{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 2: Customizing Surrogate Gradients for SNNs\n",
    "\n",
    "This tutorial teaches you how to **create custom surrogate gradient functions** tailored to your specific needs. We'll cover:\n",
    "\n",
    "1. **Understanding the Surrogate API** - Base class and structure\n",
    "2. **Creating Custom Surrogates** - Step-by-step implementation\n",
    "3. **Advanced Techniques** - Asymmetric, adaptive, and learned surrogates\n",
    "4. **Functional API** - Using surrogates without classes\n",
    "5. **Best Practices** - Design principles and optimization\n",
    "6. **Real-World Examples** - Task-specific surrogates\n",
    "\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:27:59.780256Z",
     "start_time": "2025-10-06T02:27:56.073230Z"
    }
   },
   "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",
    "from brainstate.util import PrettyObject\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. Understanding the Surrogate API\n",
    "\n",
    "All surrogate gradient functions in `braintools` inherit from the `Surrogate` base class:\n",
    "\n",
    "```python\n",
    "class Surrogate(PrettyObject):\n",
    "    def __call__(self, x):\n",
    "        \"\"\"Forward pass: returns Heaviside step function.\"\"\"\n",
    "        dx = self.surrogate_grad(x)\n",
    "        return heaviside_p.bind(x, dx)[0]\n",
    "    \n",
    "    def surrogate_fun(self, x) -> jax.Array:\n",
    "        \"\"\"The smooth surrogate function (for visualization).\"\"\"\n",
    "        raise NotImplementedError\n",
    "    \n",
    "    def surrogate_grad(self, x) -> jax.Array:\n",
    "        \"\"\"The gradient of the surrogate function (used in backprop).\"\"\"\n",
    "        raise NotImplementedError\n",
    "```\n",
    "\n",
    "To create a custom surrogate, you need to:\n",
    "1. Inherit from `Surrogate`\n",
    "2. Implement `surrogate_fun(x)` - the smooth approximation\n",
    "3. Implement `surrogate_grad(x)` - its gradient\n",
    "\n",
    "Let's start with a simple example!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Creating a Simple Custom Surrogate\n",
    "\n",
    "### Example 1: Triangular Surrogate\n",
    "\n",
    "Let's create a surrogate with a triangular gradient shape:\n",
    "\n",
    "$$\\sigma'(x) = \\max(0, 1 - |x|)$$"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:28:04.982157Z",
     "start_time": "2025-10-06T02:28:04.167768Z"
    }
   },
   "source": [
    "# Create a custom triangular surrogate\n",
    "print(\"=== CUSTOM TRIANGULAR SURROGATE ===\")\n",
    "\n",
    "class TriangularSurrogate(surrogate.Surrogate):\n",
    "    \"\"\"Surrogate with triangular gradient.\"\"\"\n",
    "    \n",
    "    def __init__(self, alpha=1.0):\n",
    "        super().__init__()\n",
    "        self.alpha = alpha\n",
    "    \n",
    "    def surrogate_fun(self, x):\n",
    "        \"\"\"Piecewise linear approximation to Heaviside.\"\"\"\n",
    "        # Linear interpolation from 0 to 1 around threshold\n",
    "        return jnp.clip(0.5 + x * self.alpha / 2, 0.0, 1.0)\n",
    "    \n",
    "    def surrogate_grad(self, x):\n",
    "        \"\"\"Triangular gradient: max(0, 1 - |x|).\"\"\"\n",
    "        return jnp.maximum(0.0, self.alpha * (1.0 - jnp.abs(x * self.alpha)))\n",
    "\n",
    "# Test the custom surrogate\n",
    "tri_surrogate = TriangularSurrogate(alpha=2.0)\n",
    "\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "# Compute values\n",
    "forward_output = tri_surrogate(x)\n",
    "surrogate_fun = tri_surrogate.surrogate_fun(x)\n",
    "surrogate_grad = tri_surrogate.surrogate_grad(x)\n",
    "\n",
    "# Visualize\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 (Heaviside)')\n",
    "axes[0].axvline(0, color='red', linestyle='--', alpha=0.5)\n",
    "axes[0].set_xlabel('Input (x)')\n",
    "axes[0].set_ylabel('Output')\n",
    "axes[0].set_title('Forward Pass')\n",
