{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 2: Advanced Initialization - Variance Scaling and Orthogonal Methods\n",
    "\n",
    "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/chaobrain/braintools/blob/main/docs/init_tutorial_02_variance_scaling_orthogonal.ipynb)\n",
    "\n",
    "This tutorial covers advanced weight initialization strategies that are essential for training deep neural networks effectively. These methods automatically scale initialization based on network architecture to maintain stable gradient flow.\n",
    "\n",
    "## Topics Covered\n",
    "\n",
    "1. **Variance scaling principles** for deep networks\n",
    "2. **Kaiming/He initialization** for ReLU networks\n",
    "3. **Xavier/Glorot initialization** for tanh/sigmoid\n",
    "4. **LeCun initialization** for SELU\n",
    "5. **Orthogonal initialization** for RNNs and deep CNNs\n",
    "6. **Identity initialization**\n",
    "7. **Fan modes explained**: fan-in, fan-out, fan-avg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation and Setup"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:50.763484Z",
     "start_time": "2025-10-01T07:02:50.760098Z"
    }
   },
   "source": [
    "# Install braintools if needed\n",
    "# !pip install braintools brainunit matplotlib numpy jax"
   ],
   "outputs": [],
   "execution_count": 25
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:50.792858Z",
     "start_time": "2025-10-01T07:02:50.773826Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import brainunit as u\n",
    "from braintools import init\n",
    "import jax.numpy as jnp\n",
    "\n",
    "# Set random seed for reproducibility\n",
    "np.random.seed(42)\n",
    "\n",
    "# Configure matplotlib\n",
    "plt.rcParams['figure.figsize'] = (12, 4)\n",
    "plt.rcParams['font.size'] = 10"
   ],
   "outputs": [],
   "execution_count": 26
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Variance Scaling Principles\n",
    "\n",
    "### The Problem: Vanishing and Exploding Gradients\n",
    "\n",
    "In deep networks, improper initialization can cause:\n",
    "- **Vanishing gradients**: Signals become too small as they propagate\n",
    "- **Exploding gradients**: Signals become too large as they propagate\n",
    "\n",
    "Both problems make training difficult or impossible.\n",
    "\n",
    "### The Solution: Variance Scaling\n",
    "\n",
    "Variance scaling methods initialize weights based on the network's **fan-in** (number of input units) and/or **fan-out** (number of output units) to maintain signal variance across layers.\n",
    "\n",
    "**Key principle**: Initialize weights so that:\n",
    "- Forward pass: activations maintain similar variance\n",
    "- Backward pass: gradients maintain similar variance\n",
    "\n",
    "### Mathematical Foundation\n",
    "\n",
    "For a linear layer with input $x$ and weights $W$:\n",
    "\n",
    "$$y = Wx$$\n",
    "\n",
    "The variance of the output is:\n",
    "\n",
    "$$\\text{Var}(y) = n_{in} \\cdot \\text{Var}(w) \\cdot \\text{Var}(x)$$\n",
    "\n",
    "To maintain $\\text{Var}(y) = \\text{Var}(x)$, we need:\n",
    "\n",
    "$$\\text{Var}(w) = \\frac{1}{n_{in}}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing the Gradient Problem"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:51.172984Z",
     "start_time": "2025-10-01T07:02:50.798309Z"
    }
   },
   "source": [
    "def simulate_forward_pass(n_layers, n_units, init_std, activation='linear'):\n",
    "    \"\"\"\n",
    "    Simulate forward pass through a deep network.\n",
    "    \"\"\"\n",
    "    # Initialize input\n",
    "    x = np.random.randn(1000, n_units)\n",
    "    \n",
    "    # Track activation statistics\n",
    "    means = [x.mean()]\n",
    "    stds = [x.std()]\n",
    "    \n",
    "    for layer in range(n_layers):\n",
    "        # Weight matrix\n",
    "        W = np.random.randn(n_units, n_units) * init_std\n",
    "        \n",
    "        # Forward pass\n",
    "        x = x @ W\n",
    "        \n",
    "        # Apply activation\n",
    "        if activation == 'relu':\n",
    "            x = np.maximum(0, x)\n",
    "        elif activation == 'tanh':\n",
    "            x = np.tanh(x)\n",
    "        \n",
    "        means.append(x.mean())\n",
    "        stds.append(x.std())\n",
    "    \n",
    "    return means, stds\n",
    "\n",
    "# Compare different initialization scales\n",
    "n_layers = 20\n",
    "n_units = 100\n",
    "\n",
    "# Too small initialization\n",
    "means_small, stds_small = simulate_forward_pass(n_layers, n_units, 0.01)\n",
    "\n",
    "# Too large initialization\n",
    "means_large, stds_large = simulate_forward_pass(n_layers, n_units, 1.0)\n",
    "\n",
    "# Properly scaled initialization\n",
    "means_good, stds_good = simulate_forward_pass(n_layers, n_units, 1.0 / np.sqrt(n_units))\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "# Standard deviation across layers\n",
    "layers = np.arange(len(stds_small))\n",
    "axes[0].semilogy(layers, stds_small, 'o-', label='Too small (std=0.01)', linewidth=2)\n",
    "axes[0].semilogy(layers, stds_large, 's-', label='Too large (std=1.0)', linewidth=2)\n",
    "axes[0].semilogy(layers, stds_good, '^-', label='Properly scaled (std=1/√n)', linewidth=2)\n",
    "axes[0].axhline(1.0, color='red', linestyle='--', alpha=0.5, label='Target')\n",
    "axes[0].set_xlabel('Layer depth')\n",
    "axes[0].set_ylabel('Activation std (log scale)')\n",
    "axes[0].set_title('Signal Propagation Through Deep Network')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Mean across layers\n",
    "axes[1].plot(layers, means_small, 'o-', label='Too small', linewidth=2)\n",
    "axes[1].plot(layers, means_large, 's-', label='Too large', linewidth=2)\n",
    "axes[1].plot(layers, means_good, '^-', label='Properly scaled', linewidth=2)\n",
    "axes[1].axhline(0.0, color='red', linestyle='--', alpha=0.5, label='Target')\n",
    "axes[1].set_xlabel('Layer depth')\n",
    "axes[1].set_ylabel('Activation mean')\n",
    "axes[1].set_title('Mean Activation Through Deep Network')\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n⚠️ Problems with improper initialization:\")\n",
    "print(f\"  Too small: Final std = {stds_small[-1]:.2e} (vanishing signals)\")\n",
    "print(f\"  Too large: Final std = {stds_large[-1]:.2e} (exploding signals)\")\n",
    "print(f\"  Properly scaled: Final std = {stds_good[-1]:.2f} (stable signals)\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "⚠️ Problems with improper initialization:\n",
      "  Too small: Final std = 9.12e-21 (vanishing signals)\n",
      "  Too large: Final std = 1.05e+20 (exploding signals)\n",
      "  Properly scaled: Final std = 0.90 (stable signals)\n"
     ]
    }
   ],
   "execution_count": 27
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Fan Modes Explained\n",
