{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Design robust Rydberg blockade two-qubit gates in cold atoms\n",
    "**Using Boulder Opal to improve two-qubit controlled-Z gates for cold atoms**\n",
    "\n",
    "Boulder Opal allows you to optimize and simulate a wide variety of controls for quantum systems. [Jaksch et al.](https://arxiv.org/pdf/quant-ph/0004038.pdf) proposed a scheme for the implementation of entangling gates that leverage the interaction between Rydberg states of neutral atoms. This interaction is very strong and results in a blockade effect that inhibits simultaneous excitation of adjacent atoms to a Rydberg state, enabling very fast generation of entanglement. [Saffman et al.](https://arxiv.org/pdf/1912.02977.pdf) have examined the use of adiabatic rapid passage (ARP) pulses to implement entangling controlled-Z (CZ) gates with robustness to laser intensity and detuning errors.\n",
    "\n",
    "In this notebook, we demonstrate how Boulder Opal can be used to generate controls that extend this robustness by explicitly including it in the optimization, along with robustness to the decay of the Rydberg excited state. This strategy achieves both better best-case performance and greater robustness to noise than the adiabatic pulses.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import qctrlvisualizer as qv\n",
    "import boulderopal as bo\n",
    "\n",
    "bo.cloud.set_verbosity(\"QUIET\")\n",
    "plt.style.use(qv.get_qctrl_style())\n",
    "\n",
    "\n",
    "controls_for_plots = lambda opt: {\n",
    "    \"$\\\\Omega$\": opt[\"output\"][\"amplitude\"],\n",
    "    \"$\\\\Delta$\": opt[\"output\"][\"detuning\"],\n",
    "}\n",
    "\n",
    "\n",
    "# Read and write helper functions, type independent.\n",
    "def save_variable(file_name, var):\n",
    "    \"\"\"\n",
    "    Save a single variable to a file using jsonpickle.\n",
    "    \"\"\"\n",
    "    with open(file_name, \"w+\") as file:\n",
    "        file.write(jsonpickle.encode(var))\n",
    "\n",
    "\n",
    "def load_variable(file_name):\n",
    "    \"\"\"\n",
    "    Load a variable from a file encoded with jsonpickle.\n",
    "    \"\"\"\n",
    "    with open(file_name, \"r+\") as file:\n",
    "        return jsonpickle.decode(file.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Hamiltonian model for the symmetric Rydberg controlled-Z gates\n",
    "\n",
    "Our starting point is the Hamiltonian described by [Saffman et al.](https://arxiv.org/pdf/1912.02977.pdf) for the CZ gate:\n",
    "\n",
    "$$ H(t) = H_c(t) \\otimes \\mathbb{1}_t +   \\mathbb{1}_c \\otimes H_t(t) + B \\vert rr\\rangle \\langle rr \\vert,$$\n",
    "where $B$ is the blockade strength and the subscripts $c$, $t$ correspond to the control and target qubits, respectively. We will assume a global drive, meaning that the envelope for $H_c(t)$ and $H_t(t)$ are the same. Treating the atoms as a three-level system with hyperfine qubit states $\\vert 0 \\rangle$ and $\\vert 1 \\rangle$ and a Rydberg excited state $\\vert r \\rangle$, we can write $H_{c/t}$ as \n",
    "\n",
    "$$H_{c/t} = \\left[\\frac{\\Omega(t)}{2} \n",
    "\\vert r \\rangle_{c/t} \\langle 1 \\vert + H.c. \\right] + \\Delta(t) \\vert r\\rangle_{c/t} \\langle r\\vert.\n",
    "$$\n",
    "\n",
    "The total Hamiltonian can then be written as\n",
    "\n",
    "\\begin{align*}H(t) = &\\frac{\\Omega(t)}{2}\\Big(\\vert 01 \\rangle \\langle 0r \\vert + \\vert 10 \\rangle \\langle r0 \\vert + \\vert 1r \\rangle \\langle rr \\vert + \\vert r1 \\rangle \\langle rr \\vert + \\vert 11 \\rangle \\langle 1r \\vert + \\vert 11 \\rangle \\langle r1 \\vert + H.c\\Big) \\\\&+ \\Delta(t) \\Big(\\vert 0r \\rangle \\langle 0r \\vert + \\vert r0 \\rangle \\langle r0 \\vert + \\vert 1r \\rangle \\langle 1r \\vert + \\vert r1 \\rangle \\langle r1 \\vert + 2 \\vert rr \\rangle \\langle rr \\vert \\Big) + B \\vert rr \\rangle \\langle rr \\vert.\\end{align*}\n",
    "\n",
    "We aim to implement the CZ gate which, up to global single-qubit rotations, is given in the computational basis by\n",
    "\n",
    "\\begin{align*} U =\n",
    "\\begin{pmatrix}\n",
    "1 & 0 & 0 & 0 \\\\\n",
    "0 & e^{i\\theta_s} & 0 & 0 \\\\\n",
    "0 & 0 & e^{i\\theta_s} & 0 \\\\\n",
    "0 & 0 & 0 & e^{i(2\\theta_s + \\pi)}\n",
    "\\end{pmatrix},\n",
    "\\end{align*}\n",
    "where $\\theta_s$ is a free parameter. \n",
    "\n",
    "### CZ gate with adiabatic rapid passage (ARP) pulses\n",
    "[Saffman et al.](https://arxiv.org/pdf/1912.02977.pdf) propose the implementation of the entangling CZ gate with a symmetric ARP pulse applied globally to both atomic qubits. This control sequence is characterized by an amplitude and detuning given, respectively, by\n",
    "\n",
    "\\begin{align*}\n",
    "\\Omega(t) &= \\Omega_0 \\left[\\exp(-(t-t0)^4/\\tau^4) - a\\right] / (1 - a)\\\\\n",
    "\\Delta(t) &= - \\Delta_0 \\sin(2 \\pi (t - t0)/T),\n",
    "\\end{align*}\n",
    "\n",
    "where each pulse has total duration $T/2$, $a$ is set so the amplitude is zero at the start and end of the pulse, $t_0$ is the center of the pulse, and $\\tau = 0.175T$. Two pulses are used in succession to implement the gate. In what follows, we will use these pulses as benchmarks for comparison with the solutions obtained using Boulder Opal.\n",
    "\n",
    "## Gate optimization for finite blockade strength\n",
    "\n",