    "axes[0].legend()\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "axes[0].set_ylim(-0.1, 1.1)\n",
    "\n",
    "# Surrogate function\n",
    "axes[1].plot(x, surrogate_fun, 'g-', linewidth=3, label='Triangular σ(x)')\n",
    "axes[1].plot(x, forward_output, 'b--', linewidth=1, alpha=0.5, label='H(x)')\n",
    "axes[1].axvline(0, color='red', linestyle='--', alpha=0.5)\n",
    "axes[1].set_xlabel('Input (x)')\n",
    "axes[1].set_ylabel('Value')\n",
    "axes[1].set_title('Surrogate Function')\n",
    "axes[1].legend()\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "axes[1].set_ylim(-0.1, 1.1)\n",
    "\n",
    "# Gradient\n",
    "axes[2].plot(x, surrogate_grad, 'r-', linewidth=3, label=\"Triangular σ'(x)\")\n",
    "axes[2].fill_between(x, 0, surrogate_grad, alpha=0.3, color='red')\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].set_xlabel('Input (x)')\n",
    "axes[2].set_ylabel('Gradient')\n",
    "axes[2].set_title('Surrogate Gradient')\n",
    "axes[2].legend()\n",
    "axes[2].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"✅ Custom triangular surrogate created successfully!\")\n",
    "print(\"\\nKey features:\")\n",
    "print(\"• Finite support: gradient is zero outside [-1/α, 1/α]\")\n",
    "print(\"• Linear gradient decay\")\n",
    "print(\"• Peak gradient at x=0\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== CUSTOM TRIANGULAR SURROGATE ===\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": [
      "✅ Custom triangular surrogate created successfully!\n",
      "\n",
      "Key features:\n",
      "• Finite support: gradient is zero outside [-1/α, 1/α]\n",
      "• Linear gradient decay\n",
      "• Peak gradient at x=0\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:28:06.655086Z",
     "start_time": "2025-10-06T02:28:06.314547Z"
    }
   },
   "source": [
    "# Test gradient computation\n",
    "print(\"=== TESTING CUSTOM SURROGATE ===\")\n",
    "\n",
    "def loss_fn(x):\n",
    "    return jnp.sum(tri_surrogate(x))\n",
    "\n",
    "test_x = jnp.array([0.0, 0.5, 1.0])\n",
    "gradient = jax.grad(loss_fn)(test_x)\n",
    "\n",
    "print(f\"Input: {test_x}\")\n",
    "print(f\"Forward: {tri_surrogate(test_x)}\")\n",
    "print(f\"Gradient: {gradient}\")\n",
    "print(\"\\n✅ Gradient computation works correctly!\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== TESTING CUSTOM SURROGATE ===\n",
      "Input: [0.  0.5 1. ]\n",
      "Forward: [1. 1. 1.]\n",
      "Gradient: [2. 0. 0.]\n",
      "\n",
      "✅ Gradient computation works correctly!\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Advanced Custom Surrogates\n",
    "\n",
    "### Example 2: Asymmetric Surrogate\n",
    "\n",
    "Sometimes you want different gradient behavior for values above vs below threshold:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:28:10.935699Z",
     "start_time": "2025-10-06T02:28:10.563639Z"
    }
   },
   "source": [
    "# Asymmetric surrogate with different gradients above/below threshold\n",
    "print(\"=== ASYMMETRIC SURROGATE ===\")\n",
    "\n",
    "class AsymmetricSurrogate(surrogate.Surrogate):\n",
    "    \"\"\"Asymmetric surrogate with different gradients for positive/negative.\"\"\"\n",
    "    \n",
    "    def __init__(self, alpha_pos=4.0, alpha_neg=2.0):\n",
    "        super().__init__()\n",
    "        self.alpha_pos = alpha_pos  # Steepness above threshold\n",
    "        self.alpha_neg = alpha_neg  # Steepness below threshold\n",
    "    \n",
    "    def surrogate_fun(self, x):\n",
    "        \"\"\"Asymmetric sigmoid.\"\"\"\n",
    "        # Use different alpha for positive and negative x\n",
    "        alpha = jnp.where(x >= 0, self.alpha_pos, self.alpha_neg)\n",
    "        return 1.0 / (1.0 + jnp.exp(-alpha * x))\n",
    "    \n",
    "    def surrogate_grad(self, x):\n",
    "        \"\"\"Derivative of asymmetric sigmoid.\"\"\"\n",
    "        alpha = jnp.where(x >= 0, self.alpha_pos, self.alpha_neg)\n",
    "        sig = self.surrogate_fun(x)\n",
    "        return alpha * sig * (1.0 - sig)\n",
