{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ordinary Differential Equation (ODE) Integration Tutorial\n",
    "\n",
    "This tutorial demonstrates how to use the ordinary differential equation (ODE) integrators in BrainTools. We'll cover:\n",
    "\n",
    "1. **Basic integrators**: Euler, RK2, RK3, RK4\n",
    "2. **Advanced integrators**: Embedded methods with error estimation\n",
    "3. **Specialized methods**: Exponential Euler, Strong Stability Preserving\n",
    "4. **Performance comparison and accuracy analysis**\n",
    "5. **Practical neuroscience examples**\n",
    "\n",
    "All integrators in BrainTools operate on JAX PyTrees and use the global time step from `brainstate.environ`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup and Imports"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:45.290284Z",
     "start_time": "2025-09-23T09:15:14.710147Z"
    }
   },
   "source": [
    "import brainstate\n",
    "import brainunit as u\n",
    "import jax\n",
    "import jax.numpy as jnp\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import braintools\n",
    "\n",
    "# Set up plotting style\n",
    "plt.style.use('seaborn-v0_8')\n",
    "plt.rcParams['figure.figsize'] = (12, 8)\n",
    "plt.rcParams['font.size'] = 12\n",
    "\n",
    "# Enable JAX's float64 for better precision in this tutorial\n",
    "jax.config.update(\"jax_enable_x64\", True)"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Basic ODE Integrators\n",
    "\n",
    "Let's start with a simple example: the exponential decay equation.\n",
    "\n",
    "$$\\frac{dy}{dt} = -\\lambda y, \\quad y(0) = y_0$$\n",
    "\n",
    "The analytical solution is $y(t) = y_0 e^{-\\lambda t}$."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:45.417132Z",
     "start_time": "2025-09-23T09:26:45.318293Z"
    }
   },
   "source": [
    "# Define the ODE\n",
    "def exponential_decay(y, t, lam=1.0):\n",
    "    \"\"\"dy/dt = -lambda * y\"\"\"\n",
    "    return -lam * y\n",
    "\n",
    "\n",
    "# Analytical solution\n",
    "def analytical_solution(t, y0=1.0, lam=1.0):\n",
    "    return y0 * jnp.exp(-lam * t)\n",
    "\n",
    "\n",
    "# Integration parameters\n",
    "y0 = 1.0\n",
    "t_final = 3.0\n",
    "dt = 0.1\n",
    "lam = 1.0\n",
    "\n",
    "# Time array\n",
    "t_array = jnp.arange(0, t_final + dt, dt)\n",
    "n_steps = len(t_array) - 1\n",
    "\n",
    "print(f\"Integration from t=0 to t={t_final} with dt={dt}\")\n",
    "print(f\"Number of steps: {n_steps}\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Integration from t=0 to t=3.0 with dt=0.1\n",
      "Number of steps: 30\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Euler Method\n",
    "\n",
    "The simplest first-order method: $y_{n+1} = y_n + \\Delta t \\cdot f(y_n, t_n)$"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:45.937028Z",
     "start_time": "2025-09-23T09:26:45.438144Z"
    }
   },
   "source": [
    "# Integrate using Euler method\n",
    "def integrate_ode(integrator_func, f, y0, t_array, *args):\n",
    "    \"\"\"Generic ODE integration function\"\"\"\n",
    "    dt = t_array[1] - t_array[0]\n",
    "    y = y0\n",
    "\n",
    "    def step_run(y0, t):\n",
    "        y1 = integrator_func(f, y0, t, *args)\n",
    "        return y1, y1\n",
    "\n",
    "    with brainstate.environ.context(dt=dt):\n",
    "        y, y_values = brainstate.transform.scan(step_run, y, t_array)\n",
    "    return jax.block_until_ready(y_values)\n",
    "\n",
    "\n",
    "# Integrate with Euler method\n",
    "y_euler = integrate_ode(braintools.quad.ode_euler_step, exponential_decay, y0, t_array, lam)\n",
    "\n",
    "# Plot results\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(t_array, analytical_solution(t_array, y0, lam), 'k-', linewidth=2, label='Analytical')\n",
    "plt.plot(t_array, y_euler, 'ro-', markersize=4, label='Euler')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('y(t)')\n",
    "plt.title('Exponential Decay: Euler Method')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.show()\n",
    "\n",
    "# Calculate error\n",
    "analytical = analytical_solution(t_array, y0, lam)\n",
    "error_euler = jnp.abs(y_euler - analytical)\n",
    "print(f\"Euler method final error: {error_euler[-1]:.6f}\")"
   ],
   "outputs": [
    {
     "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": [