    "\n",
    "Before diving into specific methods, let's understand the **fan** concept:\n",
    "\n",
    "### Fan-in and Fan-out\n",
    "\n",
    "For a weight matrix $W$ of shape $(n_{out}, n_{in})$:\n",
    "- **Fan-in** ($n_{in}$): Number of input connections to each neuron\n",
    "- **Fan-out** ($n_{out}$): Number of output connections from each neuron\n",
    "- **Fan-avg**: Average of fan-in and fan-out: $(n_{in} + n_{out}) / 2$\n",
    "\n",
    "### Which mode to use?\n",
    "\n",
    "- **fan_in**: Focus on forward pass stability (Kaiming, LeCun)\n",
    "- **fan_out**: Focus on backward pass (gradient) stability\n",
    "- **fan_avg**: Balance between forward and backward (Xavier/Glorot)\n",
    "\n",
    "For higher-dimensional tensors (e.g., convolution kernels):\n",
    "- **Receptive field size** is also considered\n",
    "- Example: Conv2D kernel of shape $(C_{out}, C_{in}, H, W)$\n",
    "  - fan_in = $C_{in} \\times H \\times W$\n",
    "  - fan_out = $C_{out} \\times H \\times W$"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:51.460769Z",
     "start_time": "2025-10-01T07:02:51.183527Z"
    }
   },
   "source": [
    "# Visualize fan computation for different layer types\n",
    "import pandas as pd\n",
    "\n",
    "examples = [\n",
    "    ('Dense 100→50', (50, 100), 100, 50, 75),\n",
    "    ('Dense 50→100', (100, 50), 50, 100, 75),\n",
    "    ('Conv2D 3×3, 16→32', (32, 16, 3, 3), 16*3*3, 32*3*3, (16*3*3 + 32*3*3)/2),\n",
    "    ('Conv2D 5×5, 64→128', (128, 64, 5, 5), 64*5*5, 128*5*5, (64*5*5 + 128*5*5)/2),\n",
    "]\n",
    "\n",
    "df = pd.DataFrame(examples, columns=['Layer Type', 'Shape', 'Fan-in', 'Fan-out', 'Fan-avg'])\n",
    "print(\"\\nFan Computation Examples:\")\n",
    "print(\"=\" * 80)\n",
    "print(df.to_string(index=False))\n",
    "print(\"=\" * 80)\n",
    "\n",
    "# Visualize how fan affects initialization variance\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 6))\n",
    "\n",
    "fans = [10, 50, 100, 500, 1000]\n",
    "var_fan_in = [1.0 / f for f in fans]\n",
    "var_fan_out = [1.0 / f for f in fans]\n",
    "var_fan_avg = [2.0 / f for f in fans]  # Xavier uses 2/fan_avg\n",
    "\n",
    "ax.loglog(fans, var_fan_in, 'o-', label='Var(w) = 1/fan_in', linewidth=2, markersize=8)\n",
    "ax.loglog(fans, var_fan_avg, 's-', label='Var(w) = 2/fan_avg', linewidth=2, markersize=8)\n",
    "ax.set_xlabel('Number of connections (fan)', fontsize=12)\n",
    "ax.set_ylabel('Weight variance', fontsize=12)\n",
    "ax.set_title('Weight Variance vs Fan Size', fontsize=14)\n",
    "ax.legend(fontsize=11)\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n📊 Key insight: Variance decreases as fan increases to maintain signal scale\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Fan Computation Examples:\n",
      "================================================================================\n",
      "        Layer Type           Shape  Fan-in  Fan-out  Fan-avg\n",
      "      Dense 100→50       (50, 100)     100       50     75.0\n",
      "      Dense 50→100       (100, 50)      50      100     75.0\n",
      " Conv2D 3×3, 16→32  (32, 16, 3, 3)     144      288    216.0\n",
      "Conv2D 5×5, 64→128 (128, 64, 5, 5)    1600     3200   2400.0\n",
      "================================================================================\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📊 Key insight: Variance decreases as fan increases to maintain signal scale\n"
     ]
    }
   ],
   "execution_count": 28
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Kaiming/He Initialization (for ReLU)\n",
    "\n",
    "### Motivation\n",
    "\n",
    "**Kaiming/He initialization** (2015) was designed specifically for networks with **ReLU** activations. ReLU zeros out half the activations, which affects variance.\n",
    "\n",
    "### Mathematical Derivation\n",
    "\n",
    "For ReLU: $f(x) = \\max(0, x)$\n",
    "\n",
    "After ReLU, variance is halved (roughly), so we need:\n",
    "\n",
    "$$\\text{Var}(w) = \\frac{2}{n_{in}}$$\n",
    "\n",
    "This gives:\n",
    "- **KaimingNormal**: $w \\sim \\mathcal{N}(0, \\sqrt{2/n_{in}})$\n",
    "- **KaimingUniform**: $w \\sim \\mathcal{U}(-\\sqrt{6/n_{in}}, \\sqrt{6/n_{in}})$\n",
    "\n",
    "### When to use:\n",
    "✅ ReLU or Leaky ReLU activations  \n",
    "✅ Deep feedforward networks  \n",
    "✅ Convolutional networks with ReLU  "
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:52.128719Z",
     "start_time": "2025-10-01T07:02:51.469261Z"
    }
   },
   "source": [
    "# Create Kaiming initializers\n",
    "kaiming_normal = init.KaimingNormal(mode='fan_in')\n",
    "kaiming_uniform = init.KaimingUniform(mode='fan_in')\n",
    "\n",
    "# Test with different layer sizes\n",
    "layer_shapes = [(100, 50), (100, 100), (100, 200)]\n",
    "\n",
    "fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n",
    "\n",
    "for idx, shape in enumerate(layer_shapes):\n",
    "    # Generate weights\n",
    "    weights_normal = kaiming_normal(shape)\n",
    "    weights_uniform = kaiming_uniform(shape)\n",
    "    \n",
    "    # Plot Normal\n",
    "    axes[0, idx].hist(weights_normal.flatten(), bins=50, alpha=0.7,\n",
    "                      edgecolor='black', density=True)\n",
    "    axes[0, idx].set_title(f'KaimingNormal\\nShape: {shape}\\nStd: {weights_normal.std():.4f}')\n",
    "    axes[0, idx].set_xlabel('Weight value')\n",
    "    axes[0, idx].set_ylabel('Density')\n",
    "    axes[0, idx].grid(alpha=0.3)\n",
    "    \n",
    "    # Plot Uniform\n",
    "    axes[1, idx].hist(weights_uniform.flatten(), bins=50, alpha=0.7,\n",
    "                      edgecolor='black', density=True)\n",
    "    axes[1, idx].set_title(f'KaimingUniform\\nShape: {shape}\\nStd: {weights_uniform.std():.4f}')\n",
    "    axes[1, idx].set_xlabel('Weight value')\n",
    "    axes[1, idx].set_ylabel('Density')\n",
    "    axes[1, idx].grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Kaiming Initialization: Adapts to Layer Size', fontsize=14, y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n📐 Notice how the distribution narrows as fan-in increases!\")\n",
    "print(\"This maintains consistent signal variance across layers.\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x800 with 6 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📐 Notice how the distribution narrows as fan-in increases!\n",
      "This maintains consistent signal variance across layers.\n"
     ]
    }
   ],
   "execution_count": 29
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kaiming with ReLU: Signal Propagation Test"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:52.406721Z",
     "start_time": "2025-10-01T07:02:52.171641Z"
    }
   },
   "source": [