    "\n",
    "# Compare symmetric vs asymmetric\n",
    "sym_surrogate = surrogate.Sigmoid(alpha=3.0)\n",
    "asym_surrogate = AsymmetricSurrogate(alpha_pos=5.0, alpha_neg=2.0)\n",
    "\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# Functions\n",
    "axes[0].plot(x, sym_surrogate.surrogate_fun(x), 'b-', linewidth=2.5, label='Symmetric')\n",
    "axes[0].plot(x, asym_surrogate.surrogate_fun(x), 'r-', linewidth=2.5, label='Asymmetric')\n",
    "axes[0].axvline(0, color='gray', 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('Surrogate Functions', fontsize=14, fontweight='bold')\n",
    "axes[0].legend(fontsize=11)\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "axes[0].set_ylim(-0.1, 1.1)\n",
    "\n",
    "# Gradients\n",
    "axes[1].plot(x, sym_surrogate.surrogate_grad(x), 'b-', linewidth=2.5, label='Symmetric')\n",
    "axes[1].plot(x, asym_surrogate.surrogate_grad(x), 'r-', linewidth=2.5, label='Asymmetric')\n",
    "axes[1].axvline(0, color='gray', linestyle='--', alpha=0.5, label='Threshold')\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('Surrogate Gradients', fontsize=14, fontweight='bold')\n",
    "axes[1].legend(fontsize=11)\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✅ Asymmetric surrogate allows different learning rates\")\n",
    "print(\"   for encouraging vs discouraging spikes!\")\n",
    "print(\"\\nUse cases:\")\n",
    "print(\"• Stronger gradient below threshold → encourage spiking\")\n",
    "print(\"• Stronger gradient above threshold → discourage spiking\")\n",
    "print(\"• Useful for sparse coding or energy efficiency\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== ASYMMETRIC SURROGATE ===\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",
      "✅ Asymmetric surrogate allows different learning rates\n",
      "   for encouraging vs discouraging spikes!\n",
      "\n",
      "Use cases:\n",
      "• Stronger gradient below threshold → encourage spiking\n",
      "• Stronger gradient above threshold → discourage spiking\n",
      "• Useful for sparse coding or energy efficiency\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 3: Multi-Scale Surrogate\n",
    "\n",
    "Combine multiple scales for better gradient coverage:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:28:18.840058Z",
     "start_time": "2025-10-06T02:28:18.474364Z"
    }
   },
   "source": [
    "# Multi-scale surrogate combining narrow and wide gradients\n",
    "print(\"=== MULTI-SCALE SURROGATE ===\")\n",
    "\n",
    "class MultiScaleSurrogate(surrogate.Surrogate):\n",
    "    \"\"\"Combination of narrow and wide surrogates.\"\"\"\n",
    "    \n",
    "    def __init__(self, alpha_narrow=8.0, alpha_wide=2.0, weight_narrow=0.7):\n",
    "        super().__init__()\n",
    "        self.alpha_narrow = alpha_narrow\n",
    "        self.alpha_wide = alpha_wide\n",
    "        self.weight_narrow = weight_narrow\n",
    "        self.weight_wide = 1.0 - weight_narrow\n",
    "    \n",
    "    def surrogate_fun(self, x):\n",
    "        \"\"\"Weighted combination of two sigmoids.\"\"\"\n",
    "        sig_narrow = 1.0 / (1.0 + jnp.exp(-self.alpha_narrow * x))\n",
    "        sig_wide = 1.0 / (1.0 + jnp.exp(-self.alpha_wide * x))\n",
    "        return self.weight_narrow * sig_narrow + self.weight_wide * sig_wide\n",
    "    \n",
    "    def surrogate_grad(self, x):\n",
    "        \"\"\"Weighted combination of gradients.\"\"\"\n",
    "        # Narrow component\n",
    "        sig_n = 1.0 / (1.0 + jnp.exp(-self.alpha_narrow * x))\n",
    "        grad_n = self.alpha_narrow * sig_n * (1.0 - sig_n)\n",
    "        \n",
    "        # Wide component\n",
    "        sig_w = 1.0 / (1.0 + jnp.exp(-self.alpha_wide * x))\n",
    "        grad_w = self.alpha_wide * sig_w * (1.0 - sig_w)\n",
    "        \n",
    "        return self.weight_narrow * grad_n + self.weight_wide * grad_w\n",
    "\n",
    "# Compare with single-scale\n",
    "single_scale = surrogate.Sigmoid(alpha=4.0)\n",
