{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def quadratic_clip(x, threshold=1.0):\n",
    "    \"\"\"Quadratic soft clipper that works with both NumPy arrays and PyTorch tensors.\"\"\"\n",
    "    if isinstance(x, np.ndarray):\n",
    "        mask = np.abs(x) <= threshold\n",
    "        return np.where(mask, x * (1 - np.abs(x)/(2*threshold)), np.sign(x))\n",
    "    elif isinstance(x, torch.Tensor):\n",
    "        mask = torch.abs(x) <= threshold\n",
    "        return torch.where(mask, x * (1 - torch.abs(x)/(2*threshold)), torch.sign(x))\n",
    "    else:\n",
    "        raise TypeError(\"Input should be a NumPy array or a PyTorch tensor.\")\n",
    "\n",
    "def plot_transfer_function(drive_values=[0.5, 1.0, 2.0, 4.0]):\n",
    "    \"\"\"\n",
    "    Visualize the waveshaper's transfer function for different drive values.\n",
    "    \"\"\"\n",
    "    x = np.linspace(-1, 1, 1000)\n",
    "    \n",
    "    plt.figure(figsize=(10, 6))\n",
    "    for drive in drive_values:\n",
    "        y = quadratic_clip(x * drive)\n",
    "        plt.plot(x, y, label=f'Drive = {drive}')\n",
    "    \n",
    "    plt.grid(True)\n",
    "    plt.xlabel('Input Amplitude')\n",
    "    plt.ylabel('Output Amplitude')\n",
    "    plt.title('Quadratic Waveshaper Transfer Function')\n",
    "    plt.legend()\n",
    "    plt.axhline(y=0, color='k', linestyle='-', alpha=0.3)\n",
    "    plt.axvline(x=0, color='k', linestyle='-', alpha=0.3)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate a test signal (a simple sine wave)\n",
    "sample_rate = 44100\n",
    "duration = 0.01  # 10ms\n",
    "t = np.linspace(0, duration, int(sample_rate * duration))\n",
    "test_signal = np.sin(2 * np.pi * 440 * t)  # 440 Hz sine wave\n",
    "\n",
    "# Process the signal\n",
    "processed = quadratic_clip(test_signal, threshold=2.0)\n",
    "\n",
    "# Plot transfer function\n",
    "plot_transfer_function()\n",
    "\n",
    "# Plot input vs output waveforms\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(t, test_signal, label='Input')\n",
    "plt.plot(t, processed, label='Output')\n",
    "plt.grid(True)\n",
    "plt.xlabel('Time (s)')\n",
    "plt.ylabel('Amplitude')\n",
    "plt.title('Waveform Comparison')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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