{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 1: Surrogate Gradients for Spiking Neural Networks - Basics\n",
    "\n",
    "This tutorial introduces **surrogate gradients**, a fundamental technique for training spiking neural networks (SNNs). We'll cover:\n",
    "\n",
    "1. **What are Surrogate Gradients?** - The problem and solution\n",
    "2. **How Surrogate Gradients Work** - The straight-through estimator\n",
    "3. **Common Surrogate Functions** - Overview of popular methods\n",
    "4. **Visualization & Comparison** - Understanding different surrogates\n",
    "5. **Practical Usage** - Using surrogates in SNNs\n",
    "\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:17:08.634607Z",
     "start_time": "2025-10-06T02:17:04.031895Z"
    }
   },
   "source": [
    "import jax\n",
    "import jax.numpy as jnp\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import braintools.surrogate as surrogate\n",
    "\n",
    "# Set up plotting\n",
    "plt.rcParams['figure.figsize'] = (12, 6)\n",
    "plt.rcParams['font.size'] = 11\n",
    "\n",
    "print(\"Setup complete!\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setup complete!\n"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. What are Surrogate Gradients?\n",
    "\n",
    "### The Problem: Non-Differentiable Spikes\n",
    "\n",
    "Spiking neurons produce discrete binary outputs (0 or 1) through a **Heaviside step function**:\n",
    "\n",
    "$$\n",
    "s = H(V - V_{\\text{th}}) = \\begin{cases}\n",
    "1 & \\text{if } V \\geq V_{\\text{th}} \\\\\n",
    "0 & \\text{otherwise}\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "The problem: **The derivative is zero almost everywhere!**\n",
    "\n",
    "$$\n",
    "\\frac{\\partial H(x)}{\\partial x} = \\begin{cases}\n",
    "0 & \\text{if } x \\neq 0 \\\\\n",
    "\\text{undefined} & \\text{if } x = 0\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "This means we **cannot use gradient descent** to train SNNs!\n",
    "\n",
    "### The Solution: Surrogate Gradients\n",
    "\n",
    "**Surrogate gradients** replace the true (zero) gradient with a smooth approximation during backpropagation:\n",
    "\n",
    "- **Forward pass**: Use the real Heaviside step function $H(x)$\n",
    "- **Backward pass**: Use a smooth surrogate function $\\sigma(x)$ for gradients\n",
    "\n",
    "This is called the **straight-through estimator**."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:17:09.070417Z",
     "start_time": "2025-10-06T02:17:08.650654Z"
    }
   },
   "source": [
    "# Demonstrate the problem\n",
    "print(\"=== THE GRADIENT PROBLEM ===\")\n",
    "\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "# True Heaviside function\n",
    "heaviside = jnp.where(x >= 0, 1.0, 0.0)\n",
    "\n",
    "# Visualize the problem\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "# Plot Heaviside function\n",
    "ax1.plot(x, heaviside, 'b-', linewidth=3, label='Heaviside H(x)')\n",
    "ax1.axvline(0, color='red', linestyle='--', alpha=0.5, label='Threshold')\n",
    "ax1.set_xlabel('Input (x)', fontsize=12)\n",
    "ax1.set_ylabel('Output', fontsize=12)\n",
    "ax1.set_title('Forward Pass: Heaviside Step Function', fontsize=14)\n",
    "ax1.legend(fontsize=11)\n",
    "ax1.grid(True, alpha=0.3)\n",
    "ax1.set_ylim(-0.2, 1.2)\n",
    "\n",
    "# Plot gradient (which is zero everywhere)\n",
    "true_gradient = jnp.zeros_like(x)\n",
    "ax2.plot(x, true_gradient, 'r-', linewidth=3, label='True gradient (zero!)')\n",
    "ax2.axhline(0, color='black', linestyle='-', alpha=0.3)\n",
    "ax2.axvline(0, color='red', linestyle='--', alpha=0.5)\n",
    "ax2.set_xlabel('Input (x)', fontsize=12)\n",
    "ax2.set_ylabel('Gradient', fontsize=12)\n",
    "ax2.set_title('Backward Pass: Gradient Problem', fontsize=14)\n",
    "ax2.legend(fontsize=11)\n",
    "ax2.grid(True, alpha=0.3)\n",
    "ax2.set_ylim(-0.5, 2)\n",
    "\n",
    "# Add text annotations\n",
    "ax2.text(0, 1, 'No gradient signal!\\nCannot train with backprop', \n",