    "def test_initialization_with_relu(init_method, n_layers=20, n_units=100, n_samples=1000):\n",
    "    \"\"\"\n",
    "    Test how well an initialization method maintains signal variance with ReLU.\n",
    "    \"\"\"\n",
    "    x = np.random.randn(n_samples, n_units)\n",
    "    activations = [x]\n",
    "    \n",
    "    for _ in range(n_layers):\n",
    "        W = init_method((n_units, n_units))\n",
    "        x = x @ W\n",
    "        x = np.maximum(0, x)  # ReLU\n",
    "        activations.append(x)\n",
    "    \n",
    "    return [a.std() for a in activations]\n",
    "\n",
    "# Compare different initializations with ReLU\n",
    "kaiming_stds = test_initialization_with_relu(init.KaimingNormal())\n",
    "xavier_stds = test_initialization_with_relu(init.XavierNormal())\n",
    "random_stds = test_initialization_with_relu(lambda shape: np.random.randn(*shape) * 0.01)\n",
    "\n",
    "# Visualize\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n",
    "\n",
    "layers = np.arange(len(kaiming_stds))\n",
    "ax.plot(layers, kaiming_stds, 'o-', label='Kaiming (designed for ReLU)', linewidth=2, markersize=6)\n",
    "ax.plot(layers, xavier_stds, 's-', label='Xavier (not for ReLU)', linewidth=2, markersize=6)\n",
    "ax.plot(layers, random_stds, '^-', label='Random (std=0.01)', linewidth=2, markersize=6)\n",
    "ax.axhline(1.0, color='red', linestyle='--', alpha=0.5, label='Target variance')\n",
    "ax.set_xlabel('Layer depth', fontsize=12)\n",
    "ax.set_ylabel('Activation std', fontsize=12)\n",
    "ax.set_title('Signal Propagation with ReLU Activation', fontsize=14)\n",
    "ax.legend(fontsize=11)\n",
    "ax.grid(alpha=0.3)\n",
    "ax.set_ylim([0, 2])\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"\\n✅ Kaiming with ReLU:\")\n",
    "print(f\"  Initial std: {kaiming_stds[0]:.3f}\")\n",
    "print(f\"  Final std: {kaiming_stds[-1]:.3f}\")\n",
    "print(f\"  Variance maintained: {'✓' if 0.5 < kaiming_stds[-1] < 1.5 else '✗'}\")\n",
    "\n",
    "print(f\"\\n❌ Xavier with ReLU:\")\n",
    "print(f\"  Initial std: {xavier_stds[0]:.3f}\")\n",
    "print(f\"  Final std: {xavier_stds[-1]:.3f}\")\n",
    "print(f\"  Variance maintained: {'✓' if 0.5 < xavier_stds[-1] < 1.5 else '✗'}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "✅ Kaiming with ReLU:\n",
      "  Initial std: 0.998\n",
      "  Final std: 0.050\n",
      "  Variance maintained: ✗\n",
      "\n",
      "❌ Xavier with ReLU:\n",
      "  Initial std: 1.006\n",
      "  Final std: 0.001\n",
      "  Variance maintained: ✗\n"
     ]
    }
   ],
   "execution_count": 30
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Leaky ReLU Support"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:52.789514Z",
     "start_time": "2025-10-01T07:02:52.414759Z"
    }
   },
   "source": [
    "# Kaiming initialization supports Leaky ReLU with custom negative slope\n",
    "kaiming_relu = init.KaimingNormal(nonlinearity='relu')\n",
    "kaiming_leaky = init.KaimingNormal(nonlinearity='leaky_relu', negative_slope=0.01)\n",
    "kaiming_leaky_02 = init.KaimingNormal(nonlinearity='leaky_relu', negative_slope=0.2)\n",
    "\n",
    "# Generate weights\n",
    "shape = (100, 100)\n",
    "weights_relu = kaiming_relu(shape)\n",
    "weights_leaky = kaiming_leaky(shape)\n",
    "weights_leaky_02 = kaiming_leaky_02(shape)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "axes[0].hist(weights_relu.flatten(), bins=50, alpha=0.7, edgecolor='black')\n",
    "axes[0].set_title(f'ReLU\\nStd: {weights_relu.std():.4f}')\n",
    "axes[0].set_xlabel('Weight value')\n",
    "axes[0].set_ylabel('Count')\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "axes[1].hist(weights_leaky.flatten(), bins=50, alpha=0.7, edgecolor='black')\n",
    "axes[1].set_title(f'Leaky ReLU (slope=0.01)\\nStd: {weights_leaky.std():.4f}')\n",
    "axes[1].set_xlabel('Weight value')\n",
    "axes[1].set_ylabel('Count')\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "axes[2].hist(weights_leaky_02.flatten(), bins=50, alpha=0.7, edgecolor='black')\n",
    "axes[2].set_title(f'Leaky ReLU (slope=0.2)\\nStd: {weights_leaky_02.std():.4f}')\n",
    "axes[2].set_xlabel('Weight value')\n",
    "axes[2].set_ylabel('Count')\n",
    "axes[2].grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Kaiming Initialization for Different ReLU Variants', fontsize=14, y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n📊 Observation: Larger negative slope → smaller initialization variance\")\n",
    "print(\"This is because less signal is killed, so we need less compensation.\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📊 Observation: Larger negative slope → smaller initialization variance\n",
      "This is because less signal is killed, so we need less compensation.\n"
     ]
    }
   ],
   "execution_count": 31
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Xavier/Glorot Initialization (for Tanh/Sigmoid)\n",
    "\n",
    "### Motivation\n",
    "\n",
    "**Xavier/Glorot initialization** (2010) was designed for **symmetric** activation functions like tanh and sigmoid. It balances forward and backward signal flow.\n",
    "\n",
    "### Mathematical Derivation\n",
    "\n",
    "Xavier aims to maintain variance in both directions:\n",
    "- Forward: $\\text{Var}(w) = 1/n_{in}$\n",
    "- Backward: $\\text{Var}(w) = 1/n_{out}$\n",
    "\n",
    "Compromise using **fan_avg**:\n",
    "\n",
    "$$\\text{Var}(w) = \\frac{2}{n_{in} + n_{out}}$$\n",
    "\n",
    "This gives:\n",
    "- **XavierNormal**: $w \\sim \\mathcal{N}(0, \\sqrt{2/(n_{in} + n_{out})})$\n",
    "- **XavierUniform**: $w \\sim \\mathcal{U}(-\\sqrt{6/(n_{in} + n_{out})}, \\sqrt{6/(n_{in} + n_{out})})$\n",
    "\n",
    "### When to use:\n",
    "✅ Tanh or sigmoid activations  \n",
    "✅ Networks with symmetric activations  \n",
    "✅ Balanced forward/backward propagation  \n",
    "❌ **Not** for ReLU (use Kaiming instead)"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:53.924904Z",
     "start_time": "2025-10-01T07:02:52.798637Z"
    }
   },
   "source": [
    "# Create Xavier initializers\n",
    "xavier_normal = init.XavierNormal()\n",
    "xavier_uniform = init.XavierUniform()\n",
    "\n",
    "# Test with different layer sizes\n",
    "shapes = [(100, 100), (100, 50), (50, 100)]\n",
    "\n",
    "fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n",
    "\n",
    "for idx, shape in enumerate(shapes):\n",
    "    weights_normal = xavier_normal(shape)\n",
    "    weights_uniform = xavier_uniform(shape)\n",
    "    \n",
    "    # Compute fan values\n",
    "    fan_in, fan_out = shape[1], shape[0]\n",
    "    fan_avg = (fan_in + fan_out) / 2\n",
    "    \n",
    "    # Plot Normal\n",
    "    axes[0, idx].hist(weights_normal.flatten(), bins=50, alpha=0.7,\n",
    "                      edgecolor='black', density=True)\n",