    "The analytic ARP pulses defined above are capable of implementing the CZ operation with high fidelity with a strong blockade, however the gate infidelity grows as the blockade weakens, as we will see below. In this section, we show how to produce an optimized, band-limited control sequence with Boulder Opal that achieves high fidelity gates, even with weaker blockades, by accounting for the blockade strength. \n",
    "\n",
    "Let's start with the definition of operators and parameters for the system. In the cell below we consider the following pulse parameters used in [Saffman et al.](https://arxiv.org/pdf/1912.02977.pdf): \n",
    "\\begin{align*}\n",
    "\\Omega_0/2\\pi &= 17~{\\rm MHz},\\\\\n",
    "\\Delta_0/2\\pi &= 23~{\\rm MHz},\\\\\n",
    "T &= 540~{\\rm ns}.\n",
    "\\end{align*}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set parameters.\n",
    "Omega_0 = 17 * 2 * np.pi * 1e6  # rad/s\n",
    "Delta_0 = 23 * 2 * np.pi * 1e6  # rad/s\n",
    "duration = 540 * 1e-9  # s\n",
    "cutoff_frequency = Omega_0\n",
    "segment_count = 256\n",
    "sample_times = np.linspace(0, duration, segment_count)\n",
    "\n",
    "# Define system operators.\n",
    "basis_labels = [\"00\", \"01\", \"10\", \"11\", \"0r\", \"r0\", \"1r\", \"r1\", \"rr\"]\n",
    "drive_operator = np.zeros((9, 9))\n",
    "drive_operator[([1, 2, 3, 3, 6, 7], [4, 5, 6, 7, 8, 8])] = 1\n",
    "\n",
    "detuning_operator = np.diag([0, 0, 0, 0, 1, 1, 1, 1, 2])\n",
    "\n",
    "blockade_operator = np.zeros((9, 9))\n",
    "blockade_operator[8, 8] = 1\n",
    "\n",
    "# Components for the CZ operator.\n",
    "h_00 = np.zeros((9, 9))\n",
    "h_00[0, 0] = 1\n",
    "h_01 = np.zeros((9, 9))\n",
    "h_01[1, 1] = 1\n",
    "h_01[2, 2] = 1\n",
    "h_11 = np.zeros((9, 9))\n",
    "h_11[3, 3] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now define a function that optimizes the pulses to achieve the target CZ gate. For the ARP scheme only the single qubit phase $\\theta_s$ is optimizable. \n",
    "For the general optimal pulse, the time dependence of $\\Omega(t)$ and $\\Delta(t)$ will be only constrained by the maximum value of the amplitudes of the pulses and by the imposition of bandwidth limits to generate smooth pulse envelopes.\n",
    "\n",
    "Note that some Boulder Opal functions support a `run_async` flag, that when set to True enables to submit jobs asynchronously.\n",
    "Depending on your Boulder Opal plan, these jobs may run concurrently on different machines and save you time.\n",
    "For more details on asynchronous job submission, refer to [this user guide](https://docs.q-ctrl.com/boulder-opal/toolkit/discover/set-up/how-to-manage-and-monitor-your-calculations)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Graph for blockade strengths B in rad/s.\n",
    "def optimize_cz_gate(\n",
    "    pulse_scheme,\n",
    "    blockade_strength,\n",
    "    cost_node,\n",
    "    run_async,\n",
    "    optimization_count=10,\n",
    "    **robustness\n",
    "):\n",
    "    graph = bo.Graph()\n",
    "    tau = 0.175 * duration\n",
    "    t0 = duration / 4\n",
    "    a = np.exp(-((t0 / tau) ** 4))\n",
    "\n",
    "    if pulse_scheme == \"ARP\":\n",
    "        # Create the discretized ARP envelope.\n",
    "        times = np.linspace(0, duration / 2, segment_count)\n",
    "        amplitude = (\n",
    "            Omega_0\n",
    "            * (np.exp(-(((times - t0) / tau) ** 4)) - np.exp(-((t0 / tau) ** 4)))\n",
    "            / (1 - a)\n",
    "        )\n",
    "        detuning = Delta_0 * np.sin(2 * np.pi * (times - t0) / duration)\n",
    "\n",
    "        Omega = graph.pwc_signal(values=amplitude, duration=duration / 2)\n",
    "        Delta = graph.pwc_signal(values=detuning, duration=duration / 2)\n",
    "\n",
    "        # 2 pulses to implement the gate.\n",
    "        Omega = graph.time_concatenate_pwc([Omega, Omega], name=\"amplitude\")\n",
    "        Delta = graph.time_concatenate_pwc([Delta, Delta], name=\"detuning\")\n",
    "\n",
    "    else:\n",
    "        opt_var_count = 20\n",
    "        flat_gaussian_envelope = graph.signals.gaussian_pulse_pwc(\n",
    "            duration=duration,\n",
    "            segment_count=segment_count,\n",
    "            amplitude=1,\n",
    "            flat_duration=duration * 0.9,  # s\n",
    "        )\n",
    "        amplitude = graph.real_optimizable_pwc_signal(\n",
    "            segment_count=opt_var_count, maximum=Omega_0, duration=duration\n",
    "        )\n",
    "        detuning = graph.real_optimizable_pwc_signal(\n",
    "            segment_count=opt_var_count,\n",
    "            maximum=Delta_0,\n",
    "            minimum=-Delta_0,\n",
    "            duration=duration,\n",
    "        )\n",
    "        Omega = graph.filter_and_resample_pwc(\n",
    "            amplitude,\n",
    "            kernel=graph.sinc_convolution_kernel(cutoff_frequency),\n",
    "            segment_count=segment_count,\n",
    "        )\n",
    "        Omega = Omega * flat_gaussian_envelope\n",
    "        Omega.name = \"amplitude\"\n",
    "        Delta = graph.filter_and_resample_pwc(\n",
    "            detuning,\n",
    "            kernel=graph.sinc_convolution_kernel(cutoff_frequency),\n",
    "            segment_count=segment_count,\n",
    "        )\n",
    "        Delta = Delta * flat_gaussian_envelope\n",