    "         ha='center', va='bottom', fontsize=12, \n",
    "         bbox=dict(boxstyle='round', facecolor='yellow', alpha=0.5))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n❌ Problem: The Heaviside function has zero gradient everywhere\")\n",
    "print(\"❌ This prevents gradient-based learning in SNNs\")\n",
    "print(\"\\n✅ Solution: Use surrogate gradients during backpropagation!\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== THE GRADIENT PROBLEM ===\n"
     ]
    },
    {
     "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",
      "❌ Problem: The Heaviside function has zero gradient everywhere\n",
      "❌ This prevents gradient-based learning in SNNs\n",
      "\n",
      "✅ Solution: Use surrogate gradients during backpropagation!\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. How Surrogate Gradients Work\n",
    "\n",
    "The **straight-through estimator** works as follows:\n",
    "\n",
    "1. **Forward pass**: Compute spikes using the real Heaviside function\n",
    "   $$s = H(V - V_{\\text{th}})$$\n",
    "\n",
    "2. **Backward pass**: Compute gradients using a smooth surrogate $\\sigma'(x)$\n",
    "   $$\\frac{\\partial s}{\\partial V} \\approx \\sigma'(V - V_{\\text{th}})$$\n",
    "\n",
    "This allows gradient flow through the network while maintaining discrete spike outputs!"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:17:09.689241Z",
     "start_time": "2025-10-06T02:17:09.087558Z"
    }
   },
   "source": [
    "# Demonstrate surrogate gradient concept\n",
    "print(\"=== SURROGATE GRADIENT SOLUTION ===\")\n",
    "\n",
    "# Example: Sigmoid surrogate\n",
    "sg = surrogate.Sigmoid(alpha=4.0)\n",
    "\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "# Forward pass (always Heaviside)\n",
    "forward_output = sg(x)\n",
    "\n",
    "# Surrogate function (for visualization)\n",
    "surrogate_function = sg.surrogate_fun(x)\n",
    "\n",
    "# Surrogate gradient (used in backprop)\n",
    "surrogate_grad = sg.surrogate_grad(x)\n",
    "\n",
    "# Visualize the solution\n",
    "fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n",
    "\n",
    "# Forward pass\n",
    "axes[0].plot(x, forward_output, 'b-', linewidth=3, label='Forward: H(x)')\n",
    "axes[0].axvline(0, color='red', linestyle='--', alpha=0.5)\n",
    "axes[0].set_xlabel('Input (x)', fontsize=12)\n",
    "axes[0].set_ylabel('Output', fontsize=12)\n",
    "axes[0].set_title('Forward Pass\\n(Real Spikes)', fontsize=14)\n",
    "axes[0].legend(fontsize=11)\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "axes[0].set_ylim(-0.2, 1.2)\n",
    "\n",
    "# Surrogate function\n",
    "axes[1].plot(x, surrogate_function, 'g-', linewidth=3, label='Sigmoid σ(x)')\n",
    "axes[1].plot(x, forward_output, 'b--', linewidth=2, alpha=0.5, label='H(x) reference')\n",
    "axes[1].axvline(0, color='red', linestyle='--', alpha=0.5)\n",
    "axes[1].set_xlabel('Input (x)', fontsize=12)\n",
    "axes[1].set_ylabel('Output', fontsize=12)\n",
    "axes[1].set_title('Surrogate Function\\n(Smooth Approximation)', fontsize=14)\n",
    "axes[1].legend(fontsize=11)\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "axes[1].set_ylim(-0.2, 1.2)\n",
    "\n",
    "# Backward pass\n",
    "axes[2].plot(x, surrogate_grad, 'r-', linewidth=3, label=\"Surrogate gradient σ'(x)\")\n",
    "axes[2].axvline(0, color='red', linestyle='--', alpha=0.5)\n",
    "axes[2].axhline(0, color='black', linestyle='-', alpha=0.3)\n",
    "axes[2].fill_between(x, 0, surrogate_grad, alpha=0.3, color='red')\n",
    "axes[2].set_xlabel('Input (x)', fontsize=12)\n",
    "axes[2].set_ylabel('Gradient', fontsize=12)\n",
    "axes[2].set_title('Backward Pass\\n(Gradient Flow)', fontsize=14)\n",
    "axes[2].legend(fontsize=11)\n",
    "axes[2].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✅ Forward: Binary spikes (0 or 1)\")\n",
    "print(\"✅ Backward: Smooth gradients for learning\")\n",
    "print(\"✅ This enables gradient descent training of SNNs!\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== SURROGATE GRADIENT SOLUTION ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x500 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",