    "multi_scale = MultiScaleSurrogate(alpha_narrow=8.0, alpha_wide=2.0, weight_narrow=0.6)\n",
    "\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "fig, axes = plt.subplots(2, 2, figsize=(16, 10))\n",
    "\n",
    "# Single-scale function\n",
    "axes[0, 0].plot(x, single_scale.surrogate_fun(x), 'b-', linewidth=2.5, label='Single-scale')\n",
    "axes[0, 0].axvline(0, color='gray', linestyle='--', alpha=0.5)\n",
    "axes[0, 0].set_ylabel('Function Value', fontsize=12)\n",
    "axes[0, 0].set_title('Single-Scale Surrogate', fontsize=14, fontweight='bold')\n",
    "axes[0, 0].legend(fontsize=11)\n",
    "axes[0, 0].grid(True, alpha=0.3)\n",
    "axes[0, 0].set_ylim(-0.1, 1.1)\n",
    "\n",
    "# Single-scale gradient\n",
    "axes[1, 0].plot(x, single_scale.surrogate_grad(x), 'b-', linewidth=2.5)\n",
    "axes[1, 0].fill_between(x, 0, single_scale.surrogate_grad(x), alpha=0.3, color='blue')\n",
    "axes[1, 0].axvline(0, color='gray', linestyle='--', alpha=0.5)\n",
    "axes[1, 0].set_xlabel('Input (x)', fontsize=12)\n",
    "axes[1, 0].set_ylabel('Gradient', fontsize=12)\n",
    "axes[1, 0].grid(True, alpha=0.3)\n",
    "\n",
    "# Multi-scale function\n",
    "axes[0, 1].plot(x, multi_scale.surrogate_fun(x), 'r-', linewidth=2.5, label='Multi-scale')\n",
    "axes[0, 1].axvline(0, color='gray', linestyle='--', alpha=0.5)\n",
    "axes[0, 1].set_ylabel('Function Value', fontsize=12)\n",
    "axes[0, 1].set_title('Multi-Scale Surrogate', fontsize=14, fontweight='bold')\n",
    "axes[0, 1].legend(fontsize=11)\n",
    "axes[0, 1].grid(True, alpha=0.3)\n",
    "axes[0, 1].set_ylim(-0.1, 1.1)\n",
    "\n",
    "# Multi-scale gradient with components\n",
    "sig_n = 1.0 / (1.0 + jnp.exp(-8.0 * x))\n",
    "grad_n = 8.0 * sig_n * (1.0 - sig_n)\n",
    "sig_w = 1.0 / (1.0 + jnp.exp(-2.0 * x))\n",
    "grad_w = 2.0 * sig_w * (1.0 - sig_w)\n",
    "\n",
    "axes[1, 1].plot(x, grad_n, 'r--', linewidth=1.5, alpha=0.6, label='Narrow (α=8)')\n",
    "axes[1, 1].plot(x, grad_w, 'b--', linewidth=1.5, alpha=0.6, label='Wide (α=2)')\n",
    "axes[1, 1].plot(x, multi_scale.surrogate_grad(x), 'purple', linewidth=2.5, label='Combined')\n",
    "axes[1, 1].fill_between(x, 0, multi_scale.surrogate_grad(x), alpha=0.3, color='purple')\n",
    "axes[1, 1].axvline(0, color='gray', linestyle='--', alpha=0.5)\n",
    "axes[1, 1].set_xlabel('Input (x)', fontsize=12)\n",
    "axes[1, 1].set_ylabel('Gradient', fontsize=12)\n",
    "axes[1, 1].legend(fontsize=10)\n",
    "axes[1, 1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✅ Multi-scale surrogate combines best of both worlds:\")\n",
    "print(\"   • Narrow component: Precise gradients near threshold\")\n",
    "print(\"   • Wide component: Broad gradient coverage\")\n",
    "print(\"\\nBenefits:\")\n",
    "print(\"• Better gradient flow for far-from-threshold neurons\")\n",
    "print(\"• Maintains precision near threshold\")\n",
    "print(\"• Can improve training in deep SNNs\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== MULTI-SCALE SURROGATE ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x1000 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",
      "✅ Multi-scale surrogate combines best of both worlds:\n",
      "   • Narrow component: Precise gradients near threshold\n",
      "   • Wide component: Broad gradient coverage\n",
      "\n",
      "Benefits:\n",
      "• Better gradient flow for far-from-threshold neurons\n",
      "• Maintains precision near threshold\n",
      "• Can improve training in deep SNNs\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Functional API for Custom Surrogates\n",
    "\n",
    "You can also create surrogates using JAX custom gradients without defining classes:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:28:29.864920Z",
     "start_time": "2025-10-06T02:28:29.212749Z"
    }
   },
   "source": [
    "# Create surrogate using JAX custom_vjp (functional approach)\n",
    "print(\"=== FUNCTIONAL SURROGATE API ===\")\n",