    "        Delta.name = \"detuning\"\n",
    "\n",
    "    # Create Hamiltonian.\n",
    "    drive_term = graph.hermitian_part(Omega * drive_operator)\n",
    "    delta_term = Delta * detuning_operator\n",
    "    blockade_term = blockade_strength * blockade_operator\n",
    "    hamiltonian = drive_term + delta_term + blockade_term\n",
    "\n",
    "    # Single-qubit rotation is a free parameter, can be optimized for best fidelity.\n",
    "    theta_s = graph.optimizable_scalar(\n",
    "        lower_bound=0.0,\n",
    "        upper_bound=2 * np.pi,\n",
    "        is_lower_unbounded=True,\n",
    "        is_upper_unbounded=True,\n",
    "        name=\"theta_s\",\n",
    "    )\n",
    "\n",
    "    # Define target operation.\n",
    "    cz_op = (\n",
    "        h_00\n",
    "        + graph.exp(1j * theta_s) * h_01\n",
    "        + graph.exp(1j * (2 * theta_s + np.pi)) * h_11\n",
    "    )\n",
    "    target = graph.target(operator=cz_op)\n",
    "\n",
    "    # Define noise list to include robustness.\n",
    "    noise_list = []\n",
    "    if robustness[\"dephasing\"]:\n",
    "        noise_list.append(detuning_operator / duration)\n",
    "    if robustness[\"amplitude\"]:\n",
    "        noise_list.append(drive_term)\n",
    "    penalty = robustness[\"decay\"]\n",
    "\n",
    "    infidelity = graph.infidelity_pwc(\n",
    "        hamiltonian=hamiltonian,\n",
    "        target=target,\n",
    "        noise_operators=noise_list,\n",
    "        name=\"infidelity\",\n",
    "    )\n",
    "\n",
    "    unitary = graph.time_evolution_operators_pwc(\n",
    "        hamiltonian=hamiltonian, sample_times=sample_times, name=\"unitary\"\n",
    "    )\n",
    "\n",
    "    # Node to store blockade value used (in Hz).\n",
    "    blockade = graph.abs(blockade_strength / 2 / np.pi)\n",
    "    blockade.name = \"blockade\"\n",
    "\n",
    "    decay_cost = graph.sum(\n",
    "        graph.abs(unitary[:, 4, 1]) ** 2\n",
    "        + graph.abs(unitary[:, 5, 2]) ** 2\n",
    "        + graph.abs(unitary[:, 6, 3]) ** 2\n",
    "        + graph.abs(unitary[:, 7, 3]) ** 2\n",
    "        + 2 * graph.abs(unitary[:, 8, 3]) ** 2\n",
    "    ) * (0.25 * sample_times[1] / sample_times[-1])\n",
    "\n",
    "    decay_cost.name = \"decay cost\"\n",
    "\n",
    "    cost = graph.log(infidelity + penalty * decay_cost, name=\"cost\")\n",
    "\n",
    "    # If run_async is True, it returns a job; otherwise, it returns the result of the optimization.\n",
    "    return bo.run_optimization(\n",
    "        graph=graph,\n",
    "        output_node_names=[\n",
    "            \"theta_s\",\n",
    "            \"amplitude\",\n",
    "            \"detuning\",\n",
    "            \"unitary\",\n",
    "            \"infidelity\",\n",
    "            \"blockade\",\n",
    "            \"decay cost\",\n",
    "        ],\n",
    "        cost_node_name=cost_node,\n",
    "        optimization_count=optimization_count,\n",
    "        run_async=run_async,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As an example, let's create a standard ARP pulse and calculate the gate infidelity using the function above for a given value of the blockade ($B = 2.5~{\\rm GHz}$ in this case)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gate infidelity is 2.083e-04\n",
      "Single-qubit phase is 3.167\n"
     ]
    }
   ],
   "source": [
    "result_arp = optimize_cz_gate(\n",
    "    pulse_scheme=\"ARP\",\n",
    "    blockade_strength=2.5e9 * 2 * np.pi,\n",
    "    cost_node=\"infidelity\",\n",
    "    dephasing=False,\n",
    "    amplitude=False,\n",
    "    decay=0.0,\n",
    "    run_async=False,\n",
    ")\n",
    "print(\"Gate infidelity is\", f\"{result_arp['output']['infidelity']['value']:.3e}\")\n",
    "print(\"Single-qubit phase is\", f\"{result_arp['output']['theta_s']['value']:.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that in the absence of noise, the gate infidelity is quite low, about $2\\times10^{-4}$. We can also plot the controls used for the gate implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qv.plot_controls(controls_for_plots(result_arp), smooth=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the general optimal pulse in the absence of noise we see an improvement of the gate infidelity by several orders of magnitude. The controls used for the optimal pulse are also shown here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gate infidelity is 2.042e-10\n",
      "Single-qubit phase is 2.203\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opt_result = optimize_cz_gate(\n",
    "    pulse_scheme=\"opt\",\n",
    "    blockade_strength=2.5e9 * 2 * np.pi,\n",
    "    cost_node=\"infidelity\",\n",
    "    dephasing=False,\n",
    "    amplitude=False,\n",
    "    decay=0.0,\n",
    "    run_async=False,\n",
    ")\n",
    "print(\"Gate infidelity is\", f\"{opt_result['output']['infidelity']['value']:.3e}\")\n",
    "print(\"Single-qubit phase is\", f\"{opt_result['output']['theta_s']['value']:.3f}\")\n",
    "qv.plot_controls(controls_for_plots(opt_result), smooth=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CZ gate infidelity for varying blockade strength"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the two pulse schemes (ARP and optimal), we can optimize the gate and measure the resulting infidelity for varying blockade strengths. The optimal pulse outperforms the ARP pulse by several orders of magnitude for every blockade strength, including in the low blockade region where the ARP infidelity increases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Vary blockade strength from 250 MHz to 4 GHz.\n",