      "✅ Forward: Binary spikes (0 or 1)\n",
      "✅ Backward: Smooth gradients for learning\n",
      "✅ This enables gradient descent training of SNNs!\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:17:10.354674Z",
     "start_time": "2025-10-06T02:17:09.703159Z"
    }
   },
   "source": [
    "# Verify gradient computation works\n",
    "print(\"=== GRADIENT COMPUTATION DEMONSTRATION ===\")\n",
    "\n",
    "# Create a simple function using surrogate gradient\n",
    "sg = surrogate.Sigmoid(alpha=4.0)\n",
    "\n",
    "def spike_function(x):\n",
    "    return jnp.sum(sg(x))\n",
    "\n",
    "# Test gradient computation\n",
    "test_x = jnp.array([0.0])\n",
    "gradient = jax.grad(spike_function)(test_x)\n",
    "\n",
    "print(f\"Input: {test_x[0]}\")\n",
    "print(f\"Forward output (spike): {sg(test_x)[0]}\")\n",
    "print(f\"Backward gradient: {gradient[0]:.4f}\")\n",
    "print(f\"\\n✅ Gradient is non-zero! We can now train with backpropagation.\")\n",
    "\n",
    "# Show how gradient changes with input\n",
    "x_vals = jnp.linspace(-2, 2, 20)\n",
    "grads = jax.vmap(lambda x: jax.grad(spike_function)(jnp.array([x]))[0])(x_vals)\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(x_vals, grads, 'o-', linewidth=2, markersize=8, color='purple')\n",
    "plt.axvline(0, color='red', linestyle='--', alpha=0.5, label='Threshold')\n",
    "plt.axhline(0, color='black', linestyle='-', alpha=0.3)\n",
    "plt.xlabel('Input Value', fontsize=12)\n",
    "plt.ylabel('Gradient', fontsize=12)\n",
    "plt.title('Gradient Flow Through Surrogate Function', fontsize=14)\n",
    "plt.legend(fontsize=11)\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nNotice: Gradient is strongest near threshold (x=0)!\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== GRADIENT COMPUTATION DEMONSTRATION ===\n",
      "Input: 0.0\n",
      "Forward output (spike): 1.0\n",
      "Backward gradient: 1.0000\n",
      "\n",
      "✅ Gradient is non-zero! We can now train with backpropagation.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 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",
      "Notice: Gradient is strongest near threshold (x=0)!\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Common Surrogate Gradient Functions\n",
    "\n",
    "`braintools.surrogate` provides many surrogate gradient functions. Here are the most popular ones:\n",
    "\n",
    "### Sigmoid-Based Surrogates\n",
    "\n",
    "1. **Sigmoid**: $\\sigma(x) = \\frac{1}{1 + e^{-\\alpha x}}$, gradient: $\\sigma'(x) = \\alpha \\sigma(x)(1-\\sigma(x))$\n",
    "2. **SoftSign**: $\\sigma(x) = \\frac{x}{1 + |x|}$\n",
    "3. **Arctan**: $\\sigma(x) = \\frac{1}{\\pi}\\arctan(\\alpha x) + \\frac{1}{2}$\n",
    "4. **ERF**: $\\sigma(x) = \\frac{1}{2}(1 + \\text{erf}(\\alpha x))$\n",
    "\n",
    "### Piecewise Surrogates\n",
    "\n",
    "5. **PiecewiseQuadratic**: Quadratic function with finite support\n",
    "6. **PiecewiseExp**: Exponential pieces\n",
    "7. **PiecewiseLeakyRelu**: Leaky ReLU variant\n",
    "\n",
    "### ReLU-Based Surrogates\n",
    "\n",
    "8. **ReluGrad**: ReLU-inspired with finite support\n",
    "9. **LeakyRelu**: Asymmetric gradients\n",
    "\n",
    "### Distribution-Inspired Surrogates\n",
    "\n",
    "10. **GaussianGrad**: Gaussian-shaped gradient\n",
    "11. **MultiGaussianGrad**: Multiple Gaussian components\n",
    "12. **SlayerGrad**: From the SLAYER algorithm\n",
    "\n",
    "Let's visualize and compare them!"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:26:47.807100Z",
     "start_time": "2025-10-06T02:26:46.289566Z"
    }
   },
   "source": [
    "# Compare common surrogate functions\n",
    "print(\"=== COMMON SURROGATE GRADIENTS ===\")\n",
    "\n",
    "# Define surrogates to compare\n",
    "surrogates = {\n",
    "    'Sigmoid': surrogate.Sigmoid(alpha=4.0),\n",
    "    'Arctan': surrogate.Arctan(alpha=3.0),\n",