      "Euler method final error: 0.011635\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Runge-Kutta Methods\n",
    "\n",
    "Let's compare different orders of Runge-Kutta methods:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:46.416642Z",
     "start_time": "2025-09-23T09:26:45.958956Z"
    }
   },
   "source": [
    "# Integrate with different RK methods\n",
    "y_rk2 = integrate_ode(braintools.quad.ode_rk2_step, exponential_decay, y0, t_array, lam)\n",
    "y_rk3 = integrate_ode(braintools.quad.ode_rk3_step, exponential_decay, y0, t_array, lam)\n",
    "y_rk4 = integrate_ode(braintools.quad.ode_rk4_step, exponential_decay, y0, t_array, lam)\n",
    "\n",
    "# Plot comparison\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "# Main plot\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(t_array, analytical, 'k-', linewidth=3, label='Analytical')\n",
    "plt.plot(t_array, y_euler, 'ro-', markersize=3, label='Euler (1st order)')\n",
    "plt.plot(t_array, y_rk2, 'go-', markersize=3, label='RK2 (2nd order)')\n",
    "plt.plot(t_array, y_rk3, 'bo-', markersize=3, label='RK3 (3rd order)')\n",
    "plt.plot(t_array, y_rk4, 'mo-', markersize=3, label='RK4 (4th order)')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('y(t)')\n",
    "plt.title('Comparison of Runge-Kutta Methods')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Error plot\n",
    "plt.subplot(2, 1, 2)\n",
    "error_rk2 = jnp.abs(y_rk2 - analytical)\n",
    "error_rk3 = jnp.abs(y_rk3 - analytical)\n",
    "error_rk4 = jnp.abs(y_rk4 - analytical)\n",
    "\n",
    "plt.semilogy(t_array, error_euler, 'ro-', markersize=3, label='Euler error')\n",
    "plt.semilogy(t_array, error_rk2, 'go-', markersize=3, label='RK2 error')\n",
    "plt.semilogy(t_array, error_rk3, 'bo-', markersize=3, label='RK3 error')\n",
    "plt.semilogy(t_array, error_rk4, 'mo-', markersize=3, label='RK4 error')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Absolute Error (log scale)')\n",
    "plt.title('Error Comparison')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Print final errors\n",
    "print(\"Final errors:\")\n",
    "print(f\"Euler:  {error_euler[-1]:.2e}\")\n",
    "print(f\"RK2:    {error_rk2[-1]:.2e}\")\n",
    "print(f\"RK3:    {error_rk3[-1]:.2e}\")\n",
    "print(f\"RK4:    {error_rk4[-1]:.2e}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final errors:\n",
      "Euler:  1.16e-02\n",
      "RK2:    4.49e-03\n",
      "RK3:    4.74e-03\n",
      "RK4:    4.74e-03\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Embedded Methods with Error Estimation\n",
    "\n",
    "Embedded methods provide automatic error estimation by computing solutions of two different orders. Let's demonstrate this with the Bogacki-Shampine 2(3) and Dormand-Prince 5(4) methods."
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:46.485375Z",
     "start_time": "2025-09-23T09:26:46.481467Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def integrate_ode_with_error(integrator_func, f, y0, t_array, *args):\n",
    "    \"\"\"Integration function that returns both solution and error estimates\"\"\"\n",
    "    dt = t_array[1] - t_array[0]\n",
    "    y = y0\n",
    "\n",
    "    def step_run(y0, t):\n",
    "        y1, err = integrator_func(f, y0, t, *args, return_error=True)\n",
    "        return y1, (y1, err)\n",
    "\n",
    "    with brainstate.environ.context(dt=dt):\n",
    "        y, (y_values, errors) = brainstate.transform.scan(step_run, y, t_array)\n",
    "\n",
    "    return y_values, jax.block_until_ready(errors)"
   ],
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:47.329116Z",
     "start_time": "2025-09-23T09:26:46.557282Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Integrate with embedded methods\n",
    "y_rk23, err_rk23 = integrate_ode_with_error(braintools.quad.ode_rk23_step, exponential_decay, y0, t_array, lam)\n",
    "y_dopri5, err_dopri5 = integrate_ode_with_error(braintools.quad.ode_dopri5_step, exponential_decay, y0, t_array, lam)\n",
    "\n",
    "# Plot results with error estimates\n",
    "plt.figure(figsize=(14, 10))\n",
    "\n",
    "# Solution comparison\n",
    "plt.subplot(2, 2, 1)\n",
    "plt.plot(t_array, analytical, 'k-', linewidth=2, label='Analytical')\n",
    "plt.plot(t_array, y_rk23, 'ro-', markersize=3, label='RK23')\n",
    "plt.plot(t_array, y_dopri5, 'bo-', markersize=3, label='DOPRI5')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('y(t)')\n",