    "blockades = 2 * np.pi * 1e6 * np.array([250, 500, 1750, 2500, 4000])\n",
    "\n",
    "arp_jobs = [\n",
    "    optimize_cz_gate(\n",
    "        \"ARP\",\n",
    "        B,\n",
    "        cost_node=\"infidelity\",\n",
    "        dephasing=False,\n",
    "        amplitude=False,\n",
    "        decay=0.0,\n",
    "        run_async=True,\n",
    "    )\n",
    "    for B in blockades\n",
    "]\n",
    "optimal_jobs = [\n",
    "    optimize_cz_gate(\n",
    "        \"optimal\",\n",
    "        B,\n",
    "        cost_node=\"infidelity\",\n",
    "        dephasing=False,\n",
    "        amplitude=False,\n",
    "        decay=0.0,\n",
    "        run_async=True,\n",
    "    )\n",
    "    for B in blockades\n",
    "]\n",
    "\n",
    "blockade_scan_results = {}\n",
    "blockade_scan_results[\"ARP\"] = [job.get_result() for job in arp_jobs]\n",
    "blockade_scan_results[\"Optimal, non-robust\"] = [\n",
    "    job.get_result() for job in optimal_jobs\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_plot = {\"ARP\": \"k\", \"Optimal, non-robust\": qv.QCTRL_STYLE_COLORS[0]}\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "for scheme, results in blockade_scan_results.items():\n",
    "    ax.plot(\n",
    "        blockades / (2 * np.pi * 1e6),\n",
    "        np.array([opt[\"output\"][\"infidelity\"][\"value\"] for opt in results]),\n",
    "        marker=\"o\",\n",
    "        label=scheme,\n",
    "        c=color_plot[scheme],\n",
    "    )\n",
    "ax.set_xlabel(\"Blockade strength (MHz)\")\n",
    "ax.set_ylabel(\"Infidelity\")\n",
    "ax.set_yscale(\"log\")\n",
    "ax.legend(loc=\"best\", bbox_to_anchor=(1, 1))\n",
    "ax.set_title(\"CZ gate infidelity\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Characterizing susceptibility to noise\n",
    "\n",
    "Now we will investigate the susceptibility of these solutions to dephasing and noise in the control amplitudes. For this, the detuning and intensity errors are treated as quasi-static coherent error terms in the Hamiltonian during the gate, with the transformations:\n",
    "\n",
    "\\begin{align*}\n",
    "\\Delta &\\rightarrow \\Delta + \\delta\\Delta \\\\\n",
    "\\Omega(t) &\\rightarrow \\Omega(t) (1 + \\delta \\Omega).\n",
    "\\end{align*}\n",
    "\n",
    "Note that the amplitude error is treated as a relative error rather than a constant offset. To evaluate the control performance in the presence of noise, we will fix the blockade strength at two different values and scan over different values of the noise while calculating the corresponding gate infidelity. For the coherent dynamics considered so far, calculations can be efficiently performed using Boulder Opal by creating a batch of Hamiltonians that can run in parallel. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Indices in the list of blockades for the chosen values.\n",
    "B_indices = [0, -2]\n",
    "\n",
    "# Defining the error ranges for the scan.\n",
    "scan_point_count = 61\n",
    "detuning_error_values = (\n",
    "    np.linspace(-0.2, 0.2, num=scan_point_count) * 2 * np.pi * 1e6\n",
    ")  # rad/s\n",
    "amplitude_error_values = np.linspace(-0.3, 0.3, num=scan_point_count)\n",
    "\n",
    "# Define control list.\n",
    "control_list = [\n",
    "    results[B_idx] for B_idx in B_indices for results in blockade_scan_results.values()\n",
    "]\n",
    "\n",
    "\n",
    "def run_coherent_simulation(\n",
    "    control_results, detuning_error_values, amplitude_error_values, run_async\n",
    "):\n",
    "    graph = bo.Graph()\n",
    "\n",
    "    # Get blockade value\n",
    "    B = control_results[\"output\"][\"blockade\"][\"value\"] * 2 * np.pi\n",
    "\n",
    "    # Get pulse values\n",
    "    Omega = graph.pwc(**control_results[\"output\"][\"amplitude\"])\n",
    "    Delta = graph.pwc(**control_results[\"output\"][\"detuning\"])\n",
    "\n",
    "    detuning_error = graph.constant_pwc(\n",
    "        constant=detuning_error_values[:, None, None],\n",
    "        duration=duration,\n",
    "        batch_dimension_count=2,\n",
    "    )\n",
    "    amplitude_error = graph.constant_pwc(\n",
    "        constant=amplitude_error_values[None, :, None],\n",
    "        duration=duration,\n",
    "        batch_dimension_count=2,\n",
    "    )\n",
    "\n",
    "    # add noise to the hamiltonian\n",
    "    hamiltonian = (\n",
    "        graph.hermitian_part(Omega * (1.0 + amplitude_error) * drive_operator)\n",
    "        + (Delta + detuning_error) * detuning_operator\n",
    "        + B * blockade_operator\n",
    "    )\n",
    "\n",
    "    theta_s = control_results[\"output\"][\"theta_s\"][\"value\"]\n",
    "\n",
    "    cz_op = (\n",
    "        h_00\n",
    "        + graph.exp(1j * theta_s) * h_01\n",
    "        + graph.exp(1j * (2 * theta_s + np.pi)) * h_11\n",
    "    )\n",
    "    target = graph.target(operator=cz_op)\n",
    "\n",
    "    infid = graph.infidelity_pwc(\n",
    "        hamiltonian=hamiltonian, target=target, name=\"infidelity\"\n",
    "    )\n",
    "\n",