    "    'SoftSign': surrogate.SoftSign(alpha=2.0),\n",
    "    'ERF': surrogate.ERF(alpha=2.0),\n",
    "    'GaussianGrad': surrogate.GaussianGrad(sigma=0.5, alpha=1.0),\n",
    "    'PiecewiseQuadratic': surrogate.PiecewiseQuadratic(alpha=1.0),\n",
    "    'ReluGrad': surrogate.ReluGrad(alpha=0.5, width=1.0),\n",
    "    'LeakyRelu': surrogate.LeakyRelu(alpha=0.1, beta=1.0),\n",
    "}\n",
    "\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "# Create subplot grid\n",
    "n_surrogates = len(surrogates)\n",
    "n_cols = 4\n",
    "n_rows = (n_surrogates + n_cols - 1) // n_cols\n",
    "\n",
    "fig, axes = plt.subplots(n_rows, n_cols, figsize=(16, 4 * n_rows))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for idx, (name, sg) in enumerate(surrogates.items()):\n",
    "    # Plot surrogate function\n",
    "    ax = axes[idx]\n",
    "    ax2 = ax.twinx()\n",
    "\n",
    "    # Function in blue\n",
    "    try:\n",
    "        surrogate_fun = sg.surrogate_fun(x)\n",
    "        line1 = ax.plot(x, surrogate_fun, 'b-', linewidth=2, label='Function σ(x)')\n",
    "    except NotImplementedError:\n",
    "        pass\n",
    "    ax.plot(x, jnp.where(x >= 0, 1.0, 0.0), 'b--', linewidth=1, alpha=0.4, label='H(x)')\n",
    "\n",
    "    # Gradient in red\n",
    "    surrogate_grad = sg.surrogate_grad(x)\n",
    "    line2 = ax2.plot(x, surrogate_grad, 'r-', linewidth=2, label=\"Gradient σ'(x)\")\n",
    "    ax2.fill_between(x, 0, surrogate_grad, alpha=0.2, color='red')\n",
    "    \n",
    "    ax.axvline(0, color='gray', linestyle='--', alpha=0.5)\n",
    "    ax.set_xlabel('Input (x)')\n",
    "    ax.set_ylabel('Function σ(x)', color='b')\n",
    "    ax2.set_ylabel(\"Gradient σ'(x)\", color='r')\n",
    "    ax.set_title(name, fontsize=12, fontweight='bold')\n",
    "    ax.tick_params(axis='y', labelcolor='b')\n",
    "    ax2.tick_params(axis='y', labelcolor='r')\n",
    "    ax.grid(True, alpha=0.3)\n",
    "    ax.set_ylim(-0.1, 1.1)\n",
    "    \n",
    "    # Combined legend\n",
    "    lines = line1 + line2\n",
    "    labels = [l.get_label() for l in lines]\n",
    "    ax.legend(lines, labels, loc='upper left', fontsize=9)\n",
    "\n",
    "# Hide extra subplots\n",
    "for idx in range(len(surrogates), len(axes)):\n",
    "    axes[idx].axis('off')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nEach surrogate has different characteristics:\")\n",
    "print(\"• Sigmoid: Smooth, unbounded support\")\n",
    "print(\"• Arctan: Smooth, unbounded, moderate steepness\")\n",
    "print(\"• GaussianGrad: Symmetric, bell-shaped gradient\")\n",
    "print(\"• PiecewiseQuadratic: Finite support (zero gradient outside range)\")\n",
    "print(\"• ReluGrad: ReLU-like, finite support\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== COMMON SURROGATE GRADIENTS ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 16 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Each surrogate has different characteristics:\n",
      "• Sigmoid: Smooth, unbounded support\n",
      "• Arctan: Smooth, unbounded, moderate steepness\n",
      "• GaussianGrad: Symmetric, bell-shaped gradient\n",
      "• PiecewiseQuadratic: Finite support (zero gradient outside range)\n",
      "• ReluGrad: ReLU-like, finite support\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Comparing Gradient Shapes\n",
    "\n",
    "Different surrogates produce different gradient shapes. Let's focus on the gradients:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:26:54.776028Z",
     "start_time": "2025-10-06T02:26:54.498489Z"
    }
   },
   "source": [
    "# Compare gradient shapes directly\n",
    "print(\"=== GRADIENT SHAPE COMPARISON ===\")\n",
    "\n",
    "# Select representative surrogates\n",
    "compare_surrogates = [\n",
    "    ('Sigmoid', surrogate.Sigmoid(alpha=4.0)),\n",
    "    ('GaussianGrad', surrogate.GaussianGrad(sigma=0.5)),\n",
    "    ('PiecewiseQuadratic', surrogate.PiecewiseQuadratic(alpha=1.0)),\n",
    "    ('ReluGrad', surrogate.ReluGrad(alpha=0.5, width=1.0)),\n",