    "plt.title('Embedded Methods Solutions')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# True errors\n",
    "plt.subplot(2, 2, 2)\n",
    "true_err_rk23 = jnp.abs(y_rk23 - analytical)\n",
    "true_err_dopri5 = jnp.abs(y_dopri5 - analytical)\n",
    "plt.semilogy(t_array, true_err_rk23, 'ro-', markersize=3, label='RK23 true error')\n",
    "plt.semilogy(t_array, true_err_dopri5, 'bo-', markersize=3, label='DOPRI5 true error')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('True Error (log scale)')\n",
    "plt.title('True Errors')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Error estimates\n",
    "plt.subplot(2, 2, 3)\n",
    "plt.semilogy(t_array, jnp.abs(err_rk23), 'ro-', markersize=3, label='RK23 error estimate')\n",
    "plt.semilogy(t_array, jnp.abs(err_dopri5), 'bo-', markersize=3, label='DOPRI5 error estimate')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Error Estimate (log scale)')\n",
    "plt.title('Built-in Error Estimates')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Error estimate quality\n",
    "plt.subplot(2, 2, 4)\n",
    "ratio_rk23 = true_err_rk23[1:] / jnp.abs(err_rk23[1:])  # Skip first point (zero error)\n",
    "ratio_dopri5 = true_err_dopri5[1:] / jnp.abs(err_dopri5[1:])\n",
    "plt.plot(t_array[1:], ratio_rk23, 'ro-', markersize=3, label='RK23 ratio')\n",
    "plt.plot(t_array[1:], ratio_dopri5, 'bo-', markersize=3, label='DOPRI5 ratio')\n",
    "plt.axhline(y=1, color='k', linestyle='--', alpha=0.5, label='Perfect estimate')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('True Error / Error Estimate')\n",
    "plt.title('Error Estimate Quality')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nError estimate quality (closer to 1 is better):\")\n",
    "print(f\"RK23 mean ratio: {jnp.mean(ratio_rk23):.2f} ± {jnp.std(ratio_rk23):.2f}\")\n",
    "print(f\"DOPRI5 mean ratio: {jnp.mean(ratio_dopri5):.2f} ± {jnp.std(ratio_dopri5):.2f}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 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",
      "Error estimate quality (closer to 1 is better):\n",
      "RK23 mean ratio: 5079.29 ± 2.08\n",
      "DOPRI5 mean ratio: 11312044.76 ± 0.32\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:48.006534Z",
     "start_time": "2025-09-23T09:26:47.351137Z"
    }
   },
   "source": [
    "# Integrate with embedded methods\n",
    "y_rk23, err_rk23 = integrate_ode_with_error(braintools.quad.ode_rk23_step, exponential_decay, y0, t_array, lam)\n",
    "y_dopri5, err_dopri5 = integrate_ode_with_error(braintools.quad.ode_dopri5_step, exponential_decay, y0, t_array, lam)\n",
    "\n",
    "# Plot results with error estimates\n",
    "plt.figure(figsize=(14, 10))\n",
    "\n",
    "# Solution comparison\n",
    "plt.subplot(2, 2, 1)\n",
    "plt.plot(t_array, analytical, 'k-', linewidth=2, label='Analytical')\n",
    "plt.plot(t_array, y_rk23, 'ro-', markersize=3, label='RK23')\n",
    "plt.plot(t_array, y_dopri5, 'bo-', markersize=3, label='DOPRI5')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('y(t)')\n",
    "plt.title('Embedded Methods Solutions')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# True errors\n",
    "plt.subplot(2, 2, 2)\n",
    "true_err_rk23 = jnp.abs(y_rk23 - analytical)\n",
    "true_err_dopri5 = jnp.abs(y_dopri5 - analytical)\n",
    "plt.semilogy(t_array, true_err_rk23, 'ro-', markersize=3, label='RK23 true error')\n",
    "plt.semilogy(t_array, true_err_dopri5, 'bo-', markersize=3, label='DOPRI5 true error')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('True Error (log scale)')\n",
    "plt.title('True Errors')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Error estimates\n",
    "plt.subplot(2, 2, 3)\n",
    "plt.semilogy(t_array, jnp.abs(err_rk23), 'ro-', markersize=3, label='RK23 error estimate')\n",
    "plt.semilogy(t_array, jnp.abs(err_dopri5), 'bo-', markersize=3, label='DOPRI5 error estimate')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Error Estimate (log scale)')\n",
    "plt.title('Built-in Error Estimates')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Error estimate quality\n",
    "plt.subplot(2, 2, 4)\n",
    "ratio_rk23 = true_err_rk23[1:] / jnp.abs(err_rk23[1:])  # Skip first point (zero error)\n",
    "ratio_dopri5 = true_err_dopri5[1:] / jnp.abs(err_dopri5[1:])\n",
    "plt.plot(t_array[1:], ratio_rk23, 'ro-', markersize=3, label='RK23 ratio')\n",