    "    return bo.execute_graph(graph, \"infidelity\", run_async=run_async)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run the dephasing/amplitude error scans for ARP pulse.\n",
    "jobs = [\n",
    "    run_coherent_simulation(\n",
    "        control, detuning_error_values, amplitude_error_values, run_async=True\n",
    "    )\n",
    "    for control in control_list\n",
    "]\n",
    "infidelity_scan = [job.get_result() for job in jobs]\n",
    "\n",
    "# Extracting scan results.\n",
    "error_scan = {}\n",
    "idx = 0\n",
    "for B_idx in B_indices:\n",
    "    scan_per_scheme = {}\n",
    "    for scheme in blockade_scan_results.keys():\n",
    "        scan_per_scheme[scheme] = infidelity_scan[idx][\"output\"][\"infidelity\"][\"value\"]\n",
    "        idx += 1\n",
    "    error_scan[B_idx] = scan_per_scheme"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for B_idx, scan in error_scan.items():\n",
    "    fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n",
    "    fig.tight_layout()\n",
    "    fig.subplots_adjust(wspace=0.1, hspace=0.2)\n",
    "    fig.suptitle(\n",
    "        f\"Quasi-static scans for optimized pulses with B={blockades[B_idx]/2/np.pi/1e6} MHz\",\n",
    "        y=1.18,\n",
    "        x=0.4,\n",
    "    )\n",
    "\n",
    "    all_min = np.min([inf for inf in scan.values()])\n",
    "    all_max = np.max([inf for inf in scan.values()])\n",
    "\n",
    "    for idx, (scheme, infidelity) in enumerate(scan.items()):\n",
    "        axs[idx].set_title(\n",
    "            scheme + \"\\n\" + \"Min. infidelity=\" + f\"{np.min(infidelity):.3e}\"\n",
    "        )\n",
    "        c = axs[idx].pcolormesh(\n",
    "            detuning_error_values / (2 * np.pi * 1e3),\n",
    "            amplitude_error_values,\n",
    "            infidelity.squeeze().T,\n",
    "            vmin=all_min,\n",
    "            vmax=all_max,\n",
    "            cmap=plt.colormaps[\"plasma\"].reversed(),\n",
    "        )\n",
    "        contours = axs[idx].contour(\n",
    "            detuning_error_values / (2 * np.pi * 1e3),\n",
    "            amplitude_error_values,\n",
    "            infidelity.squeeze().T,\n",
    "            levels=[0.001, 0.01],\n",
    "            colors=\"#680CEA\",\n",
    "        )\n",
    "        axs[idx].set_xlabel(\"Detuning error (kHz)\")\n",
    "        plt.clabel(contours, inline=True, fontsize=8)\n",
    "        if idx != 0:\n",
    "            axs[idx].set_yticks([])\n",
    "    cbar = fig.colorbar(c, ax=axs, label=\"Gate infidelity\")\n",
    "\n",
    "    axs[0].set_ylabel(\"Relative amplitude error\")\n",
    "    plt.show()\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These results show that the ARP pulse shows some robustness to detuning and amplitude errors for large values of the blockade strength. The optimized pulse shows a strong robustness against dephasing for both values of blockade, even though this was not enforced in the optimization.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Designing robust CZ gates\n",
    "\n",
    "In the previous sections, we saw that one can achieve orders of magnitude improvement in gate infidelity when pulses are optimized for different values of the blockade strength. The optimized pulses also show robustness against detuning errors. Now we will design pulses to include robustness against noise in the control amplitude. Note that the optimization function defined in the previous section already allows for designing such pulses by simply setting the values in the robustness dictionary to `True`.\n",
    "\n",
    "We will choose two values for the Blockade strength (250 MHz and 2.5 GHz) and for each, find optimal pulses robust to amplitude noise. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "robustness_options = [{\"dephasing\": False, \"amplitude\": True, \"decay\": 0}]\n",
    "\n",
    "jobs = [\n",
    "    optimize_cz_gate(\n",
    "        pulse_scheme=\"robust\",\n",
    "        blockade_strength=blockades[B_idx],\n",
    "        cost_node=\"infidelity\",\n",
    "        dephasing=robustness[\"dephasing\"],\n",
    "        amplitude=robustness[\"amplitude\"],\n",
    "        decay=robustness[\"decay\"],\n",
    "        run_async=True,\n",
    "    )\n",
    "    for B_idx in B_indices\n",
    "    for robustness in robustness_options\n",
    "]\n",
    "robust_controls = [job.get_result() for job in jobs]\n",
    "\n",
    "# Storing scan results in a dictionary.\n",
    "scheme_list = [\"Amplitude robust\"]\n",
    "robust_controls_dic = {key: {} for key in scheme_list}\n",
    "idx = 0\n",
    "for B_idx in B_indices:\n",
    "    scan_per_scheme = {}\n",
    "    for scheme in scheme_list:\n",
    "        robust_controls_dic[scheme].update({B_idx: robust_controls[idx]})\n",
    "        idx += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparing ARP with amplitude robust pulse\n",
    "\n",
    "Now we will characterize the robust pulses by scanning over different values different values of the noise and calculating the resulting gate infidelity. Then we can compare the robust pulse with the original ARP pulse and the optimized pulse of the previous section by plotting the quasi-static scans for detuning and amplitude errors independently. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run the scans.\n",
    "jobs = [\n",