    "    ('Arctan', surrogate.Arctan(alpha=3.0)),\n",
    "    ('ERF', surrogate.ERF(alpha=2.0)),\n",
    "]\n",
    "\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# Plot all gradients together\n",
    "colors = plt.cm.tab10(np.linspace(0, 1, len(compare_surrogates)))\n",
    "\n",
    "for idx, (name, sg) in enumerate(compare_surrogates):\n",
    "    grad = sg.surrogate_grad(x)\n",
    "    ax1.plot(x, grad, linewidth=2.5, label=name, color=colors[idx])\n",
    "\n",
    "ax1.axvline(0, color='red', linestyle='--', alpha=0.5, label='Threshold')\n",
    "ax1.axhline(0, color='black', linestyle='-', alpha=0.3)\n",
    "ax1.set_xlabel('Input (x)', fontsize=12)\n",
    "ax1.set_ylabel('Gradient Value', fontsize=12)\n",
    "ax1.set_title('Gradient Comparison', fontsize=14, fontweight='bold')\n",
    "ax1.legend(fontsize=10, loc='upper right')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "\n",
    "# Plot gradient width comparison (zoomed)\n",
    "x_zoom = jnp.linspace(-1.5, 1.5, 1000)\n",
    "\n",
    "for idx, (name, sg) in enumerate(compare_surrogates):\n",
    "    grad = sg.surrogate_grad(x_zoom)\n",
    "    ax2.plot(x_zoom, grad, linewidth=2.5, label=name, color=colors[idx])\n",
    "\n",
    "ax2.axvline(0, color='red', linestyle='--', alpha=0.5, label='Threshold')\n",
    "ax2.axhline(0, color='black', linestyle='-', alpha=0.3)\n",
    "ax2.set_xlabel('Input (x)', fontsize=12)\n",
    "ax2.set_ylabel('Gradient Value', fontsize=12)\n",
    "ax2.set_title('Gradient Comparison (Zoomed)', fontsize=14, fontweight='bold')\n",
    "ax2.legend(fontsize=10, loc='upper right')\n",
    "ax2.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nKey observations:\")\n",
    "print(\"• GaussianGrad: Narrow, peaked gradient\")\n",
    "print(\"• Sigmoid/Arctan/ERF: Medium width, smooth decay\")\n",
    "print(\"• PiecewiseQuadratic/ReluGrad: Finite support (hard cutoff)\")\n",
    "print(\"\\nChoice impacts:\")\n",
    "print(\"• Narrow gradients: More selective, faster convergence\")\n",
    "print(\"• Wide gradients: More gradient flow, more stable\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== GRADIENT SHAPE COMPARISON ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x600 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",
      "Key observations:\n",
      "• GaussianGrad: Narrow, peaked gradient\n",
      "• Sigmoid/Arctan/ERF: Medium width, smooth decay\n",
      "• PiecewiseQuadratic/ReluGrad: Finite support (hard cutoff)\n",
      "\n",
      "Choice impacts:\n",
      "• Narrow gradients: More selective, faster convergence\n",
      "• Wide gradients: More gradient flow, more stable\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Effect of Hyperparameters\n",
    "\n",
    "Most surrogate functions have a **steepness parameter** (usually called `alpha`) that controls the shape of the gradient."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:26:56.498841Z",
     "start_time": "2025-10-06T02:26:56.251834Z"
    }
   },
   "source": [
    "# Demonstrate effect of alpha parameter\n",
    "print(\"=== HYPERPARAMETER EFFECTS: Alpha ===\")\n",
    "\n",
    "alphas = [0.5, 1.0, 2.0, 4.0, 8.0]\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# Sigmoid example\n",
    "for alpha in alphas:\n",
    "    sg = surrogate.Sigmoid(alpha=alpha)\n",
    "    surrogate_fun = sg.surrogate_fun(x)\n",
    "    axes[0].plot(x, surrogate_fun, linewidth=2, label=f'α = {alpha}')\n",
    "\n",
    "axes[0].plot(x, jnp.where(x >= 0, 1.0, 0.0), 'k--', linewidth=2, alpha=0.5, label='Heaviside')\n",
    "axes[0].axvline(0, color='red', linestyle='--', alpha=0.5)\n",
    "axes[0].set_xlabel('Input (x)', fontsize=12)\n",
    "axes[0].set_ylabel('Function Value', fontsize=12)\n",
    "axes[0].set_title('Sigmoid: Effect of Alpha on Function', fontsize=14, fontweight='bold')\n",
    "axes[0].legend(fontsize=10)\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "axes[0].set_ylim(-0.1, 1.1)\n",
    "\n",
    "# Gradients\n",
    "for alpha in alphas:\n",
    "    sg = surrogate.Sigmoid(alpha=alpha)\n",