    "plt.plot(t_array[1:], ratio_dopri5, 'bo-', markersize=3, label='DOPRI5 ratio')\n",
    "plt.axhline(y=1, color='k', linestyle='--', alpha=0.5, label='Perfect estimate')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('True Error / Error Estimate')\n",
    "plt.title('Error Estimate Quality')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nError estimate quality (closer to 1 is better):\")\n",
    "print(f\"RK23 mean ratio: {jnp.mean(ratio_rk23):.2f} ± {jnp.std(ratio_rk23):.2f}\")\n",
    "print(f\"DOPRI5 mean ratio: {jnp.mean(ratio_dopri5):.2f} ± {jnp.std(ratio_dopri5):.2f}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 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",
      "Error estimate quality (closer to 1 is better):\n",
      "RK23 mean ratio: 5079.29 ± 2.08\n",
      "DOPRI5 mean ratio: 11312044.76 ± 0.32\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:48.695394Z",
     "start_time": "2025-09-23T09:26:48.015545Z"
    }
   },
   "source": [
    "# Test exponential Euler on a stiff problem\n",
    "def stiff_ode(y, t, lam=50.0):\n",
    "    \"\"\"A stiff ODE: dy/dt = -lambda * y with large lambda\"\"\"\n",
    "    return -lam * y\n",
    "\n",
    "\n",
    "# Parameters for stiff problem\n",
    "lam_stiff = 50.0\n",
    "dt_stiff = 0.05  # Relatively large step size\n",
    "t_final_stiff = 0.5\n",
    "t_array_stiff = jnp.arange(0, t_final_stiff + dt_stiff, dt_stiff)\n",
    "\n",
    "# Analytical solution\n",
    "analytical_stiff = analytical_solution(t_array_stiff, y0, lam_stiff)\n",
    "\n",
    "# Compare regular Euler vs Exponential Euler\n",
    "y_euler_stiff = integrate_ode(braintools.quad.ode_euler_step, stiff_ode, y0, t_array_stiff, lam_stiff)\n",
    "y_expeuler_stiff = integrate_ode(braintools.quad.ode_expeuler_step, stiff_ode, y0, t_array_stiff, lam_stiff)\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(t_array_stiff, analytical_stiff, 'k-', linewidth=2, label='Analytical')\n",
    "plt.plot(t_array_stiff, y_euler_stiff, 'ro-', markersize=4, label='Regular Euler')\n",
    "plt.plot(t_array_stiff, y_expeuler_stiff, 'go-', markersize=4, label='Exponential Euler')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('y(t)')\n",
    "plt.title(f'Stiff ODE (λ={lam_stiff}, dt={dt_stiff})')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "error_euler_stiff = jnp.abs(y_euler_stiff - analytical_stiff)\n",
    "error_expeuler_stiff = jnp.abs(y_expeuler_stiff - analytical_stiff)\n",
    "plt.semilogy(t_array_stiff, error_euler_stiff, 'ro-', markersize=4, label='Regular Euler error')\n",
    "plt.semilogy(t_array_stiff, error_expeuler_stiff, 'go-', markersize=4, label='Exponential Euler error')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Absolute Error (log scale)')\n",
    "plt.title('Error Comparison for Stiff ODE')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Final errors for stiff ODE:\")\n",
    "print(f\"Regular Euler:      {error_euler_stiff[-1]:.2e}\")\n",
    "print(f\"Exponential Euler:  {error_expeuler_stiff[-1]:.2e}\")\n",
    "print(f\"Improvement factor: {error_euler_stiff[-1] / error_expeuler_stiff[-1]:.1f}x\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final errors for stiff ODE:\n",
      "Regular Euler:      8.65e+01\n",
      "Exponential Euler:  1.27e-11\n",
      "Improvement factor: 6785212127633.2x\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:02:52.122048Z",
     "start_time": "2025-09-23T09:02:51.793657Z"
    }
   },
   "source": [
    "### Strong Stability Preserving RK (SSPRK)\n",
    "\n",
    "SSPRK methods are designed to preserve certain stability properties, particularly useful for hyperbolic PDEs and conservation laws."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:48.849237Z",
     "start_time": "2025-09-23T09:26:48.717753Z"
    }
   },
   "source": [
    "# Test SSPRK33 method\n",
    "y_ssprk33 = integrate_ode(braintools.quad.ode_ssprk33_step, exponential_decay, y0, t_array, lam)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(t_array, analytical, 'k-', linewidth=2, label='Analytical')\n",
    "plt.plot(t_array, y_rk3, 'bo-', markersize=3, label='Standard RK3')\n",
    "plt.plot(t_array, y_ssprk33, 'ro-', markersize=3, label='SSPRK(3,3)')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('y(t)')\n",
    "plt.title('Strong Stability Preserving RK3')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.show()\n",