    "\n",
    "def create_custom_surrogate(grad_fn):\n",
    "    \"\"\"Factory function to create surrogate with custom gradient.\"\"\"\n",
    "    \n",
    "    @jax.custom_vjp\n",
    "    def spike_fn(x):\n",
    "        # Forward: Heaviside step\n",
    "        return jnp.where(x >= 0, 1.0, 0.0)\n",
    "    \n",
    "    def spike_fn_fwd(x):\n",
    "        return spike_fn(x), x\n",
    "    \n",
    "    def spike_fn_bwd(x, g):\n",
    "        # Backward: custom gradient\n",
    "        return (g * grad_fn(x),)\n",
    "    \n",
    "    spike_fn.defvjp(spike_fn_fwd, spike_fn_bwd)\n",
    "    return spike_fn\n",
    "\n",
    "# Example: Cosine gradient\n",
    "def cosine_grad(x, width=1.0):\n",
    "    \"\"\"Cosine-shaped gradient.\"\"\"\n",
    "    return jnp.where(\n",
    "        jnp.abs(x) < width,\n",
    "        (jnp.cos(jnp.pi * x / width) + 1.0) / 2.0,\n",
    "        0.0\n",
    "    )\n",
    "\n",
    "# Create functional surrogate\n",
    "cosine_spike = create_custom_surrogate(cosine_grad)\n",
    "\n",
    "# Test it\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "forward = jax.vmap(cosine_spike)(x)\n",
    "gradient = jax.vmap(jax.grad(lambda x: cosine_spike(x)))(x)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# Forward\n",
    "axes[0].plot(x, forward, 'b-', linewidth=3, label='Forward (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('Output', fontsize=12)\n",
    "axes[0].set_title('Functional Surrogate - Forward', fontsize=14, fontweight='bold')\n",
    "axes[0].legend(fontsize=11)\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "axes[0].set_ylim(-0.1, 1.1)\n",
    "\n",
    "# Gradient\n",
    "axes[1].plot(x, gradient, 'r-', linewidth=3, label='Cosine gradient')\n",
    "axes[1].fill_between(x, 0, gradient, alpha=0.3, color='red')\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('Gradient', fontsize=12)\n",
    "axes[1].set_title('Functional Surrogate - Gradient', fontsize=14, fontweight='bold')\n",
    "axes[1].legend(fontsize=11)\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✅ Functional API provides flexibility without class overhead\")\n",
    "print(\"\\nAdvantages:\")\n",
    "print(\"• Quick prototyping\")\n",
    "print(\"• Easy to compose\")\n",
    "print(\"• Full JAX compatibility\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== FUNCTIONAL SURROGATE API ===\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",
      "✅ Functional API provides flexibility without class overhead\n",
      "\n",
      "Advantages:\n",
      "• Quick prototyping\n",
      "• Easy to compose\n",
      "• Full JAX compatibility\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Adaptive Surrogates\n",
    "\n",
    "Create surrogates that adapt based on training dynamics:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:28:36.057805Z",
     "start_time": "2025-10-06T02:28:35.787159Z"
    }
   },
   "source": [
    "# Temperature-scaled surrogate (common in annealing)\n",
    "print(\"=== ADAPTIVE TEMPERATURE-SCALED SURROGATE ===\")\n",
    "\n",
    "class TemperatureScaledSurrogate(surrogate.Surrogate):\n",
    "    \"\"\"Surrogate with temperature scaling (annealing).\"\"\"\n",
    "    \n",
    "    def __init__(self, alpha=4.0, temperature=1.0):\n",
    "        super().__init__()\n",
    "        self.alpha = alpha\n",
    "        self.temperature = temperature\n",
    "    \n",
    "    def surrogate_fun(self, x):\n",
    "        \"\"\"Temperature-scaled sigmoid.\"\"\"\n",
    "        return 1.0 / (1.0 + jnp.exp(-self.alpha * x / self.temperature))\n",
    "    \n",
    "    def surrogate_grad(self, x):\n",
    "        \"\"\"Temperature-scaled gradient.\"\"\"\n",
    "        sig = self.surrogate_fun(x)\n",
    "        return (self.alpha / self.temperature) * sig * (1.0 - sig)\n",
    "    \n",
    "    def set_temperature(self, temp):\n",
    "        \"\"\"Update temperature (e.g., during training).\"\"\"\n",
    "        self.temperature = temp\n",