    "    grad = sg.surrogate_grad(x)\n",
    "    axes[1].plot(x, grad, linewidth=2, label=f'α = {alpha}')\n",
    "\n",
    "axes[1].axvline(0, color='red', linestyle='--', alpha=0.5)\n",
    "axes[1].axhline(0, color='black', linestyle='-', alpha=0.3)\n",
    "axes[1].set_xlabel('Input (x)', fontsize=12)\n",
    "axes[1].set_ylabel('Gradient Value', fontsize=12)\n",
    "axes[1].set_title('Sigmoid: Effect of Alpha on Gradient', fontsize=14, fontweight='bold')\n",
    "axes[1].legend(fontsize=10)\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nEffect of increasing α:\")\n",
    "print(\"• Surrogate function becomes steeper (closer to Heaviside)\")\n",
    "print(\"• Gradient becomes narrower and taller\")\n",
    "print(\"• Peak gradient value increases\")\n",
    "print(\"\\nTrade-off:\")\n",
    "print(\"• High α: More accurate approximation, but narrower gradient flow\")\n",
    "print(\"• Low α: Wider gradient flow, but less accurate approximation\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== HYPERPARAMETER EFFECTS: Alpha ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x600 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",
      "Effect of increasing α:\n",
      "• Surrogate function becomes steeper (closer to Heaviside)\n",
      "• Gradient becomes narrower and taller\n",
      "• Peak gradient value increases\n",
      "\n",
      "Trade-off:\n",
      "• High α: More accurate approximation, but narrower gradient flow\n",
      "• Low α: Wider gradient flow, but less accurate approximation\n"
     ]
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Practical Usage in SNNs\n",
    "\n",
    "Let's see how to use surrogate gradients in a simple spiking neuron model."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:26:59.194233Z",
     "start_time": "2025-10-06T02:26:58.324575Z"
    }
   },
   "source": [
    "# Simple LIF neuron with surrogate gradient\n",
    "print(\"=== PRACTICAL EXAMPLE: LIF Neuron ===\")\n",
    "\n",
    "# LIF neuron parameters\n",
    "tau = 10.0  # membrane time constant (ms)\n",
    "v_th = 1.0  # threshold voltage\n",
    "dt = 0.1    # time step (ms)\n",
    "\n",
    "# Choose surrogate gradient\n",
    "spike_grad = surrogate.Sigmoid(alpha=4.0)\n",
    "\n",
    "def lif_step(v, i_input):\n",
    "    \"\"\"Single step of LIF neuron dynamics.\"\"\"\n",
    "    # Update membrane potential\n",
    "    dv = (-v + i_input) / tau * dt\n",
    "    v = v + dv\n",
    "    \n",
    "    # Generate spike with surrogate gradient\n",
    "    spike = spike_grad(v - v_th)\n",
    "    \n",
    "    # Reset after spike\n",
    "    v = v * (1.0 - spike)\n",
    "    \n",
    "    return v, spike\n",
    "\n",
    "# Simulate neuron\n",
    "n_steps = 500\n",
    "i_input = jnp.ones(n_steps) * 1.5  # Constant input current\n",
    "\n",
    "v_trace = []\n",
    "spike_trace = []\n",
    "v = jnp.array(0.0)\n",
    "\n",
    "for i in range(n_steps):\n",
    "    v, spike = lif_step(v, i_input[i])\n",
    "    v_trace.append(float(v))\n",
    "    spike_trace.append(float(spike))\n",
    "\n",
    "v_trace = jnp.array(v_trace)\n",
    "spike_trace = jnp.array(spike_trace)\n",
    "time = jnp.arange(n_steps) * dt\n",
    "\n",
    "# Plot results\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(14, 8))\n",
    "\n",
    "# Membrane potential\n",
    "ax1.plot(time, v_trace, 'b-', linewidth=2, label='Membrane potential')\n",
    "ax1.axhline(v_th, color='red', linestyle='--', linewidth=2, label='Threshold')\n",
    "spike_times = time[spike_trace > 0.5]\n",
    "ax1.scatter(spike_times, jnp.ones_like(spike_times) * v_th, \n",
    "           color='red', s=100, zorder=5, label='Spikes', marker='^')\n",
    "ax1.set_ylabel('Membrane Potential (V)', fontsize=12)\n",
    "ax1.set_title('LIF Neuron with Surrogate Gradient', fontsize=14, fontweight='bold')\n",
    "ax1.legend(fontsize=11)\n",
    "ax1.grid(True, alpha=0.3)\n",
    "\n",
    "# Spikes\n",
    "ax2.eventplot(spike_times, lineoffsets=0.5, linelengths=0.8, linewidths=2, color='red')\n",