    "    run_coherent_simulation(\n",
    "        control, detuning_error_values, amplitude_error_values, run_async=True\n",
    "    )\n",
    "    for control in robust_controls\n",
    "]\n",
    "infidelity_scan = [job.get_result() for job in jobs]\n",
    "\n",
    "# Extracting scan results.\n",
    "robust_error_scan = {}\n",
    "idx = 0\n",
    "for B_idx in B_indices:\n",
    "    scan_per_scheme = {}\n",
    "    for scheme in scheme_list:\n",
    "        scan_per_scheme[scheme] = infidelity_scan[idx][\"output\"][\"infidelity\"][\"value\"]\n",
    "        idx += 1\n",
    "    robust_error_scan[B_idx] = scan_per_scheme"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(15, 8))\n",
    "fig.suptitle(f\"Cross-sections of the quasi-static scans\", y=1.15)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(wspace=0.1, hspace=0.2)\n",
    "for idx, B_idx in enumerate(B_indices):\n",
    "    ax[idx][0].set_title(f\"Detuning scan for B={blockades[B_idx]/2/np.pi/1e6} MHz\")\n",
    "    ax[idx][1].set_title(f\"Amplitude scan for B={blockades[B_idx]/2/np.pi/1e6} MHz\")\n",
    "    ax[idx][0].plot(\n",
    "        detuning_error_values / 2 / np.pi / 1e3,\n",
    "        robust_error_scan[B_idx][\"Amplitude robust\"][:, 30],\n",
    "        label=\"Amplitude robust pulse\",\n",
    "    )\n",
    "    ax[idx][0].plot(\n",
    "        detuning_error_values / 2 / np.pi / 1e3,\n",
    "        error_scan[B_idx][\"ARP\"][:, 30],\n",
    "        label=\"ARP\",\n",
    "        c=\"k\",\n",
    "    )\n",
    "    ax[idx][0].plot(\n",
    "        detuning_error_values / 2 / np.pi / 1e3,\n",
    "        error_scan[B_idx][\"Optimal, non-robust\"][:, 30],\n",
    "        label=\"Optimal, non-robust\",\n",
    "        alpha=0.5,\n",
    "    )\n",
    "    ax[idx][1].plot(\n",
    "        amplitude_error_values,\n",
    "        robust_error_scan[B_idx][\"Amplitude robust\"][30, :],\n",
    "        label=\"Amplitude robust pulse\",\n",
    "    )\n",
    "    ax[idx][1].plot(\n",
    "        amplitude_error_values, error_scan[B_idx][\"ARP\"][30, :], label=\"ARP\", c=\"k\"\n",
    "    )\n",
    "\n",
    "    ax[idx][1].plot(\n",
    "        amplitude_error_values,\n",
    "        error_scan[B_idx][\"Optimal, non-robust\"][30, :],\n",
    "        label=\"Optimal, non-robust\",\n",
    "        alpha=0.5,\n",
    "    )\n",
    "\n",
    "    ax[idx][0].set_ylabel(\"Infidelity\")\n",
    "    ax[0][idx].set_xticks([])\n",
    "for a in ax.ravel():\n",
    "    a.set_yscale(\"log\")\n",
    "    a.set_ylim(1e-9, 1e-0)\n",
    "ax[1][0].set_xlabel(\"Detuning error (kHz)\")\n",
    "ax[1][1].set_xlabel(\"Relative Amplitude error\")\n",
    "ax[0][0].legend(loc=\"best\", bbox_to_anchor=(1.55, 1.45), ncol=3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The optimized pulse outperforms the ARP pulse in both overall gate infidelity and in robustness against dephasing for both values of $B$. The robust optimized pulse also provides infidelities orders of magnitude smaller than the ones achieved with ARP pulses for a range of amplitude noise that increases for smaller blockade strength."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Effects of spontaneous emission\n",
    "\n",
    "We will now investigate the effect of spontaneous emission on gate performance using the pulses from the previous sections. The decay of the Rydberg state is an incoherent process, and so to simulate it we use the Lindblad master equation\n",
    "$$\n",
    "\\partial_t \\rho = -i [H(t), \\rho] + \\sum_{l,j} L^{(l)}_j \\rho L^{(l)\\dagger}_j - \\frac{1}{2} \\{L^{(l)\\dagger}_jL^{(l)}_j, \\rho \\},\n",
    "$$\n",
    "where $l$ is an index over the two atoms and $L^{(l)}_j = \\sqrt{b_{jr}\\gamma_r}\\vert j \\rangle_l \\langle r \\vert$ is a decay operator between the Rydberg state and the state $\\vert j \\rangle \\in \\{ \\vert 0 \\rangle, \\vert 1 \\rangle, \\vert d \\rangle \\}$. $\\gamma_r$ is the decay rate of the Rydberg state, $b_{jr}$ are branching ratios between the three lower levels and $\\vert d \\rangle$ is a \"dark\" state that represents hyperfine levels not used to encode the qubit. [Saffman et al.](https://arxiv.org/pdf/1912.02977.pdf) take $\\gamma_r = 1 / (540~{\\rm \\mu s})$, $b_{0r} = b_{1r} = 1/16$ and $b_{dr} = 7/8$.\n",
    "\n",
    "To assess robustness of our pulses, we simulate the master equation using the initial state\n",
    "$$\n",
    "\\vert \\psi_0 \\rangle = ((\\vert 0 \\rangle - \\vert 1 \\rangle)/\\sqrt{2}) \\otimes^2.\n",
    "$$\n",
    "Ideally, applying a CZ gate to this state will produce a maximally-entangled state, equivalent to a Bell state up to single-qubit rotations. We can quantify the error in the gate operation by taking the overlap of the final state with the target entangled state,\n",
    "$$\n",
    "\\mathcal{F} = \\langle \\psi_t \\vert \\rho_f \\vert \\psi_t \\rangle\n",
    "$$\n",
    "with\n",
    "$$\n",
    "\\vert \\psi_t \\rangle = \\frac{1}{2} (\\vert 00 \\rangle - e^{i\\theta_s}(\\vert 01 \\rangle + \\vert 10 \\rangle) - e^{2i\\theta_s}\\vert 11 \\rangle).\n",
    "$$\n",
    "This is equivalent to the Bell state fidelity used in the paper, assuming that single-qubit operations can be performed perfectly.\n",
    "\n",