    "    axes[0, idx].set_title(f'XavierNormal\\nShape: {shape}\\n'\n",
    "                           f'fan_in={fan_in}, fan_out={fan_out}, fan_avg={fan_avg:.0f}')\n",
    "    axes[0, idx].set_xlabel('Weight value')\n",
    "    axes[0, idx].set_ylabel('Density')\n",
    "    axes[0, idx].grid(alpha=0.3)\n",
    "    \n",
    "    # Plot Uniform\n",
    "    axes[1, idx].hist(weights_uniform.flatten(), bins=50, alpha=0.7,\n",
    "                      edgecolor='black', density=True)\n",
    "    axes[1, idx].set_title(f'XavierUniform\\nStd: {weights_uniform.std():.4f}')\n",
    "    axes[1, idx].set_xlabel('Weight value')\n",
    "    axes[1, idx].set_ylabel('Density')\n",
    "    axes[1, idx].grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Xavier Initialization: Uses Fan Average', fontsize=14, y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x800 with 6 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 32
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Xavier with Tanh: Signal Propagation Test"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:54.242767Z",
     "start_time": "2025-10-01T07:02:54.022223Z"
    }
   },
   "source": [
    "def test_initialization_with_tanh(init_method, n_layers=20, n_units=100, n_samples=1000):\n",
    "    \"\"\"\n",
    "    Test how well an initialization method maintains signal variance with tanh.\n",
    "    \"\"\"\n",
    "    x = np.random.randn(n_samples, n_units) * 0.5  # Small initial variance\n",
    "    activations = [x]\n",
    "    \n",
    "    for _ in range(n_layers):\n",
    "        W = init_method((n_units, n_units))\n",
    "        x = x @ W\n",
    "        x = np.tanh(x)  # Tanh activation\n",
    "        activations.append(x)\n",
    "    \n",
    "    return [a.std() for a in activations]\n",
    "\n",
    "# Compare different initializations with tanh\n",
    "xavier_stds_tanh = test_initialization_with_tanh(init.XavierNormal())\n",
    "kaiming_stds_tanh = test_initialization_with_tanh(init.KaimingNormal())\n",
    "\n",
    "# Visualize\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n",
    "\n",
    "layers = np.arange(len(xavier_stds_tanh))\n",
    "ax.plot(layers, xavier_stds_tanh, 'o-', label='Xavier (designed for tanh)', \n",
    "        linewidth=2, markersize=6)\n",
    "ax.plot(layers, kaiming_stds_tanh, 's-', label='Kaiming (not for tanh)', \n",
    "        linewidth=2, markersize=6)\n",
    "ax.axhline(0.5, color='red', linestyle='--', alpha=0.5, label='Initial variance')\n",
    "ax.set_xlabel('Layer depth', fontsize=12)\n",
    "ax.set_ylabel('Activation std', fontsize=12)\n",
    "ax.set_title('Signal Propagation with Tanh Activation', fontsize=14)\n",
    "ax.legend(fontsize=11)\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"\\n✅ Xavier with Tanh:\")\n",
    "print(f\"  Initial std: {xavier_stds_tanh[0]:.3f}\")\n",
    "print(f\"  Final std: {xavier_stds_tanh[-1]:.3f}\")\n",
    "print(f\"  Signal maintained: {'✓' if xavier_stds_tanh[-1] > 0.1 else '✗'}\")\n",
    "\n",
    "print(f\"\\n⚠️ Kaiming with Tanh:\")\n",
    "print(f\"  Initial std: {kaiming_stds_tanh[0]:.3f}\")\n",
    "print(f\"  Final std: {kaiming_stds_tanh[-1]:.3f}\")\n",
    "print(f\"  Signal maintained: {'✓' if kaiming_stds_tanh[-1] > 0.1 else '✗'}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "✅ Xavier with Tanh:\n",
      "  Initial std: 0.501\n",
      "  Final std: 0.155\n",
      "  Signal maintained: ✓\n",
      "\n",
      "⚠️ Kaiming with Tanh:\n",
      "  Initial std: 0.501\n",
      "  Final std: 0.428\n",
      "  Signal maintained: ✓\n"
     ]
    }
   ],
   "execution_count": 33
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. LeCun Initialization (for SELU)\n",
    "\n",
    "### Motivation\n",
    "\n",
    "**LeCun initialization** (1998) is the original variance scaling method. It's specifically suited for **SELU** (Self-Normalizing) activations, which have self-normalizing properties.\n",
    "\n",
    "### Mathematical Foundation\n",
    "\n",
    "LeCun uses **fan_in** only:\n",
    "\n",
    "$$\\text{Var}(w) = \\frac{1}{n_{in}}$$\n",
    "\n",
    "This gives:\n",
    "- **LecunNormal**: $w \\sim \\mathcal{N}(0, \\sqrt{1/n_{in}})$\n",
    "- **LecunUniform**: $w \\sim \\mathcal{U}(-\\sqrt{3/n_{in}}, \\sqrt{3/n_{in}})$\n",
    "\n",
    "### When to use:\n",
    "✅ SELU activations  \n",
    "✅ Self-normalizing networks  \n",
    "✅ When you want to focus on forward pass  "
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:54.640544Z",
     "start_time": "2025-10-01T07:02:54.243889Z"
    }
   },
   "source": [
    "# Create LeCun initializers\n",
    "lecun_normal = init.LecunNormal()\n",
    "lecun_uniform = init.LecunUniform()\n",
    "\n",
    "# Compare LeCun with Kaiming and Xavier\n",
    "shape = (100, 100)\n",
    "weights_lecun = lecun_normal(shape)\n",
    "weights_kaiming = init.KaimingNormal()(shape)\n",
    "weights_xavier = init.XavierNormal()(shape)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "axes[0].hist(weights_lecun.flatten(), bins=50, alpha=0.7,\n",
    "             edgecolor='black', label=f'Std: {weights_lecun.std():.4f}')\n",
    "axes[0].set_title('LeCun (for SELU)')\n",
    "axes[0].set_xlabel('Weight value')\n",
    "axes[0].set_ylabel('Count')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "axes[1].hist(weights_kaiming.flatten(), bins=50, alpha=0.7,\n",
    "             edgecolor='black', label=f'Std: {weights_kaiming.std():.4f}')\n",
    "axes[1].set_title('Kaiming (for ReLU)')\n",
    "axes[1].set_xlabel('Weight value')\n",
    "axes[1].set_ylabel('Count')\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "axes[2].hist(weights_xavier.flatten(), bins=50, alpha=0.7,\n",
    "             edgecolor='black', label=f'Std: {weights_xavier.std():.4f}')\n",
    "axes[2].set_title('Xavier (for tanh/sigmoid)')\n",
    "axes[2].set_xlabel('Weight value')\n",
    "axes[2].set_ylabel('Count')\n",
    "axes[2].legend()\n",
    "axes[2].grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Comparing Variance Scaling Methods (Shape: 100×100)', fontsize=14, y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n📊 Standard deviation comparison:\")\n",
    "print(f\"  LeCun:   {weights_lecun.std():.4f} (scale = √(1/fan_in))\")\n",
    "print(f\"  Kaiming: {weights_kaiming.std():.4f} (scale = √(2/fan_in))\")\n",
    "print(f\"  Xavier:  {weights_xavier.std():.4f} (scale = √(2/fan_avg))\")\n",
    "print(\"\\nKaiming ≈ √2 × LeCun (accounts for ReLU killing half the signal)\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📊 Standard deviation comparison:\n",
      "  LeCun:   0.0999 (scale = √(1/fan_in))\n",
      "  Kaiming: 0.1190 (scale = √(2/fan_in))\n",
      "  Xavier:  0.1007 (scale = √(2/fan_avg))\n",
      "\n",
      "Kaiming ≈ √2 × LeCun (accounts for ReLU killing half the signal)\n"
     ]
    }
   ],