    "\n",
    "error_ssprk33 = jnp.abs(y_ssprk33 - analytical)\n",
    "print(f\"SSPRK(3,3) final error: {error_ssprk33[-1]:.2e}\")\n",
    "print(f\"Standard RK3 final error: {error_rk3[-1]:.2e}\")"
   ],
   "outputs": [
    {
     "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": [
      "SSPRK(3,3) final error: 4.74e-03\n",
      "Standard RK3 final error: 4.74e-03\n"
     ]
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:03:02.080861Z",
     "start_time": "2025-09-23T09:03:01.943236Z"
    }
   },
   "source": [
    "## 4. Step Size Analysis\n",
    "\n",
    "Let's analyze how the error scales with step size for different methods to verify their theoretical order of accuracy."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:50.668312Z",
     "start_time": "2025-09-23T09:26:48.890840Z"
    }
   },
   "source": [
    "# Step size convergence study\n",
    "dt_values = jnp.array([0.2, 0.1, 0.05, 0.025, 0.0125])\n",
    "t_final_conv = 1.0\n",
    "\n",
    "methods = {\n",
    "    'Euler': braintools.quad.ode_euler_step,\n",
    "    'RK2': braintools.quad.ode_rk2_step,\n",
    "    'RK3': braintools.quad.ode_rk3_step,\n",
    "    'RK4': braintools.quad.ode_rk4_step\n",
    "}\n",
    "\n",
    "errors = {name: [] for name in methods.keys()}\n",
    "\n",
    "for dt in dt_values:\n",
    "    t_array_conv = jnp.arange(0, t_final_conv + dt, dt)\n",
    "    analytical_conv = analytical_solution(t_array_conv, y0, lam)\n",
    "\n",
    "    for name, method in methods.items():\n",
    "        y_numerical = integrate_ode(method, exponential_decay, y0, t_array_conv, lam)\n",
    "        error = jnp.abs(y_numerical[-1] - analytical_conv[-1])\n",
    "        errors[name].append(error)\n",
    "\n",
    "# Convert to arrays\n",
    "for name in errors.keys():\n",
    "    errors[name] = jnp.array(errors[name])\n",
    "\n",
    "# Plot convergence\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "for name in methods.keys():\n",
    "    plt.loglog(dt_values, errors[name], 'o-', markersize=6, label=name)\n",
    "\n",
    "# Add theoretical slopes\n",
    "dt_ref = dt_values[2]\n",
    "error_ref = errors['Euler'][2]\n",
    "plt.loglog(dt_values, error_ref * (dt_values / dt_ref) ** 1, 'k--', alpha=0.5, label='Order 1')\n",
    "plt.loglog(dt_values, error_ref * (dt_values / dt_ref) ** 2, 'k:', alpha=0.5, label='Order 2')\n",
    "plt.loglog(dt_values, error_ref * (dt_values / dt_ref) ** 4, 'k-.', alpha=0.5, label='Order 4')\n",
    "\n",
    "plt.xlabel('Step Size (dt)')\n",
    "plt.ylabel('Error at t=1')\n",
    "plt.title('Convergence Analysis')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Calculate empirical order of accuracy\n",
    "plt.subplot(1, 2, 2)\n",
    "orders = {}\n",
    "for name in methods.keys():\n",
    "    order_estimates = []\n",
    "    for i in range(len(dt_values) - 1):\n",
    "        order = jnp.log(errors[name][i] / errors[name][i + 1]) / jnp.log(dt_values[i] / dt_values[i + 1])\n",
    "        order_estimates.append(order)\n",
    "    orders[name] = jnp.array(order_estimates)\n",
    "    plt.plot(\n",
    "        dt_values[:-1],\n",
    "        order_estimates,\n",
    "        'o-',\n",
    "        markersize=6,\n",
    "        label=f'{name} (avg: {np.mean(order_estimates):.2f})'\n",
    "    )\n",
    "\n",
    "plt.axhline(y=1, color='k', linestyle='--', alpha=0.5, label='Order 1')\n",
    "plt.axhline(y=2, color='k', linestyle=':', alpha=0.5, label='Order 2')\n",
    "plt.axhline(y=4, color='k', linestyle='-.', alpha=0.5, label='Order 4')\n",
    "plt.xlabel('Step Size (dt)')\n",
    "plt.ylabel('Empirical Order of Accuracy')\n",
    "plt.title('Measured Order of Accuracy')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Average empirical orders of accuracy:\")\n",
    "for name in methods.keys():\n",
    "    print(f\"{name}: {jnp.mean(orders[name]):.2f}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average empirical orders of accuracy:\n",
      "Euler: 0.99\n",
      "RK2: 0.95\n",
      "RK3: 0.97\n",
      "RK4: 0.97\n"
     ]
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:03:18.109506Z",
     "start_time": "2025-09-23T09:03:14.642137Z"
    }
   },
   "source": [
    "## 5. Practical Neuroscience Example: Hodgkin-Huxley Neuron\n",
    "\n",
    "Let's solve a simplified version of the Hodgkin-Huxley equations for a single neuron compartment."