    "To evaluate the gate performance in the presence of decay, we define a function that simulates the open quantum system with a spontaneous emission term. The function below takes values of relative intensity error and detuning error, and returns a graph that simulates the master equation for those values and calculates the Bell state infidelity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "gamma_r = 1 / (540e-6)  # 1/s, Rydberg decay rate.\n",
    "\n",
    "\n",
    "def run_decay_simulation(detuning_error, amplitude_error, control_results, run_async):\n",
    "    # Each atom is a four-level system: |0>, |1>, |r> and |d>.\n",
    "    graph = bo.Graph()\n",
    "\n",
    "    B = control_results[\"output\"][\"blockade\"][\"value\"] * 2 * np.pi\n",
    "\n",
    "    # Define operators and drive for one atom.\n",
    "    drive_operator = np.zeros((4, 4))\n",
    "    drive_operator[1, 2] = 1\n",
    "\n",
    "    detuning_operator = np.zeros((4, 4))\n",
    "    detuning_operator[2, 2] = 1\n",
    "\n",
    "    Omega = graph.pwc(**control_results[\"output\"][\"amplitude\"])\n",
    "    Delta = graph.pwc(**control_results[\"output\"][\"detuning\"])\n",
    "\n",
    "    # Define blockade term.\n",
    "    blockade_operator = np.zeros((16, 16))\n",
    "    blockade_operator[10, 10] = B\n",
    "\n",
    "    # Define control Hamiltonian.\n",
    "    drive_1 = graph.embed_operators((drive_operator, 0), [4, 4])\n",
    "    drive_2 = graph.embed_operators((drive_operator, 1), [4, 4])\n",
    "    detuning_1 = graph.embed_operators((detuning_operator, 0), [4, 4])\n",
    "    detuning_2 = graph.embed_operators((detuning_operator, 1), [4, 4])\n",
    "\n",
    "    hamiltonian = (\n",
    "        graph.hermitian_part(Omega * (1.0 + amplitude_error) * (drive_1 + drive_2))\n",
    "        + (Delta + detuning_error) * (detuning_1 + detuning_2)\n",
    "        + blockade_operator\n",
    "    )\n",
    "\n",
    "    # Defin single atom decay operators.\n",
    "    decay_states = [0, 1, 3]  # (0, 1, d states)\n",
    "    branching_ratios = [1 / 16, 1 / 16, 7 / 8]\n",
    "    Ls_single = []\n",
    "    for decay_state, branching_ratio in zip(decay_states, branching_ratios):\n",
    "        L = np.zeros((4, 4))\n",
    "        L[decay_state, 2] = 1\n",
    "        Ls_single.append((branching_ratio * gamma_r, L))\n",
    "\n",
    "    # Lindblad terms for both atoms.\n",
    "    Ls = [\n",
    "        (gamma, graph.embed_operators([(L_single, atom)], [4, 4]))\n",
    "        for atom in range(2)\n",
    "        for gamma, L_single in Ls_single\n",
    "    ]\n",
    "\n",
    "    # Initial two-atom density matrix for simulation.\n",
    "    qubit_initial = np.array([1, -1, 0, 0]) / np.sqrt(2)\n",
    "    initial_state = np.kron(qubit_initial, qubit_initial)[:, None]\n",
    "    initial_rho = initial_state @ initial_state.T.conj()\n",
    "\n",
    "    # Simulate the master equation.\n",
    "    evolved_state = graph.density_matrix_evolution_pwc(\n",
    "        initial_density_matrix=initial_rho,\n",
    "        hamiltonian=hamiltonian,\n",
    "        lindblad_terms=Ls,\n",
    "        name=\"evolved state\",\n",
    "    )\n",
    "\n",
    "    theta_s = control_results[\"output\"][\"theta_s\"][\"value\"]\n",
    "\n",
    "    target_state = np.zeros(16, dtype=complex)\n",
    "    target_state[0] = 0.5\n",
    "    target_state[1] = -0.5 * np.exp(1j * theta_s)\n",
    "    target_state[4] = -0.5 * np.exp(1j * theta_s)\n",
    "    target_state[5] = -0.5 * np.exp(2j * theta_s)\n",
    "    target_state = target_state[:, None]\n",
    "\n",
    "    bell_state_infidelity = 1 - target_state.T.conj() @ evolved_state @ target_state\n",
    "    bell_state_infidelity = graph.abs(bell_state_infidelity[0, 0])\n",
    "    bell_state_infidelity.name = \"infidelity\"\n",
    "\n",
    "    return bo.execute_graph(graph, [\"evolved state\", \"infidelity\"], run_async=run_async)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now show how Boulder Opal can be used to produce a control pulse that is designed to be robust to intensity and detuning errors, as well as decay of the Rydberg state. Directly including the decay in a master equation simulation during the optimization would be very computationally expensive, so we instead add a cost term to the infidelity, which integrates the population of the Rydberg state during the gate. This cost term is given by\n",
    "$$\n",
    "C = \\frac{1}{4} \\int \\Big( |U(t)_{0r,01}|^2 + |U(t)_{1r,11}|^2 + |U(t)_{r1,11}|^2 + 2 |U(t)_{rr,11}|^2 \\Big) \\mathrm{d}t.\n",
    "$$\n",
    "This cost is already included in the `optimize_cz_gate` function defined at the beginning of this notebook. To enable this term, we just need to input a non-zero penalty as the value of `decay` key in the robustness dictionary. In the next cell we run an optimization with this decay option."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "jobs = [\n",
    "    optimize_cz_gate(\n",
    "        pulse_scheme=\"amplitude robust\",\n",
    "        blockade_strength=blockades[B_idx],\n",
    "        cost_node=\"cost\",\n",
    "        dephasing=False,\n",
    "        amplitude=True,\n",
    "        decay=0.05,\n",
    "        run_async=True,\n",
    "    )\n",
    "    for B_idx in B_indices\n",
    "]\n",
    "decay_robust_control = {B_idx: job.get_result() for B_idx, job in zip(B_indices, jobs)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now choose a range for each error source and execute the simulations for three different pulses: ARP, amplitude robust, and amplitude robust with decay mitigation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defining the error ranges for the scan.\n",