    "ax2.set_xlabel('Time (ms)', fontsize=12)\n",
    "ax2.set_ylabel('Spike', fontsize=12)\n",
    "ax2.set_ylim(0, 1)\n",
    "ax2.set_yticks([0, 1])\n",
    "ax2.set_yticklabels(['No', 'Yes'])\n",
    "ax2.set_title('Spike Train Output', fontsize=14, fontweight='bold')\n",
    "ax2.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"\\nSimulation results:\")\n",
    "print(f\"• Total spikes: {jnp.sum(spike_trace > 0.5):.0f}\")\n",
    "print(f\"• Firing rate: {jnp.sum(spike_trace > 0.5) / (n_steps * dt) * 1000:.1f} Hz\")\n",
    "print(f\"\\n✅ Spikes are discrete (0 or 1) in forward pass\")\n",
    "print(f\"✅ But gradients flow through via surrogate function!\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== PRACTICAL EXAMPLE: LIF Neuron ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x800 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",
      "Simulation results:\n",
      "• Total spikes: 4\n",
      "• Firing rate: 80.0 Hz\n",
      "\n",
      "✅ Spikes are discrete (0 or 1) in forward pass\n",
      "✅ But gradients flow through via surrogate function!\n"
     ]
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:27:03.758508Z",
     "start_time": "2025-10-06T02:27:02.119523Z"
    }
   },
   "source": [
    "# Demonstrate gradient flow through neuron\n",
    "print(\"=== GRADIENT FLOW DEMONSTRATION ===\")\n",
    "\n",
    "def neuron_output(i_input_value):\n",
    "    \"\"\"Compute total spikes for given input.\"\"\"\n",
    "    v = jnp.array(0.0)\n",
    "    total_spikes = 0.0\n",
    "    \n",
    "    for _ in range(100):\n",
    "        dv = (-v + i_input_value) / tau * dt\n",
    "        v = v + dv\n",
    "        spike = spike_grad(v - v_th)\n",
    "        total_spikes = total_spikes + spike\n",
    "        v = v * (1.0 - spike)\n",
    "    \n",
    "    return total_spikes\n",
    "\n",
    "# Compute gradient of output w.r.t. input current\n",
    "test_currents = jnp.linspace(0.5, 2.5, 50)\n",
    "outputs = jax.vmap(neuron_output)(test_currents)\n",
    "gradients = jax.vmap(jax.grad(neuron_output))(test_currents)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 5))\n",
    "\n",
    "# Input-output relationship\n",
    "ax1.plot(test_currents, outputs, 'bo-', linewidth=2, markersize=6)\n",
    "ax1.set_xlabel('Input Current', fontsize=12)\n",
    "ax1.set_ylabel('Total Spikes (100 steps)', fontsize=12)\n",
    "ax1.set_title('Neuron Input-Output Function', fontsize=14, fontweight='bold')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "\n",
    "# Gradient of output w.r.t. input\n",
    "ax2.plot(test_currents, gradients, 'ro-', linewidth=2, markersize=6)\n",
    "ax2.axhline(0, color='black', linestyle='-', alpha=0.3)\n",
    "ax2.set_xlabel('Input Current', fontsize=12)\n",
    "ax2.set_ylabel('Gradient (∂spikes/∂current)', fontsize=12)\n",
    "ax2.set_title('Gradient Flow', fontsize=14, fontweight='bold')\n",
    "ax2.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✅ Gradient successfully flows through spiking neuron!\")\n",
    "print(\"✅ This enables learning in SNNs via backpropagation\")\n",
    "print(f\"\\nGradient statistics:\")\n",
    "print(f\"• Mean gradient: {jnp.mean(gradients):.4f}\")\n",
    "print(f\"• Max gradient: {jnp.max(gradients):.4f}\")\n",
    "print(f\"• Min gradient: {jnp.min(gradients):.4f}\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== GRADIENT FLOW DEMONSTRATION ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x500 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",
      "✅ Gradient successfully flows through spiking neuron!\n",
      "✅ This enables learning in SNNs via backpropagation\n",
      "\n",
      "Gradient statistics:\n",
      "• Mean gradient: 2.0763\n",
      "• Max gradient: 3.0740\n",
      "• Min gradient: 1.6188\n"
     ]
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Choosing the Right Surrogate\n",
    "\n",
    "Different surrogates work better for different tasks. Here's a quick guide:\n",
    "\n",
    "### Recommended Surrogates\n",
    "\n",
    "| Surrogate | When to Use | Pros | Cons |\n",