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:52.993358Z",
     "start_time": "2025-09-23T09:26:52.980399Z"
    }
   },
   "cell_type": "code",
   "source": [
    "class HH(brainstate.nn.Dynamics):\n",
    "    def __init__(\n",
    "        self,\n",
    "        in_size,\n",
    "        ENa=50. * u.mV,\n",
    "        gNa=120. * u.mS / u.cm ** 2,\n",
    "        EK=-77. * u.mV,\n",
    "        gK=36. * u.mS / u.cm ** 2,\n",
    "        EL=-54.387 * u.mV,\n",
    "        gL=0.03 * u.mS / u.cm ** 2,\n",
    "        V_th=20. * u.mV,\n",
    "        C=1.0 * u.uF / u.cm ** 2,\n",
    "        method=braintools.quad.ode_rk87_dopri_step,\n",
    "    ):\n",
    "        # initialization\n",
    "        super().__init__(in_size)\n",
    "\n",
    "        # parameters\n",
    "        self.ENa = ENa\n",
    "        self.EK = EK\n",
    "        self.EL = EL\n",
    "        self.gNa = gNa\n",
    "        self.gK = gK\n",
    "        self.gL = gL\n",
    "        self.C = C\n",
    "        self.V_th = V_th\n",
    "        self.method = method\n",
    "\n",
    "    # m channel\n",
    "    m_alpha = lambda self, V: 1. / u.math.exprel(-(V / u.mV + 40) / 10)\n",
    "    m_beta = lambda self, V: 4.0 * jnp.exp(-(V / u.mV + 65) / 18)\n",
    "    m_inf = lambda self, V: self.m_alpha(V) / (self.m_alpha(V) + self.m_beta(V))\n",
    "    dm = lambda self, m, t, V: (self.m_alpha(V) * (1 - m) - self.m_beta(V) * m) / u.ms\n",
    "\n",
    "    # h channel\n",
    "    h_alpha = lambda self, V: 0.07 * jnp.exp(-(V / u.mV + 65) / 20.)\n",
    "    h_beta = lambda self, V: 1 / (1 + jnp.exp(-(V / u.mV + 35) / 10))\n",
    "    h_inf = lambda self, V: self.h_alpha(V) / (self.h_alpha(V) + self.h_beta(V))\n",
    "    dh = lambda self, h, t, V: (self.h_alpha(V) * (1 - h) - self.h_beta(V) * h) / u.ms\n",
    "\n",
    "    # n channel\n",
    "    n_alpha = lambda self, V: 0.1 / u.math.exprel(-(V / u.mV + 55) / 10)\n",
    "    n_beta = lambda self, V: 0.125 * jnp.exp(-(V / u.mV + 65) / 80)\n",
    "    n_inf = lambda self, V: self.n_alpha(V) / (self.n_alpha(V) + self.n_beta(V))\n",
    "    dn = lambda self, n, t, V: (self.n_alpha(V) * (1 - n) - self.n_beta(V) * n) / u.ms\n",
    "\n",
    "    def init_state(self, batch_size=None):\n",
    "        self.V = brainstate.HiddenState(jnp.ones(self.varshape) * -65. * u.mV)\n",
    "        self.m = brainstate.HiddenState(self.m_inf(self.V.value))\n",
    "        self.h = brainstate.HiddenState(self.h_inf(self.V.value))\n",
    "        self.n = brainstate.HiddenState(self.n_inf(self.V.value))\n",
    "\n",
    "    def dV(self, V, t, m, h, n, I):\n",
    "        I = self.sum_current_inputs(I, V)\n",
    "        I_Na = (self.gNa * m * m * m * h) * (V - self.ENa)\n",
    "        n2 = n * n\n",
    "        I_K = (self.gK * n2 * n2) * (V - self.EK)\n",
    "        I_leak = self.gL * (V - self.EL)\n",
    "        dVdt = (- I_Na - I_K - I_leak + I) / self.C\n",
    "        return dVdt\n",
    "\n",
    "    def derivative(self, state, t, inp):\n",
    "        V, m, h, n = state\n",
    "        dV = self.dV(V, t, m, h, n, inp)\n",
    "        dm = self.dm(m, t, V)\n",
    "        dh = self.dh(h, t, V)\n",
    "        dn = self.dn(n, t, V)\n",
    "        return dV, dm, dh, dn\n",
    "\n",
    "    def update(self, x=0. * u.mA / u.cm ** 2):\n",
    "        t = brainstate.environ.get('t')\n",
    "        V, m, h, n = self.method(\n",
    "            self.derivative,\n",
    "            (self.V.value, self.m.value, self.h.value, self.n.value),\n",