    "\n",
    "# Demonstrate temperature annealing\n",
    "temperatures = [2.0, 1.0, 0.5, 0.25]\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "colors = plt.cm.YlOrRd(np.linspace(0.3, 1.0, len(temperatures)))\n",
    "\n",
    "for temp, color in zip(temperatures, colors):\n",
    "    sg = TemperatureScaledSurrogate(alpha=4.0, temperature=temp)\n",
    "    \n",
    "    axes[0].plot(x, sg.surrogate_fun(x), linewidth=2.5, \n",
    "                color=color, label=f'T = {temp}')\n",
    "    axes[1].plot(x, sg.surrogate_grad(x), linewidth=2.5, \n",
    "                color=color, label=f'T = {temp}')\n",
    "\n",
    "# Function\n",
    "axes[0].plot(x, jnp.where(x >= 0, 1.0, 0.0), 'k--', linewidth=2, alpha=0.5, label='Target')\n",
    "axes[0].axvline(0, color='gray', 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('Temperature Annealing - Function', fontsize=14, fontweight='bold')\n",
    "axes[0].legend(fontsize=11)\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "axes[0].set_ylim(-0.1, 1.1)\n",
    "\n",
    "# Gradient\n",
    "axes[1].axvline(0, color='gray', 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', fontsize=12)\n",
    "axes[1].set_title('Temperature Annealing - Gradient', fontsize=14, fontweight='bold')\n",
    "axes[1].legend(fontsize=11)\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✅ Temperature annealing strategy:\")\n",
    "print(\"   1. Start with high T (soft, wide gradients) → easier learning\")\n",
    "print(\"   2. Gradually decrease T → sharper approximation\")\n",
    "print(\"   3. End with low T (steep, precise) → closer to Heaviside\")\n",
    "print(\"\\nUsage:\")\n",
    "print(\"   sg = TemperatureScaledSurrogate()\")\n",
    "print(\"   # During training loop:\")\n",
    "print(\"   sg.set_temperature(initial_temp * (0.95 ** epoch))\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== ADAPTIVE TEMPERATURE-SCALED SURROGATE ===\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",
      "✅ Temperature annealing strategy:\n",
      "   1. Start with high T (soft, wide gradients) → easier learning\n",
      "   2. Gradually decrease T → sharper approximation\n",
      "   3. End with low T (steep, precise) → closer to Heaviside\n",
      "\n",
      "Usage:\n",
      "   sg = TemperatureScaledSurrogate()\n",
      "   # During training loop:\n",
      "   sg.set_temperature(initial_temp * (0.95 ** epoch))\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Task-Specific Surrogates\n",
    "\n",
    "### Example: Sparse Coding Surrogate\n",
    "\n",
    "Design a surrogate that encourages sparsity:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:28:41.435011Z",
     "start_time": "2025-10-06T02:28:41.055719Z"
    }
   },
   "source": [
    "# Surrogate designed for sparse spiking\n",
    "print(\"=== SPARSITY-PROMOTING SURROGATE ===\")\n",
    "\n",
    "class SparsitySurrogate(surrogate.Surrogate):\n",
    "    \"\"\"Surrogate that promotes sparse spiking.\"\"\"\n",
    "    \n",
    "    def __init__(self, alpha=4.0, bias=-0.5):\n",
    "        super().__init__()\n",
    "        self.alpha = alpha\n",
    "        self.bias = bias  # Negative bias discourages spiking\n",
    "    \n",
    "    def surrogate_fun(self, x):\n",
    "        \"\"\"Biased sigmoid.\"\"\"\n",
    "        return 1.0 / (1.0 + jnp.exp(-self.alpha * (x + self.bias)))\n",
    "    \n",
    "    def surrogate_grad(self, x):\n",
    "        \"\"\"Asymmetric gradient.\"\"\"\n",
    "        sig = self.surrogate_fun(x)\n",
    "        return self.alpha * sig * (1.0 - sig)\n",
    "\n",
    "# Compare normal vs sparsity-promoting\n",
    "normal_sg = surrogate.Sigmoid(alpha=4.0)\n",
    "sparse_sg = SparsitySurrogate(alpha=4.0, bias=-0.3)\n",
    "\n",
    "x = jnp.linspace(-3, 3, 1000)\n",
    "\n",
    "fig, axes = plt.subplots(2, 2, figsize=(16, 10))\n",
    "\n",
    "# Functions\n",
    "axes[0, 0].plot(x, normal_sg.surrogate_fun(x), 'b-', linewidth=2.5, label='Normal')\n",
