization Landscape: Searching for Non-Gaussianity\n",
    "\n",
    "The plot above visualizes the core objective of Independent Component Analysis (ICA): finding the rotation angle $\\theta$ that maximizes the distance between the projected data and a standard Gaussian distribution $N(0,1)$.\n",
    "\n",
    "### 1. Geometric Interpretation (The \"Gap\" from PCA)\n",
    "The vertical dotted line at $\\theta = 0^\\circ$ represents the **Principal Component (PC1)** found by the whitening step.\n",
    "* **PCA** aligns with the direction of maximum variance (the \"widest\" part of the data mixture).\n",
    "* **ICA** searches for the direction of maximum **non-Gaussianity**.\n",
    "\n",
    "As shown in the annotations, the independent Laplace sources are not aligned with PC1. The algorithm requires a rotation of **$+49.6^\\circ$** and **$+140.9^\\circ$** relative to the whitened frame to recover the pure sources. This confirms that while PCA removes correlations (making the data spherical), it does not separate independent signals on its own—an additional rotation based on higher-order statistics (captured here by Wasserstein distance) is required.\n",
    "\n",
    "### 2. Comparison of Metrics: $W_1$ vs. Squared $W_2$\n",
    "Both metrics successfully identify the same optimal angles, but they react to different features of the distribution:\n",
    "\n",
    "* **Squared Wasserstein-2 ($W_2^2$, Orange Curve):** This metric (Mean Squared Error of Quantiles) is highly sensitive to **outliers and heavy tails**. Since Laplace distributions have significantly heavier tails than Gaussians, this metric provides a strong, smooth gradient pointing toward the sources. We use the squared distance to improve the convexity of the optimization landscape.\n",
    "* **Wasserstein-1 ($W_1$, Blue Dashed Curve):** This metric (Mean Absolute Error) is sensitive to the **\"peakedness\"** of the distribution near the mean.\n",
    "    * *Observation:* In this specific experiment (with sufficient sample size), $W_1$ performs surprisingly well, showing distinct peaks aligned with $W_2$. This indicates that the \"sharp peak\" of the Laplace source is as strong a signal as its \"heavy tails.\"\n",
    "    * *Note:* While $W_1$ aligns well visually here, $W_2^2$ is generally preferred for gradient-based optimization because it is strictly differentiable and typically smoother in lower-sample regimes."
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