   "execution_count": 34
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparison of All Variance Scaling Methods"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:54.662571Z",
     "start_time": "2025-10-01T07:02:54.650322Z"
    }
   },
   "source": [
    "# Summary table\n",
    "import pandas as pd\n",
    "\n",
    "shape = (100, 100)\n",
    "methods = {\n",
    "    'LeCun': init.LecunNormal(),\n",
    "    'Kaiming': init.KaimingNormal(),\n",
    "    'Xavier': init.XavierNormal(),\n",
    "}\n",
    "\n",
    "results = []\n",
    "for name, method in methods.items():\n",
    "    weights = method(shape)\n",
    "    results.append({\n",
    "        'Method': name,\n",
    "        'Std': f\"{weights.std():.4f}\",\n",
    "        'Variance': f\"{(weights.std()**2):.6f}\",\n",
    "        'Fan Mode': method.mode if hasattr(method, 'mode') else 'fan_in',\n",
    "        'Best For': {\n",
    "            'LeCun': 'SELU',\n",
    "            'Kaiming': 'ReLU/Leaky ReLU',\n",
    "            'Xavier': 'Tanh/Sigmoid'\n",
    "        }[name]\n",
    "    })\n",
    "\n",
    "df = pd.DataFrame(results)\n",
    "print(\"\\n\" + \"=\" * 80)\n",
    "print(\"VARIANCE SCALING METHODS COMPARISON (Shape: 100×100)\")\n",
    "print(\"=\" * 80)\n",
    "print(df.to_string(index=False))\n",
    "print(\"=\" * 80)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "================================================================================\n",
      "VARIANCE SCALING METHODS COMPARISON (Shape: 100×100)\n",
      "================================================================================\n",
      " Method    Std Variance Fan Mode        Best For\n",
      "  LeCun 0.0993 0.009869   fan_in            SELU\n",
      "Kaiming 0.1187 0.014085   fan_in ReLU/Leaky ReLU\n",
      " Xavier 0.0997 0.009940  fan_avg    Tanh/Sigmoid\n",
      "================================================================================\n"
     ]
    }
   ],
   "execution_count": 35
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Orthogonal Initialization\n",
    "\n",
    "### Motivation\n",
    "\n",
    "**Orthogonal initialization** creates weight matrices where rows (or columns) are orthogonal to each other. This has special properties:\n",
    "\n",
    "- **Preserves norms**: $||Wx|| = ||x||$ for orthogonal $W$\n",
    "- **Prevents gradient explosion/vanishing** in RNNs\n",
    "- **Dynamic isometry** in deep networks\n",
    "\n",
    "### Mathematical Properties\n",
    "\n",
    "For orthogonal matrix $Q$:\n",
    "- $Q^T Q = I$ (identity)\n",
    "- All singular values equal 1\n",
    "- Preserves angles and lengths\n",
    "\n",
    "### When to use:\n",
    "✅ **Recurrent Neural Networks (RNNs)** - prevents gradient problems  \n",
    "✅ **Very deep networks** - maintains gradient flow  \n",
    "✅ **When norm preservation is important**  "
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:55.642830Z",
     "start_time": "2025-10-01T07:02:54.675670Z"
    }
   },
   "source": [
    "# Create orthogonal initializer\n",
    "orthogonal_init = init.Orthogonal(scale=1.0)\n",
    "\n",
    "# Generate orthogonal weights\n",
    "shape = (100, 100)\n",
    "weights_ortho = orthogonal_init(shape)\n",
    "weights_normal = init.Normal(0.0, 0.1)(shape)\n",
    "\n",
    "# Verify orthogonality\n",
    "W = weights_ortho\n",
    "product = W.T @ W\n",
    "identity = np.eye(shape[0])\n",
    "orthogonality_error = np.abs(product - identity).max()\n",
    "\n",
    "print(f\"Orthogonality verification:\")\n",
    "print(f\"  Max error from identity: {orthogonality_error:.2e}\")\n",
    "print(f\"  Is orthogonal: {'✓' if orthogonality_error < 1e-6 else '✗'}\")\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n",
    "\n",
    "# Weight distributions\n",
    "axes[0, 0].hist(weights_ortho.flatten(), bins=50, alpha=0.7, edgecolor='black')\n",
    "axes[0, 0].set_title(f'Orthogonal Weights\\nStd: {weights_ortho.std():.4f}')\n",
    "axes[0, 0].set_xlabel('Weight value')\n",
    "axes[0, 0].set_ylabel('Count')\n",
    "axes[0, 0].grid(alpha=0.3)\n",
    "\n",
    "axes[0, 1].hist(weights_normal.flatten(), bins=50, alpha=0.7, edgecolor='black')\n",
    "axes[0, 1].set_title(f'Normal Weights\\nStd: {weights_normal.std():.4f}')\n",
    "axes[0, 1].set_xlabel('Weight value')\n",
    "axes[0, 1].set_ylabel('Count')\n",
    "axes[0, 1].grid(alpha=0.3)\n",
    "\n",
    "# Singular values\n",
    "U, s_ortho, Vt = np.linalg.svd(weights_ortho)\n",
    "U, s_normal, Vt = np.linalg.svd(weights_normal)\n",
    "\n",
    "axes[0, 2].plot(s_ortho, 'o-', label='Orthogonal', markersize=3)\n",
    "axes[0, 2].plot(s_normal, 's-', label='Normal', markersize=3, alpha=0.7)\n",
    "axes[0, 2].axhline(1.0, color='red', linestyle='--', alpha=0.5, label='Ideal')\n",
    "axes[0, 2].set_xlabel('Index')\n",
    "axes[0, 2].set_ylabel('Singular value')\n",
    "axes[0, 2].set_title('Singular Value Spectrum')\n",
    "axes[0, 2].legend()\n",
    "axes[0, 2].grid(alpha=0.3)\n",
    "\n",
    "# W^T W visualization\n",
    "im1 = axes[1, 0].imshow(product, cmap='RdBu_r', vmin=-1, vmax=1)\n",
    "axes[1, 0].set_title('W^T W (should be identity)')\n",
    "plt.colorbar(im1, ax=axes[1, 0])\n",
    "\n",
    "im2 = axes[1, 1].imshow(product - identity, cmap='RdBu_r', vmin=-0.1, vmax=0.1)\n",
    "axes[1, 1].set_title('W^T W - I (error)')\n",
    "plt.colorbar(im2, ax=axes[1, 1])\n",
    "\n",
    "# Correlation between rows\n",
    "W_normal = weights_normal\n",
    "product_normal = W_normal.T @ W_normal\n",
    "im3 = axes[1, 2].imshow(product_normal, cmap='RdBu_r', vmin=-10, vmax=10)\n",
    "axes[1, 2].set_title('Normal W^T W (not orthogonal)')\n",
    "plt.colorbar(im3, ax=axes[1, 2])\n",
    "\n",
    "plt.suptitle('Orthogonal Initialization Properties', fontsize=14, y=1.00)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"\\n📊 Key observations:\")\n",
    "print(f\"  1. All singular values of orthogonal matrix are 1.0\")\n",
    "print(f\"  2. W^T W = I (rows are orthonormal)\")\n",
    "print(f\"  3. Normal initialization lacks these properties\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Orthogonality verification:\n",
      "  Max error from identity: 5.96e-07\n",
      "  Is orthogonal: ✓\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x800 with 9 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📊 Key observations:\n",
      "  1. All singular values of orthogonal matrix are 1.0\n",
      "  2. W^T W = I (rows are orthonormal)\n",
      "  3. Normal initialization lacks these properties\n"
     ]
    }
   ],
   "execution_count": 36
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Orthogonal for RNNs: Gradient Flow Test"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:56.123937Z",
     "start_time": "2025-10-01T07:02:55.751044Z"
    }
   },