    "axes[0, 0].plot(x, jnp.where(x >= 0, 1.0, 0.0), 'k--', linewidth=2, alpha=0.5)\n",
    "axes[0, 0].axvline(0, color='gray', linestyle='--', alpha=0.5)\n",
    "axes[0, 0].set_ylabel('Function Value', fontsize=12)\n",
    "axes[0, 0].set_title('Normal Surrogate', fontsize=14, fontweight='bold')\n",
    "axes[0, 0].legend(fontsize=11)\n",
    "axes[0, 0].grid(True, alpha=0.3)\n",
    "axes[0, 0].set_ylim(-0.1, 1.1)\n",
    "\n",
    "axes[0, 1].plot(x, sparse_sg.surrogate_fun(x), 'r-', linewidth=2.5, label='Sparsity-promoting')\n",
    "axes[0, 1].plot(x, jnp.where(x >= 0, 1.0, 0.0), 'k--', linewidth=2, alpha=0.5)\n",
    "axes[0, 1].axvline(0, color='gray', linestyle='--', alpha=0.5)\n",
    "axes[0, 1].axvline(-0.3, color='red', linestyle=':', alpha=0.7, label='Effective threshold')\n",
    "axes[0, 1].set_ylabel('Function Value', fontsize=12)\n",
    "axes[0, 1].set_title('Sparsity-Promoting Surrogate', fontsize=14, fontweight='bold')\n",
    "axes[0, 1].legend(fontsize=11)\n",
    "axes[0, 1].grid(True, alpha=0.3)\n",
    "axes[0, 1].set_ylim(-0.1, 1.1)\n",
    "\n",
    "# Gradients\n",
    "axes[1, 0].plot(x, normal_sg.surrogate_grad(x), 'b-', linewidth=2.5)\n",
    "axes[1, 0].fill_between(x, 0, normal_sg.surrogate_grad(x), alpha=0.3, color='blue')\n",
    "axes[1, 0].axvline(0, color='gray', linestyle='--', alpha=0.5)\n",
    "axes[1, 0].set_xlabel('Input (x)', fontsize=12)\n",
    "axes[1, 0].set_ylabel('Gradient', fontsize=12)\n",
    "axes[1, 0].grid(True, alpha=0.3)\n",
    "\n",
    "axes[1, 1].plot(x, sparse_sg.surrogate_grad(x), 'r-', linewidth=2.5)\n",
    "axes[1, 1].fill_between(x, 0, sparse_sg.surrogate_grad(x), alpha=0.3, color='red')\n",
    "axes[1, 1].axvline(0, color='gray', linestyle='--', alpha=0.5, label='True threshold')\n",
    "axes[1, 1].axvline(-0.3, color='red', linestyle=':', alpha=0.7, label='Gradient peak')\n",
    "axes[1, 1].set_xlabel('Input (x)', fontsize=12)\n",
    "axes[1, 1].set_ylabel('Gradient', fontsize=12)\n",
    "axes[1, 1].legend(fontsize=10)\n",
    "axes[1, 1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✅ Sparsity-promoting surrogate:\")\n",
    "print(\"   • Shifts gradient peak below threshold\")\n",
    "print(\"   • Requires higher input to spike\")\n",
    "print(\"   • Reduces overall firing rate\")\n",
    "print(\"\\nUse cases:\")\n",
    "print(\"   • Energy-efficient SNNs\")\n",
    "print(\"   • Sparse event-based processing\")\n",
    "print(\"   • Biological realism (low firing rates)\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== SPARSITY-PROMOTING SURROGATE ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x1000 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",
      "✅ Sparsity-promoting surrogate:\n",
      "   • Shifts gradient peak below threshold\n",
      "   • Requires higher input to spike\n",
      "   • Reduces overall firing rate\n",
      "\n",
      "Use cases:\n",
      "   • Energy-efficient SNNs\n",
      "   • Sparse event-based processing\n",
      "   • Biological realism (low firing rates)\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": "## 7. Real-World Application: Custom Surrogate for Event Camera Data"
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T02:29:10.447452Z",
     "start_time": "2025-10-06T02:29:09.567984Z"
    }
   },
   "source": [
    "# Event camera surrogate with polarity\n",
    "print(\"=== EVENT CAMERA SURROGATE ===\")\n",
    "\n",
    "class EventCameraSurrogate(surrogate.Surrogate):\n",
    "    \"\"\"Surrogate for event camera data (ON/OFF events).\"\"\"\n",
    "    \n",
    "    def __init__(self, alpha=4.0, on_threshold=0.0, off_threshold=0.0):\n",
    "        super().__init__()\n",
    "        self.alpha = alpha\n",
    "        self.on_threshold = on_threshold\n",
    "        self.off_threshold = off_threshold\n",
    "    \n",
    "    def surrogate_fun(self, x):\n",
    "        \"\"\"Approximates ON event detection.\"\"\"\n",
    "        return 1.0 / (1.0 + jnp.exp(-self.alpha * (x - self.on_threshold)))\n",
