{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "66b4f4b2-0b3d-4766-a544-719705d7f039",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "from pathlib import Path\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import h5py\n",
    "from matplotlib.lines import Line2D\n",
    "from matplotlib.ticker import AutoMinorLocator, MultipleLocator\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes, zoomed_inset_axes\n",
    "import matplotlib.patheffects as pe\n",
    "import matplotlib\n",
    "from matplotlib.patches import FancyBboxPatch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8153ff2f-e742-4809-8680-9b2469bfcf98",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams.update(\n",
    "    {\n",
    "        \"text.usetex\": True,\n",
    "        \"font.family\": \"serif\",\n",
    "        \"font.serif\": [\"Computer Modern Roman\"],\n",
    "        \"font.size\": 10,\n",
    "    }\n",
    ")\n",
    "\n",
    "π = np.pi\n",
    "ϕ = 0.5 * (1 + np.sqrt(5))\n",
    "\n",
    "columnwidth = 246 * 1 / 72.27  # 246pt to inch\n",
    "textwidth = 510 * 1 / 72.27  # 510pt to inch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a39af14d-b0a3-467a-b1cc-1063da152f5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "imgfldr = Path(\"images\")\n",
    "imgfldr.mkdir(exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01007846-7998-4bad-a271-323ed21b853a",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66299cc0-b05d-4f04-9ad5-94193e557183",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e398979-dc87-4050-a5c1-11bad6d364f1",
   "metadata": {},
   "source": [
    "# Optimal control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c6049918-2feb-4ca3-abcb-748e749548c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "ω_φ = 0.8506\n",
    "\n",
    "c_guess = \"tomato\"\n",
    "c_optim = \"dodgerblue\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6c8a4937-ceb5-4397-a127-f36f911aba6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 705.687x317.559 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2,2, figsize=(textwidth, textwidth*.45), sharex=\"col\")\n",
    "\n",
    "#==============================================================\n",
    "\n",
    "tlist_krotov, guess_krotov, optpulse_krotov = np.loadtxt(\n",
    "    \"opt_pulse_T_114.00_w3_4.464GHz_krotov.csv\",\n",
    "    delimiter=\",\",\n",
    "    unpack=True\n",
    ")\n",
    "tlist_grape, guess_grape, optpulse_grape = np.loadtxt(\n",
    "    \"opt_pulse_T_114.00_w3_4.464GHz_grape.csv\",\n",
    "    delimiter=\",\",\n",
    "    unpack=True\n",
    ")\n",
    "tlist = tlist_krotov\n",
    "guess = guess_krotov\n",
    "optpulse = optpulse_grape\n",
    "axs[0,0].plot(tlist, guess, label=\"guess\", lw=.4, c=c_guess)\n",
    "axs[0,0].plot(tlist, optpulse, label=\"optimized\", lw=.4, c=c_optim)\n",
    "axs[0,0].set_xlim(tlist[0], tlist[-1])\n",
    "axs[0,0].set_ylim(.78,1.01)\n",
    "\n",
    "frq = np.fft.fftshift(np.fft.fftfreq(len(tlist), tlist[1]-tlist[0]))\n",
    "fft_guess = np.fft.fftshift(np.fft.fft(guess))\n",
    "fft_optim = np.fft.fftshift(np.fft.fft(optpulse))\n",
    "\n",
    "\n",
    "axs[0,1].plot(frq/ω_φ, np.abs(fft_guess)/100, label=\"guess\", lw=.5, c=c_guess)\n",
    "axs[0,1].plot(frq/ω_φ, np.abs(fft_optim)/100, label=\"optimized\", lw=.5, c=c_optim)\n",
    "axs[0,1].set_xlim(-0.2,4.7)\n",
    "axs[0,1].set_ylim(0,3.9)\n",
    "#==============================================================\n",
    "tlist_krotov, guess_krotov, optpulse_krotov = np.loadtxt(\n",
    "    \"opt_pulse_T_114.00_w3_5.568GHz_krotov.csv\",\n",
    "    delimiter=\",\",\n",
    "    unpack=True\n",
    ")\n",
    "tlist_grape, guess_grape, optpulse_grape = np.loadtxt(\n",
    "    \"opt_pulse_T_114.00_w3_5.568GHz_grape.csv\",\n",
    "    delimiter=\",\",\n",
    "    unpack=True\n",