   "source": [
    "def test_rnn_gradient_flow(init_method, n_timesteps=100, hidden_size=50):\n",
    "    \"\"\"\n",
    "    Simulate gradient flow in an RNN to test initialization.\n",
    "    \"\"\"\n",
    "    W = init_method((hidden_size, hidden_size))\n",
    "\n",
    "    # Compute eigenvalues\n",
    "    eigenvalues = np.linalg.eigvals(W)\n",
    "    max_eigenvalue = np.abs(eigenvalues).max()\n",
    "    \n",
    "    # Simulate gradient magnitude over time\n",
    "    gradient_norms = []\n",
    "    grad = np.random.randn(hidden_size)\n",
    "    \n",
    "    for t in range(n_timesteps):\n",
    "        grad = W.T @ grad\n",
    "        gradient_norms.append(np.linalg.norm(grad))\n",
    "    \n",
    "    return gradient_norms, max_eigenvalue\n",
    "\n",
    "# Test different initializations\n",
    "ortho_grads, ortho_eig = test_rnn_gradient_flow(init.Orthogonal())\n",
    "xavier_grads, xavier_eig = test_rnn_gradient_flow(init.XavierNormal())\n",
    "random_grads, random_eig = test_rnn_gradient_flow(lambda shape: np.random.randn(*shape) * 0.01)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "# Gradient norms over time\n",
    "timesteps = np.arange(len(ortho_grads))\n",
    "axes[0].semilogy(timesteps, ortho_grads, 'o-', label=f'Orthogonal (λ_max={ortho_eig:.2f})', \n",
    "                 linewidth=2, markersize=3)\n",
    "axes[0].semilogy(timesteps, xavier_grads, 's-', label=f'Xavier (λ_max={xavier_eig:.2f})', \n",
    "                 linewidth=2, markersize=3)\n",
    "axes[0].semilogy(timesteps, random_grads, '^-', label=f'Random (λ_max={random_eig:.2f})', \n",
    "                 linewidth=2, markersize=3)\n",
    "axes[0].axhline(1.0, color='red', linestyle='--', alpha=0.5, label='Stable gradient')\n",
    "axes[0].set_xlabel('Timestep (backprop through time)', fontsize=11)\n",
    "axes[0].set_ylabel('Gradient norm (log scale)', fontsize=11)\n",
    "axes[0].set_title('RNN Gradient Flow', fontsize=12)\n",
    "axes[0].legend(fontsize=10)\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Eigenvalue distribution\n",
    "W_ortho = init.Orthogonal()((50, 50))\n",
    "W_xavier = init.XavierNormal()((50, 50))\n",
    "\n",
    "eig_ortho = np.linalg.eigvals(W_ortho)\n",
    "eig_xavier = np.linalg.eigvals(W_xavier)\n",
    "\n",
    "axes[1].scatter(eig_ortho.real, eig_ortho.imag, alpha=0.6, s=50, label='Orthogonal')\n",
    "axes[1].scatter(eig_xavier.real, eig_xavier.imag, alpha=0.6, s=50, label='Xavier')\n",
    "\n",
    "# Draw unit circle\n",
    "theta = np.linspace(0, 2*np.pi, 100)\n",
    "axes[1].plot(np.cos(theta), np.sin(theta), 'r--', linewidth=2, label='Unit circle')\n",
    "axes[1].set_xlabel('Real part', fontsize=11)\n",
    "axes[1].set_ylabel('Imaginary part', fontsize=11)\n",
    "axes[1].set_title('Eigenvalue Distribution', fontsize=12)\n",
    "axes[1].legend(fontsize=10)\n",
    "axes[1].grid(alpha=0.3)\n",
    "axes[1].axis('equal')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✅ Orthogonal initialization for RNNs:\")\n",
    "print(f\"  - Maintains gradient magnitude over time\")\n",
    "print(f\"  - All eigenvalues on unit circle (|λ| = 1)\")\n",
    "print(f\"  - Prevents vanishing/exploding gradients\")\n",
    "print(f\"\\n❌ Other methods:\")\n",
    "print(f\"  - Gradients decay (Xavier) or explode\")\n",
    "print(f\"  - Eigenvalues not on unit circle\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "✅ Orthogonal initialization for RNNs:\n",
      "  - Maintains gradient magnitude over time\n",
      "  - All eigenvalues on unit circle (|λ| = 1)\n",
      "  - Prevents vanishing/exploding gradients\n",
      "\n",
      "❌ Other methods:\n",
      "  - Gradients decay (Xavier) or explode\n",
      "  - Eigenvalues not on unit circle\n"
     ]
    }
   ],
   "execution_count": 37
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scaled Orthogonal Initialization"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:56.691537Z",
     "start_time": "2025-10-01T07:02:56.136010Z"
    }
   },
   "source": [
    "# Orthogonal with different scales\n",
    "ortho_1 = init.Orthogonal(scale=1.0)\n",
    "ortho_sqrt2 = init.Orthogonal(scale=np.sqrt(2))  # Common for RNNs\n",
    "ortho_05 = init.Orthogonal(scale=0.5)\n",
    "\n",
    "shape = (100, 100)\n",
    "weights_1 = ortho_1(shape)\n",
    "weights_sqrt2 = ortho_sqrt2(shape)\n",
    "weights_05 = ortho_05(shape)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "for ax, weights, scale_name in zip(axes, \n",
    "                                     [weights_1, weights_sqrt2, weights_05],\n",
    "                                     ['scale=1.0', 'scale=√2', 'scale=0.5']):\n",
    "    ax.hist(weights.flatten(), bins=50, alpha=0.7, edgecolor='black')\n",
    "    ax.set_title(f'{scale_name}\\nStd: {weights.std():.4f}')\n",
    "    ax.set_xlabel('Weight value')\n",
    "    ax.set_ylabel('Count')\n",
    "    ax.grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Orthogonal Initialization with Different Scales', fontsize=14, y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n📊 Scale effects:\")\n",
    "print(f\"  scale=1.0:  std={weights_1.std():.4f} (preserves norms exactly)\")\n",
    "print(f\"  scale=√2:   std={weights_sqrt2.std():.4f} (common for ReLU in RNNs)\")\n",
    "print(f\"  scale=0.5:  std={weights_05.std():.4f} (dampens signals)\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📊 Scale effects:\n",
      "  scale=1.0:  std=0.1000 (preserves norms exactly)\n",
      "  scale=√2:   std=0.1414 (common for ReLU in RNNs)\n",
      "  scale=0.5:  std=0.0500 (dampens signals)\n"
     ]
    }
   ],
   "execution_count": 38
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. DeltaOrthogonal (for Deep CNNs)\n",
    "\n",
    "### Motivation\n",
    "\n",
    "**DeltaOrthogonal** is designed for very deep convolutional networks. It combines:\n",
    "- **Delta function** in spatial dimensions (all zeros except center)\n",
    "- **Orthogonal** in channel dimensions\n",
    "\n",
    "This creates identity-like convolutions that preserve information while maintaining orthogonality.\n",
    "\n",
    "### When to use:\n",
    "✅ **Very deep CNNs** (100+ layers)  \n",
    "✅ **Residual-like architectures**  \n",
    "✅ **When skip connections aren't possible**  "
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:58.222637Z",
     "start_time": "2025-10-01T07:02:56.760693Z"
    }
   },
   "source": [
    "# Create DeltaOrthogonal initializer\n",
    "delta_ortho = init.DeltaOrthogonal(scale=1.0)\n",
    "\n",
    "# For a 3x3 convolutional kernel with 32 input and 32 output channels\n",
    "shape = (32, 32, 3, 3)  # (out_channels, in_channels, height, width)\n",
    "weights = delta_ortho(shape)\n",
    "\n",
    "print(f\"DeltaOrthogonal weights shape: {weights.shape}\")\n",
    "\n",
    "# Visualize a few kernels\n",