    "    \n",
    "    def surrogate_grad(self, x):\n",
    "        \"\"\"Gradient for ON events.\"\"\"\n",
    "        sig = self.surrogate_fun(x)\n",
    "        return self.alpha * sig * (1.0 - sig)\n",
    "\n",
    "# Simulate event camera change detection\n",
    "def simulate_event_camera(signal, surrogate_fn):\n",
    "    \"\"\"Simulate event camera using surrogate gradient.\"\"\"\n",
    "    changes = jnp.diff(signal, prepend=signal[0])\n",
    "    events = jax.vmap(surrogate_fn)(changes)\n",
    "    return events\n",
    "\n",
    "# Create test signal (brightness changes)\n",
    "t = jnp.linspace(0, 10, 200)\n",
    "signal = jnp.sin(t) + 0.3 * jnp.sin(3 * t)\n",
    "\n",
    "# Detect events\n",
    "event_sg = EventCameraSurrogate(alpha=10.0, on_threshold=0.1)\n",
    "events = simulate_event_camera(signal, event_sg)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(3, 1, figsize=(14, 10))\n",
    "\n",
    "# Original signal\n",
    "axes[0].plot(t, signal, 'b-', linewidth=2)\n",
    "axes[0].set_ylabel('Brightness', fontsize=12)\n",
    "axes[0].set_title('Event Camera Simulation', fontsize=14, fontweight='bold')\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# Changes\n",
    "changes = jnp.diff(signal, prepend=signal[0])\n",
    "axes[1].plot(t, changes, 'g-', linewidth=2)\n",
    "axes[1].axhline(0.1, color='r', linestyle='--', alpha=0.5, label='ON threshold')\n",
    "axes[1].axhline(-0.1, color='b', linestyle='--', alpha=0.5, label='OFF threshold')\n",
    "axes[1].set_ylabel('Brightness Change', fontsize=12)\n",
    "axes[1].legend(fontsize=10)\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "# Events\n",
    "event_times = t[events > 0.5]\n",
    "axes[2].eventplot(event_times, lineoffsets=0.5, linelengths=0.8, linewidths=2, color='red')\n",
    "axes[2].set_xlabel('Time', fontsize=12)\n",
    "axes[2].set_ylabel('Events', fontsize=12)\n",
    "axes[2].set_ylim(0, 1)\n",
    "axes[2].set_title(f'Detected Events (n={jnp.sum(events > 0.5):.0f})', fontsize=12)\n",
    "axes[2].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"\\n✅ Event camera surrogate:\")\n",
    "print(f\"   • Detected {jnp.sum(events > 0.5):.0f} events\")\n",
    "print(f\"   • Differentiable event detection\")\n",
    "print(f\"   • Can be trained end-to-end\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== EVENT CAMERA SURROGATE ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 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",
      "✅ Event camera surrogate:\n",
      "   • Detected 94 events\n",
      "   • Differentiable event detection\n",
      "   • Can be trained end-to-end\n"
     ]
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "\n",
    "When creating a custom surrogate:\n",
    "\n",
    "- [ ] Inherits from `surrogate.Surrogate`\n",
    "- [ ] Implements `surrogate_fun(x)` (smooth approximation)\n",
    "- [ ] Implements `surrogate_grad(x)` (gradient)\n",
    "- [ ] Function is monotonically increasing\n",
    "- [ ] Gradient is non-negative\n",
    "- [ ] Peak gradient near threshold (x=0)\n",
    "- [ ] Numerically stable (no NaN/Inf)\n",
    "- [ ] Works with different array shapes\n",
    "- [ ] JIT-compatible\n",
    "- [ ] Tested with `jax.grad`\n",
    "- [ ] Documented parameters\n",
    "\n",
    "Quick Reference\n",
    "\n",
    "```python\n",
    "# Template for custom surrogate\n",
    "class MySurrogate(surrogate.Surrogate):\n",
    "    def __init__(self, alpha=1.0):\n",
    "        super().__init__()\n",
    "        self.alpha = alpha\n",
    "    \n",
    "    def surrogate_fun(self, x):\n",
    "        # Return smooth approximation\n",
    "        return ...\n",
    "    \n",
    "    def surrogate_grad(self, x):\n",
    "        # Return gradient\n",
    "        return ...\n",
    "\n",
    "# Use it\n",
    "sg = MySurrogate(alpha=4.0)\n",
    "spike = sg(membrane_potential - threshold)\n",
    "```"
   ]
  }
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