    "scan_point_count = 15\n",
    "error_values = {\n",
    "    \"Detuning\": np.linspace(-0.2, 0.2, num=scan_point_count) * 2 * np.pi * 1e6,\n",
    "    \"Amplitude\": np.linspace(-0.3, 0.3, num=scan_point_count),\n",
    "}\n",
    "\n",
    "decay_results = {}\n",
    "\n",
    "for B_idx in B_indices:\n",
    "    # Define control list.\n",
    "    controls = {\n",
    "        \"ARP\": blockade_scan_results[\"ARP\"][B_idx],\n",
    "        \"Amplitude robust\": robust_controls_dic[\"Amplitude robust\"][B_idx],\n",
    "        \"Amplitude robust with decay mitigation\": decay_robust_control[B_idx],\n",
    "    }\n",
    "\n",
    "    # Detuning scan.\n",
    "    results = {\"Detuning\": {}, \"Amplitude\": {}}\n",
    "    for scheme, control in controls.items():\n",
    "        jobs = [\n",
    "            run_decay_simulation(detuning_error, 0, control, run_async=True)\n",
    "            for detuning_error in error_values[\"Detuning\"]\n",
    "        ]\n",
    "        simulations = [job.get_result() for job in jobs]\n",
    "        infidelities = [s[\"output\"][\"infidelity\"][\"value\"] for s in simulations]\n",
    "        results[\"Detuning\"][scheme] = np.array(infidelities)\n",
    "\n",
    "    # Amplitude scan.\n",
    "    for scheme, control in controls.items():\n",
    "        jobs = [\n",
    "            run_decay_simulation(0, amplitude_error, control, run_async=True)\n",
    "            for amplitude_error in error_values[\"Amplitude\"]\n",
    "        ]\n",
    "        simulations = [job.get_result() for job in jobs]\n",
    "        infidelities = [s[\"output\"][\"infidelity\"][\"value\"] for s in simulations]\n",
    "        results[\"Amplitude\"][scheme] = np.array(infidelities)\n",
    "\n",
    "    decay_results[B_idx] = results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(15, 10))\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(wspace=0.1, hspace=0.2)\n",
    "fig.suptitle(f\"Quasi-static scans\", y=1.15)\n",
    "color_plot = {\n",
    "    \"ARP\": \"k\",\n",
    "    \"Amplitude robust\": qv.QCTRL_STYLE_COLORS[1],\n",
    "    \"Dual robust\": qv.QCTRL_STYLE_COLORS[2],\n",
    "    \"Optimal\": qv.QCTRL_STYLE_COLORS[3],\n",
    "    \"Amplitude robust with decay mitigation\": qv.QCTRL_STYLE_COLORS[0],\n",
    "}\n",
    "error_values[\"Detuning\"] = error_values[\"Detuning\"] / 2 / np.pi / 1e3\n",
    "for idx, (B_idx, all_controls) in enumerate(decay_results.items()):\n",
    "    ax[idx][0].plot(\n",
    "        np.linspace(-0.2, 0.2, num=61) * 1e3,\n",
    "        robust_error_scan[B_idx][\"Amplitude robust\"][:, 30],\n",
    "        label=\"Amplitude robust, no decay\",\n",
    "        ls=\"--\",\n",
    "        c=color_plot[\"Amplitude robust\"],\n",
    "        alpha=0.4,\n",
    "    )\n",
    "    ax[idx][1].plot(\n",
    "        np.linspace(-0.3, 0.3, num=61),\n",
    "        robust_error_scan[B_idx][\"Amplitude robust\"][30, :],\n",
    "        label=\"Amplitude robust, no decay\",\n",
    "        ls=\"--\",\n",
    "        c=color_plot[\"Amplitude robust\"],\n",
    "        alpha=0.4,\n",
    "    )\n",
    "    ax[idx][0].plot(\n",
    "        np.linspace(-0.2, 0.2, num=61) * 1e3,\n",
    "        error_scan[B_idx][\"ARP\"][:, 30],\n",
    "        label=\"ARP, no decay\",\n",
    "        ls=\"--\",\n",
    "        c=color_plot[\"ARP\"],\n",
    "        alpha=0.4,\n",
    "    )\n",
    "    ax[idx][1].plot(\n",
    "        np.linspace(-0.3, 0.3, num=61),\n",
    "        error_scan[B_idx][\"ARP\"][30, :],\n",
    "        label=\"ARP, no decay\",\n",
    "        ls=\"--\",\n",
    "        c=color_plot[\"ARP\"],\n",
    "        alpha=0.4,\n",
    "    )\n",
    "    ax[idx][0].set_ylabel(\"Infidelity\")\n",
    "\n",
    "    for idx2, (scan_name, control_results) in enumerate(all_controls.items()):\n",
    "        ax[idx][idx2].set_title(\n",
    "            scan_name + f\" scan for B={blockades[B_idx]/2/np.pi/1e6} MHz\"\n",
    "        )\n",
    "        for control_type, control in control_results.items():\n",
    "            ax[idx][idx2].plot(\n",
    "                error_values[scan_name],\n",
    "                control.T,\n",
    "                label=control_type,\n",
    "                c=color_plot[control_type],\n",
    "            )\n",
    "        ax[0][idx2].set_xticks([])\n",
    "\n",
    "ax[1][0].set_xlabel(\"Detuning error (kHz)\")\n",
    "ax[1][1].set_xlabel(\"Relative Amplitude error\")\n",
    "for a in ax.ravel():\n",
    "    a.set_yscale(\"log\")\n",
    "ax[0][0].legend(loc=\"best\", bbox_to_anchor=(1.6, 1.35), ncol=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot shows a decrease in the Bell state fidelity when decay is taken into account. This effect is stronger for higher blockade. \n",
    "\n",
    "The robust pulse with decay mitigation outperforms the ARP for the detuning range considered and by a factor of $\\approx 20$ for the best infidelity. The ARP pulse is already quite robust against amplitude errors but the robust pulse with decay mitigation outperforms it roughly in the same region as in the no-decay case."
   ]
  }
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