    ")\n",
    "tlist = tlist_krotov\n",
    "guess = guess_krotov\n",
    "optpulse = optpulse_grape\n",
    "axs[1,0].plot(tlist, guess, label=\"guess\", lw=.4, c=c_guess)\n",
    "axs[1,0].plot(tlist, optpulse_grape, label=\"optimized\", lw=.4, c=c_optim)\n",
    "axs[1,0].set_xlim(tlist[0], tlist[-1])\n",
    "axs[1,0].set_ylim(.49,1.02)\n",
    "\n",
    "frq = np.fft.fftshift(np.fft.fftfreq(len(tlist), tlist[1]-tlist[0]))\n",
    "fft_guess = np.fft.fftshift(np.fft.fft(guess))\n",
    "fft_optim = np.fft.fftshift(np.fft.fft(optpulse))\n",
    "\n",
    "axs[1,1].plot(frq/ω_φ, np.abs(fft_guess)/100, label=\"guess\", lw=.5, c=c_guess)\n",
    "axs[1,1].plot(frq/ω_φ, np.abs(fft_optim)/100, label=\"optimized\", lw=.5, c=c_optim)\n",
    "axs[1,1].set_xlim(-0.2,4.7)\n",
    "axs[1,1].set_ylim(0,3.9)\n",
    "\n",
    "#==============================================================\n",
    "\n",
    "axs[1,0].set_xlabel(\"time (ns)\")\n",
    "axs[1,1].set_xlabel(r\"frequency (units of $\\omega_\\phi$)\")\n",
    "axs[0,0].set_ylabel(\"pulse\")\n",
    "axs[1,0].set_ylabel(\"pulse\")\n",
    "for ax in [axs[0,1], axs[1,1]]:\n",
    "    ax.set_ylabel(\"spectrum\", rotation=-90, rotation_mode=\"anchor\", labelpad=12)\n",
    "    ax.yaxis.set_label_position(\"right\")\n",
    "    ax.yaxis.tick_right()\n",
    "\n",
    "#==============================================================\n",
    "\n",
    "props = dict(boxstyle='round', facecolor='white', alpha=1.0)\n",
    "#axs[0,0].text(\n",
    "#    0.87, 0.05, r\"$\\omega_3=4.464\\mathrm{GHz}$\", transform=axs[0,0].transAxes,\n",
    "#    va='bottom', ha=\"right\", bbox=props,\n",
    "#)\n",
    "#axs[1,0].text(\n",
    "#    0.87, 0.05, r\"$\\omega_3=5.568\\mathrm{GHz}$\", transform=axs[1,0].transAxes,\n",
    "#    va='bottom', ha=\"right\", bbox=props,\n",
    "#)\n",
    "axs[0,1].table(\n",
    "    cellText=[\n",
    "        [0.65, 0.68],\n",
    "        [r\"$1.1\\cdot 10^{-4}$\", r\"$1.2\\cdot 10^{-4}$\"],\n",
    "    ],\n",
    "    rowLabels=[\"guess\", \"optim.\"],\n",
    "    colLabels=[r\"$\\varepsilon_\\mathrm{PE}$\", r\"$\\varepsilon_\\mathrm{avg}$\"],\n",
    "    bbox=[.55,.4,.43,.55],\n",
    "    cellLoc=\"center\",\n",
    ")\n",
    "axs[1,1].table(\n",
    "    cellText=[\n",
    "        [7.78, 1.28],\n",
    "        [r\"$4.4\\cdot 10^{-4}$\", r\"$5.3\\cdot 10^{-4}$\"],\n",
    "    ],\n",
    "    rowLabels=[\"guess\", \"optim.\"],\n",
    "    colLabels=[r\"$\\varepsilon_\\mathrm{PE}$\", r\"$\\varepsilon_\\mathrm{avg}$\"],\n",
    "    bbox=[.55,.4,.43,.55],\n",
    "    cellLoc=\"center\",\n",
    ")\n",
    "fig.subplots_adjust(\n",
    "    bottom=0.16, top=0.92,\n",
    "    left=0.066, right=0.95,\n",
    "    wspace=0.02, hspace=0.08,\n",
    ")\n",
    "\n",
    "for ax, lbl in zip(axs.flatten(), [\"a\", \"b\", \"c\", \"d\"]):\n",
    "    ax.text(\n",
    "        0.99,\n",
    "        0.05 if lbl in [\"a\", \"b\", \"c\"] else 0.10,\n",
    "        r\"({\" + lbl + \"})\",\n",
    "        transform=ax.transAxes,\n",
    "        fontsize=14,\n",
    "        ha=\"right\",\n",
    "        va=\"bottom\",\n",
    "        bbox=dict(\n",
    "            fc=\"w\",\n",
    "            ec=\"none\",\n",
    "            alpha=0.0,\n",
    "            pad=2,\n",
    "            boxstyle=\"circle,pad=.1\",\n",
    "        ),\n",
    "    )\n",
    "\n",
    "axs[1,0].legend(frameon=False, loc=\"center left\", bbox_to_anchor=(-0.0, 0.1), ncol=2, columnspacing=1.0)\n",
    "\n",
    "\n",
    "plt.savefig(imgfldr/\"mckay.oct.pdf\")\n",
    "plt.savefig(imgfldr/\"mckay.oct.pdf\")\n",
    "plt.savefig(imgfldr/\"mckay.oct.png\", dpi=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e2fe154-1e40-4bee-8e19-3671aa9b2e1b",
   "metadata": {},
   "source": [
    "---"
   ]
  }
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