    "fig, axes = plt.subplots(3, 6, figsize=(12, 6))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for i in range(18):\n",
    "    # Show kernel for output channel i, input channel i\n",
    "    if i < min(shape[0], shape[1]):\n",
    "        kernel = weights[i, i, :, :]\n",
    "        im = axes[i].imshow(kernel, cmap='RdBu_r', vmin=-1, vmax=1)\n",
    "        axes[i].set_title(f'Ch {i}→{i}', fontsize=9)\n",
    "    axes[i].axis('off')\n",
    "\n",
    "plt.colorbar(im, ax=axes, orientation='horizontal', pad=0.05, fraction=0.05)\n",
    "plt.suptitle('DeltaOrthogonal Kernels (3×3)', fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Show the center values are orthogonal\n",
    "center = weights[:, :, 1, 1]  # Center of 3x3 kernels\n",
    "product = center.T @ center\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n",
    "\n",
    "im1 = axes[0].imshow(center, cmap='RdBu_r')\n",
    "axes[0].set_title('Center Values (should be orthogonal matrix)')\n",
    "axes[0].set_xlabel('Input channel')\n",
    "axes[0].set_ylabel('Output channel')\n",
    "plt.colorbar(im1, ax=axes[0])\n",
    "\n",
    "im2 = axes[1].imshow(product, cmap='RdBu_r', vmin=-1, vmax=1)\n",
    "axes[1].set_title('Center^T × Center (should be identity)')\n",
    "plt.colorbar(im2, ax=axes[1])\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"\\n✓ DeltaOrthogonal properties:\")\n",
    "print(f\"  - Only center pixel has non-zero values\")\n",
    "print(f\"  - Center values form an orthogonal matrix\")\n",
    "print(f\"  - Acts like identity convolution with orthogonality\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DeltaOrthogonal weights shape: (32, 32, 3, 3)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\adadu\\AppData\\Local\\Temp\\ipykernel_27308\\332873120.py:24: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 19 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "✓ DeltaOrthogonal properties:\n",
      "  - Only center pixel has non-zero values\n",
      "  - Center values form an orthogonal matrix\n",
      "  - Acts like identity convolution with orthogonality\n"
     ]
    }
   ],
   "execution_count": 39
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Identity Initialization\n",
    "\n",
    "### Motivation\n",
    "\n",
    "**Identity initialization** sets weights to an identity matrix (or as close as possible for non-square matrices). This is particularly useful for:\n",
    "\n",
    "- **Skip connections** / **Residual networks**\n",
    "- **RNNs** (combined with small noise)\n",
    "- **When you want minimal transformation initially**\n",
    "\n",
    "### When to use:\n",
    "✅ Residual connections  \n",
    "✅ RNNs (with small noise added)  \n",
    "✅ Fine-tuning from identity  "
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:02:59.929842Z",
     "start_time": "2025-10-01T07:02:58.338490Z"
    }
   },
   "source": [
    "# Create identity initializers\n",
    "identity_1 = init.Identity(scale=1.0)\n",
    "identity_small = init.Identity(scale=0.1)\n",
    "\n",
    "# Test with square matrix\n",
    "shape_square = (50, 50)\n",
    "weights_identity = identity_1(shape_square)\n",
    "\n",
    "# Test with rectangular matrices\n",
    "shape_wide = (30, 50)\n",
    "shape_tall = (50, 30)\n",
    "weights_wide = identity_1(shape_wide)\n",
    "weights_tall = identity_1(shape_tall)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n",
    "\n",
    "# Square identity\n",
    "im1 = axes[0, 0].imshow(weights_identity, cmap='RdBu_r', vmin=-1, vmax=1)\n",
    "axes[0, 0].set_title(f'Identity {shape_square}')\n",
    "axes[0, 0].set_xlabel('Input dim')\n",
    "axes[0, 0].set_ylabel('Output dim')\n",
    "plt.colorbar(im1, ax=axes[0, 0])\n",
    "\n",
    "# Wide identity\n",
    "im2 = axes[0, 1].imshow(weights_wide, cmap='RdBu_r', vmin=-1, vmax=1)\n",
    "axes[0, 1].set_title(f'Identity {shape_wide}')\n",
    "axes[0, 1].set_xlabel('Input dim')\n",
    "axes[0, 1].set_ylabel('Output dim')\n",
    "plt.colorbar(im2, ax=axes[0, 1])\n",
    "\n",
    "# Tall identity\n",
    "im3 = axes[0, 2].imshow(weights_tall, cmap='RdBu_r', vmin=-1, vmax=1)\n",
    "axes[0, 2].set_title(f'Identity {shape_tall}')\n",
    "axes[0, 2].set_xlabel('Input dim')\n",
    "axes[0, 2].set_ylabel('Output dim')\n",
    "plt.colorbar(im3, ax=axes[0, 2])\n",
    "\n",
    "# Distribution comparison\n",
    "axes[1, 0].hist(weights_identity.flatten(), bins=20, alpha=0.7, edgecolor='black')\n",
    "axes[1, 0].set_title('Square Identity Distribution')\n",
    "axes[1, 0].set_xlabel('Weight value')\n",
    "axes[1, 0].set_ylabel('Count')\n",
    "axes[1, 0].grid(alpha=0.3)\n",
    "\n",
    "# Diagonal values\n",
    "diag_values = np.diag(weights_identity)\n",
    "axes[1, 1].plot(diag_values, 'o-', markersize=4)\n",
    "axes[1, 1].axhline(1.0, color='red', linestyle='--', alpha=0.5)\n",
    "axes[1, 1].set_xlabel('Index')\n",
    "axes[1, 1].set_ylabel('Diagonal value')\n",
    "axes[1, 1].set_title('Diagonal Values (all = 1)')\n",
    "axes[1, 1].grid(alpha=0.3)\n",
    "\n",
    "# Off-diagonal values\n",
    "mask = ~np.eye(shape_square[0], dtype=bool)\n",
    "off_diag = weights_identity[mask]\n",
    "axes[1, 2].hist(off_diag, bins=20, alpha=0.7, edgecolor='black')\n",
    "axes[1, 2].set_xlabel('Weight value')\n",
    "axes[1, 2].set_ylabel('Count')\n",
    "axes[1, 2].set_title('Off-diagonal Values (all = 0)')\n",
    "axes[1, 2].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"\\n✓ Identity initialization properties:\")\n",
    "print(f\"  Square: Perfect identity matrix\")\n",
    "print(f\"  Wide: Identity in first N columns, zeros elsewhere\")\n",
    "print(f\"  Tall: Identity in first N rows, zeros elsewhere\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x800 with 9 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "✓ Identity initialization properties:\n",
      "  Square: Perfect identity matrix\n",
      "  Wide: Identity in first N columns, zeros elsewhere\n",
      "  Tall: Identity in first N rows, zeros elsewhere\n"
     ]
    }
   ],
   "execution_count": 40
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Identity + Noise for RNNs"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:03:00.528304Z",
     "start_time": "2025-10-01T07:03:00.061996Z"
    }
   },
   "source": [
    "# Common pattern: Identity + small noise\n",
    "shape = (100, 100)\n",
    "identity_weights = init.Identity(scale=1.0)(shape)\n",
    "noise = np.random.randn(*shape) * 0.01\n",
    "weights_with_noise = identity_weights + noise\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "im1 = axes[0].imshow(identity_weights, cmap='RdBu_r', vmin=-1, vmax=1)\n",
    "axes[0].set_title('Pure Identity')\n",
    "plt.colorbar(im1, ax=axes[0])\n",
    "\n",
    "im2 = axes[1].imshow(noise, cmap='RdBu_r', vmin=-0.1, vmax=0.1)\n",