    "|-----------|-------------|------|------|\n",
    "| **Sigmoid** | General purpose, default choice | Smooth, well-studied | Unbounded support |\n",
    "| **Arctan** | Similar to Sigmoid | Smoother than sigmoid | Slower computation |\n",
    "| **GaussianGrad** | Need precise gradient control | Symmetric, peaked | Requires sigma tuning |\n",
    "| **PiecewiseQuadratic** | Memory efficiency important | Finite support, fast | Less smooth |\n",
    "| **ReluGrad** | Deep SNNs | Finite support, stable | May need tuning |\n",
    "| **SuperSpike (GaussianGrad)** | Research baseline | Well-studied | Standard choice |\n",
    "\n",
    "### General Guidelines\n",
    "\n",
    "1. **Start with Sigmoid** (α=4.0): Good default for most tasks\n",
    "2. **Use GaussianGrad** for precise control: Popular in research\n",
    "3. **Try PiecewiseQuadratic** for efficiency: Finite support saves memory\n",
    "4. **Experiment with α**: Tune steepness for your specific task\n",
    "\n",
    "### Performance Comparison"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:27:29.892492Z",
     "start_time": "2025-10-06T02:27:24.854329Z"
    }
   },
   "source": [
    "# Compare different surrogates on the same task\n",
    "print(\"=== SURROGATE COMPARISON ON LIF NEURON ===\")\n",
    "\n",
    "surrogates_to_test = {\n",
    "    'Sigmoid (α=4)': surrogate.Sigmoid(alpha=4.0),\n",
    "    'GaussianGrad': surrogate.GaussianGrad(sigma=0.5, alpha=1.0),\n",
    "    'PiecewiseQuadratic': surrogate.PiecewiseQuadratic(alpha=1.0),\n",
    "    'Arctan (α=3)': surrogate.Arctan(alpha=3.0),\n",
    "}\n",
    "\n",
    "test_currents = jnp.linspace(0.5, 2.5, 30)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "for name, sg in surrogates_to_test.items():\n",
    "    def neuron_with_surrogate(i_input_value):\n",
    "        v = jnp.array(0.0)\n",
    "        total_spikes = 0.0\n",
    "        for _ in range(100):\n",
    "            v = v + (-v + i_input_value) / tau * dt\n",
    "            spike = sg(v - v_th)\n",
    "            total_spikes = total_spikes + spike\n",
    "            v = v * (1.0 - spike)\n",
    "        return total_spikes\n",
    "    \n",
    "    outputs = jax.vmap(neuron_with_surrogate)(test_currents)\n",
    "    gradients = jax.vmap(jax.grad(neuron_with_surrogate))(test_currents)\n",
    "    \n",
    "    axes[0].plot(test_currents, outputs, 'o-', linewidth=2, markersize=5, label=name)\n",
    "    axes[1].plot(test_currents, gradients, 'o-', linewidth=2, markersize=5, label=name)\n",
    "\n",
    "axes[0].set_xlabel('Input Current', fontsize=12)\n",
    "axes[0].set_ylabel('Total Spikes', fontsize=12)\n",
    "axes[0].set_title('Output Comparison', fontsize=14, fontweight='bold')\n",
    "axes[0].legend(fontsize=10)\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "axes[1].set_xlabel('Input Current', fontsize=12)\n",
    "axes[1].set_ylabel('Gradient', fontsize=12)\n",
    "axes[1].set_title('Gradient Comparison', fontsize=14, fontweight='bold')\n",
    "axes[1].legend(fontsize=10)\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "axes[1].axhline(0, color='black', linestyle='-', alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nObservations:\")\n",
    "print(\"• All surrogates produce same forward behavior (spikes)\")\n",
    "print(\"• Different gradient magnitudes and shapes\")\n",
    "print(\"• Choice affects learning dynamics, not output\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== SURROGATE COMPARISON ON LIF NEURON ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x600 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",
      "Observations:\n",
      "• All surrogates produce same forward behavior (spikes)\n",
      "• Different gradient magnitudes and shapes\n",
      "• Choice affects learning dynamics, not output\n"
     ]
    }
   ],
   "execution_count": 12
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
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 },
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