    "            0. * u.ms,\n",
    "            x\n",
    "        )\n",
    "\n",
    "        V = self.sum_delta_inputs(init=V)\n",
    "        spike = jnp.logical_and(self.V.value < self.V_th, V >= self.V_th)\n",
    "        self.V.value = V\n",
    "        self.m.value = m\n",
    "        self.h.value = h\n",
    "        self.n.value = n\n",
    "        return spike\n",
    "\n",
    "    def step_run(self, i, inp):\n",
    "        with brainstate.environ.context(t=i * brainstate.environ.get_dt(), i=i):\n",
    "            spike = self.update(inp)\n",
    "            return self.V.value, self.m.value, self.h.value, self.n.value"
   ],
   "outputs": [],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:54.734141Z",
     "start_time": "2025-09-23T09:26:53.009027Z"
    }
   },
   "cell_type": "code",
   "source": [
    "brainstate.environ.set(dt=0.01 * u.ms)\n",
    "indices = np.arange(10000)\n",
    "t_array_hh = indices * brainstate.environ.get_dt()\n",
    "\n",
    "hh = HH(in_size=1, method=braintools.quad.ode_rk4_step)\n",
    "hh.init_state()\n",
    "I_ext_array = brainstate.random.uniform(1., 10., indices.shape) * u.uA / u.cm ** 2\n",
    "V_hh, m_hh, h_hh, n_hh = brainstate.transform.for_loop(hh.step_run, indices, I_ext_array)\n",
    "V_hh = jax.block_until_ready(V_hh)\n",
    "\n",
    "# Plot results\n",
    "plt.figure(figsize=(14, 10))\n",
    "\n",
    "plt.subplot(3, 1, 1)\n",
    "plt.plot(t_array_hh, V_hh, 'b-', linewidth=2)\n",
    "plt.ylabel('Membrane Potential (mV)')\n",
    "plt.title('Hodgkin-Huxley Neuron Model')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.subplot(3, 1, 2)\n",
    "plt.plot(t_array_hh, m_hh, 'r-', label='m (Na activation)', linewidth=2)\n",
    "plt.plot(t_array_hh, h_hh, 'g-', label='h (Na inactivation)', linewidth=2)\n",
    "plt.plot(t_array_hh, n_hh, 'b-', label='n (K activation)', linewidth=2)\n",
    "plt.ylabel('Gating Variables')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.subplot(3, 1, 3)\n",
    "plt.plot(t_array_hh, I_ext_array, 'k-', linewidth=2)\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylabel('Injected Current (μA/cm²)')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Peak membrane potential: {V_hh.max():.1f}\")\n",
    "print(f\"Resting potential: {V_hh[0]:.1f}\")"
   ],
   "outputs": [
    {
     "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": [
      "Peak membrane potential: 39.7 * mvolt\n",
      "Resting potential: ArrayImpl([-64.9]) * mvolt\n"
     ]
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Performance Considerations\n",
    "\n",
    "Let's compare the computational efficiency of different methods."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T09:26:55.669606Z",
     "start_time": "2025-09-23T09:26:55.205158Z"
    }
   },
   "source": [
    "import time\n",
    "\n",
    "\n",
    "# Timing test setup\n",
    "def time_integrator(integrator_func, f, y0, n_steps, dt_val, *args):\n",
    "    \"\"\"Time an integrator over n_steps\"\"\"\n",
    "    t_array_timing = jnp.arange(0, n_steps * dt_val, dt_val)\n",
    "\n",
    "    # Warm-up run (for JAX compilation)\n",
    "    _ = integrate_ode(integrator_func, f, y0, t_array_timing[:10], *args)\n",
    "\n",
    "    # Actual timing\n",
    "    start_time = time.time()\n",
    "    result = integrate_ode(integrator_func, f, y0, t_array_timing, *args)\n",
    "    end_time = time.time()\n",
    "\n",
    "    return end_time - start_time, result[-1]\n",
    "\n",
    "\n",
    "# Timing parameters\n",
    "n_steps_timing = 1000\n",