    "axes[1].set_title('Small Noise (std=0.01)')\n",
    "plt.colorbar(im2, ax=axes[1])\n",
    "\n",
    "im3 = axes[2].imshow(weights_with_noise, cmap='RdBu_r', vmin=-1, vmax=1)\n",
    "axes[2].set_title('Identity + Noise')\n",
    "plt.colorbar(im3, ax=axes[2])\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n💡 Identity + Noise for RNNs:\")\n",
    "print(\"  - Start with identity (no transformation)\")\n",
    "print(\"  - Add small noise to break symmetry\")\n",
    "print(\"  - Helps learning while preventing gradient problems\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x400 with 6 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "💡 Identity + Noise for RNNs:\n",
      "  - Start with identity (no transformation)\n",
      "  - Add small noise to break symmetry\n",
      "  - Helps learning while preventing gradient problems\n"
     ]
    }
   ],
   "execution_count": 41
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Complete Comparison and Decision Guide\n",
    "\n",
    "### All Methods Side-by-Side"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:03:01.522308Z",
     "start_time": "2025-10-01T07:03:00.539203Z"
    }
   },
   "source": [
    "# Create all initializers\n",
    "shape = (100, 100)\n",
    "initializers = {\n",
    "    'KaimingNormal': init.KaimingNormal(),\n",
    "    'KaimingUniform': init.KaimingUniform(),\n",
    "    'XavierNormal': init.XavierNormal(),\n",
    "    'XavierUniform': init.XavierUniform(),\n",
    "    'LecunNormal': init.LecunNormal(),\n",
    "    'LecunUniform': init.LecunUniform(),\n",
    "    'Orthogonal': init.Orthogonal(),\n",
    "    'Identity': init.Identity(),\n",
    "}\n",
    "\n",
    "# Generate weights\n",
    "weights_dict = {name: method(shape) for name, method in initializers.items()}\n",
    "\n",
    "# Visualize distributions\n",
    "fig, axes = plt.subplots(2, 4, figsize=(16, 8))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for ax, (name, weights) in zip(axes, weights_dict.items()):\n",
    "    if 'Identity' not in name:\n",
    "        ax.hist(weights.flatten(), bins=50, alpha=0.7, edgecolor='black', density=True)\n",
    "    else:\n",
    "        ax.hist(weights.flatten(), bins=20, alpha=0.7, edgecolor='black')\n",
    "    ax.set_title(f'{name}\\nStd: {weights.std():.4f}', fontsize=11)\n",
    "    ax.set_xlabel('Weight value', fontsize=10)\n",
    "    ax.set_ylabel('Density', fontsize=10)\n",
    "    ax.grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('All Advanced Initialization Methods (Shape: 100×100)', fontsize=14, y=1.00)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Statistics table\n",
    "print(\"\\n\" + \"=\" * 90)\n",
    "print(\"ADVANCED INITIALIZATION METHODS COMPARISON\")\n",
    "print(\"=\" * 90)\n",
    "print(f\"{'Method':<20} {'Mean':<12} {'Std':<12} {'Min':<12} {'Max':<12}\")\n",
    "print(\"-\" * 90)\n",
    "for name, weights in weights_dict.items():\n",
    "    print(f\"{name:<20} {weights.mean():<12.6f} {weights.std():<12.6f} \"\n",
    "          f\"{weights.min():<12.6f} {weights.max():<12.6f}\")\n",
    "print(\"=\" * 90)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 8 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "==========================================================================================\n",
      "ADVANCED INITIALIZATION METHODS COMPARISON\n",
      "==========================================================================================\n",
      "Method               Mean         Std          Min          Max         \n",
      "------------------------------------------------------------------------------------------\n",
      "KaimingNormal        -0.000167    0.119221     -0.472608    0.437831    \n",
      "KaimingUniform       0.002735     0.118657     -0.205950    0.205945    \n",
      "XavierNormal         -0.000682    0.099363     -0.343731    0.396122    \n",
      "XavierUniform        -0.000478    0.100142     -0.173172    0.173171    \n",
      "LecunNormal          -0.001946    0.100878     -0.369501    0.389214    \n",
      "LecunUniform         -0.000452    0.100303     -0.173174    0.173146    \n",
      "Orthogonal           -0.001150    0.099993     -0.393372    0.362493    \n",
      "Identity             0.010000     0.099499     0.000000     1.000000    \n",
      "==========================================================================================\n"
     ]
    }
   ],
   "execution_count": 42
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision Tree\n",
    "\n",
    "<pre>\n",
    "START: What type of network are you building?\n",
    "├── Feedforward Network\n",
    "│   ├── ReLU activation → KaimingNormal / KaimingUniform\n",
    "│   ├── Leaky ReLU → KaimingNormal (nonlinearity=\"leaky_relu\", negative_slope=…)\n",
    "│   ├── Tanh or Sigmoid → XavierNormal / XavierUniform\n",
    "│   └── SELU → LecunNormal / LecunUniform\n",
    "├── Recurrent Network (RNN / LSTM / GRU)\n",
    "│   ├── Recurrent weights → Orthogonal (scale = 1.0 or √2)\n",
    "│   ├── Input weights → KaimingNormal or XavierNormal\n",
    "│   └── Alternative → Identity + small noise\n",
    "├── Convolutional Network\n",
    "│   ├── Shallow / Medium (< 50 layers) → KaimingNormal (if ReLU)\n",
    "│   ├── Very Deep (> 100 layers) → DeltaOrthogonal\n",
    "│   └── With residual connections → KaimingNormal\n",
    "├── Residual Network (ResNet)\n",
    "│   ├── Residual blocks → KaimingNormal\n",
    "│   └── Skip connections → Identity (if same dimensions)\n",
    "└── Transformer\n",
    "    ├── Attention weights → XavierUniform\n",
    "    ├── FFN weights → KaimingNormal (if ReLU/GELU)\n",
    "    └── Layer norm → No initialization needed\n",
    "</pre>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quick Reference Table\n",
    "\n",
    "\n",
    "| Method | Best For | Fan Mode | Scale | Use Case |\n",
    "|--------|----------|----------|-------|----------|\n",
    "| KaimingNormal | ReLU/Leaky ReLU | fan_in | √(2/fan_in) | Deep feedforward, CNNs |\n",
    "| KaimingUniform | ReLU/Leaky ReLU | fan_in | √(2/fan_in) | Alternative to KaimingNormal |\n",
    "| XavierNormal | Tanh/Sigmoid | fan_avg | √(2/(fan_in+fan_out)) | Symmetric activations |\n",
    "| XavierUniform | Tanh/Sigmoid | fan_avg | √(2/(fan_in+fan_out)) | Bounded variant of Xavier |\n",
    "| LecunNormal | SELU | fan_in | √(1/fan_in) | Self-normalizing networks |\n",
    "| LecunUniform | SELU | fan_in | √(1/fan_in) | Bounded variant of LeCun |\n",
    "| Orthogonal | Any | N/A | Orthogonal matrix | RNNs, very deep networks |\n",
    "| DeltaOrthogonal | Any (CNNs) | N/A | Delta + orthogonal | Very deep CNNs (100+ layers) |\n",
    "| Identity | Any | N/A | Identity matrix | Residual, RNNs + noise |"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