    "dt_timing = 0.01\n",
    "\n",
    "timing_methods = {\n",
    "    'Euler': braintools.quad.ode_euler_step,\n",
    "    'RK2': braintools.quad.ode_rk2_step,\n",
    "    'RK4': braintools.quad.ode_rk4_step,\n",
    "    'DOPRI5': braintools.quad.ode_dopri5_step,\n",
    "}\n",
    "\n",
    "times = {}\n",
    "final_values = {}\n",
    "\n",
    "print(\"Timing integrators over {} steps...\".format(n_steps_timing))\n",
    "for name, method in timing_methods.items():\n",
    "    elapsed, final_val = time_integrator(method, exponential_decay, y0, n_steps_timing, dt_timing, lam)\n",
    "    times[name] = elapsed\n",
    "    final_values[name] = final_val\n",
    "    print(f\"{name:8s}: {elapsed:.4f} seconds, final value: {final_val:.6f}\")\n",
    "\n",
    "# Efficiency analysis\n",
    "euler_time = times['Euler']\n",
    "print(\"\\nRelative timing (vs Euler):\")\n",
    "for name, time_val in times.items():\n",
    "    print(f\"{name:8s}: {time_val / euler_time:.2f}x\")\n",
    "\n",
    "# Accuracy per computational cost\n",
    "analytical_final = analytical_solution(n_steps_timing * dt_timing, y0, lam)\n",
    "print(\"\\nAccuracy per computational cost:\")\n",
    "for name in timing_methods.keys():\n",
    "    error = jnp.abs(final_values[name] - analytical_final)\n",
    "    efficiency = 1.0 / (error * times[name])  # Higher is better\n",
    "    print(f\"{name:8s}: error={error:.2e}, efficiency={efficiency:.2e}\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Timing integrators over 1000 steps...\n",
      "Euler   : 0.0450 seconds, final value: 0.000043\n",
      "RK2     : 0.0341 seconds, final value: 0.000045\n",
      "RK4     : 0.0388 seconds, final value: 0.000045\n",
      "DOPRI5  : 0.0473 seconds, final value: 0.000045\n",
      "\n",
      "Relative timing (vs Euler):\n",
      "Euler   : 1.00x\n",
      "RK2     : 0.76x\n",
      "RK4     : 0.86x\n",
      "DOPRI5  : 1.05x\n",
      "\n",
      "Accuracy per computational cost:\n",
      "Euler   : error=2.23e-06, efficiency=9.97e+06\n",
      "RK2     : error=7.62e-09, efficiency=3.85e+09\n",
      "RK4     : error=3.81e-14, efficiency=6.76e+14\n",
      "DOPRI5  : error=1.27e-17, efficiency=1.66e+18\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "This tutorial covered the key ODE integrators available in BrainTools:\n",
    "\n",
    "**Basic Methods:**\n",
    "\n",
    "- **Euler**: First-order, simple but less accurate\n",
    "- **RK2/RK3/RK4**: Higher-order methods with better accuracy\n",
    "\n",
    "**Advanced Methods:**\n",
    "\n",
    "- **Embedded methods** (RK23, DOPRI5): Automatic error estimation\n",
    "- **Exponential Euler**: Better stability for stiff problems\n",
    "- **SSPRK**: Strong stability preserving properties\n",
    "\n",
    "**Key Guidelines:**\n",
    "\n",
    "1. **For most problems**: Use RK4 or DOPRI5\n",
    "2. **For stiff problems**: Try exponential Euler\n",
    "3. **For adaptive stepping**: Use embedded methods with error estimates\n",
    "4. **For efficiency**: Start with RK2 or RK4 depending on accuracy needs\n",
    "\n",
    "**BrainTools Features:**\n",
    "\n",
    "- All methods work with JAX PyTrees\n",
    "- Global time step management via `brainstate.environ`\n",
    "- Automatic differentiation compatible\n",
    "- Unit-aware computations with `brainunit`\n",
    "\n",
    "Choose your integrator based on the trade-off between accuracy, stability, and computational cost for your specific problem."
   ]
  }
 ],
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