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   "source": [
    "# How to evaluate control susceptibility to quasi-static noise\n",
    "**Characterize the robustness of a control pulse to quasi-static noise**\n",
    "\n",
    "Boulder Opal enables you to simply evaluate control performance by calculating susceptibility to quasi-static noise on multiple simultaneous noise channels. This process can provide a useful characterization of the robustness of candidate controls and would be familiar to anyone from a magnetic resonance background. In this notebook we show how to compute what we refer to as \"quasi-static scans\" using Boulder Opal.\n",
    "\n",
    "It is common to calculate the susceptibility of a control to two different noise processes applied simultaneously. Some of the most common noise terms include \n",
    "- the time-dependent multiplicative noise on a drive (commonly denoted $\\beta$), \n",
    "- the additive dephasing noise which acts independent of any controls (commonly denoted $\\eta$).\n",
    "\n",
    "We may scan across one of these noise processes in a 1D quasi-static scan or both in a two-dimensional grid of values $(\\beta,\\eta)$, and calculate the infidelity of the resulting gate in each setting."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary workflow\n",
    "### 1. Establish graph-based noise-susceptibility calculation\n",
    "\n",
    "Fundamentally the calculation being performed in a quasi-static scan is the calculation of infidelity for an operation in the presence of a static offset term in a Hamiltonian.  This simulation is efficiently captured using graphs.\n",
    "\n",
    "As described in the [How to represent quantum systems using graphs](https://docs.q-ctrl.com/boulder-opal/toolkit/design/calculate-with-graphs/how-to-represent-quantum-systems-using-graphs) user guide, you will build a graph with the `boulderopal.execute_graph` function.  \n",
    "\n",
    "With the graph built, you can calculate the quasi-static scans by calling the `boulderopal.execute_graph` function (with the `graph` you defined and the `output_node_names` we want to obtain). \n",
    "\n",
    "### 2. Batch data for infidelity calculation\n",
    "\n",
    "#### 1D parameter scan\n",
    "In a 1D noise-susceptibility scan you create a batch of noise signals over which the simulation is performed using the `graph.constant_pwc` graph operation and an array of noise coefficient values taken as an input.  \n",
    "```python\n",
    "noise_signal = graph.constant_pwc(\n",
    "    constant=noise_coefficients,\n",
    "    duration=pulse.duration,\n",
    "    batch_dimension_count=1,\n",
    ")\n",
    "noise_term = noise_signal * operator\n",
    "```\n",
    "\n",
    "This signal is added to the Hamiltonian for inclusion in an infidelity calculation via the `graph.infidelity_pwc` graph operation. You can extract the infidelities from `result[\"output\"][\"infidelities\"][\"value\"]` (where `result` is a dictionary returned by `boulderopal.execute_graph`) for any noise coefficients defined to capture the parameter over which a quasi-static scan is performed.\n",
    "\n",
    "#### 2D parameter scan\n",
    "In a 2D parameter scan, calculations are typically parallelized by creating a two-dimensional batch of Hamiltonians, with each element of the batch corresponding to a pair of noise coefficient values.  To achieve that, we use [graph operations](https://docs.q-ctrl.com/references/boulder-opal/boulderopal/graph/nodes) to define PWC signals for each term. We then multiply each of these by their corresponding operator to create the corresponding Hamiltonian term, and add them together to obtain the total Hamiltonian.\n",
    "\n",
    "When the terms are added, as the batches for both quasi-static noises correspond to different dimensions, we obtain a  batch of 2×2 PWC Hamiltonians (when adding PWCs, their value and batch dimensions are broadcasted separately).\n",
    "As a result, the infidelities returned by the `graph.infidelity_pwc` node are a tensor, where each element gives the infidelity associated with a pair of noise values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: 1D quasi-static susceptibility to a single dephasing-noise channel\n",
    "\n",
    "In this example we consider a 1D quasi-static scan for a single dephasing noise channel affecting a qubit. The system is described by the Hamiltonian:\n",
    "$$\n",
    "H(t) = \\frac{\\Omega(t)}{2} \\sigma_- + \\frac{\\Omega^*(t)}{2} \\sigma_+ + \\frac{\\eta(t)}{2} \\sigma_z  ,\n",
    "$$\n",
    "where $\\Omega(t)$ is a time-dependent Rabi rate, $\\eta(t)$ is a small, slowly-varying stochastic dephasing noise process, $\\sigma_\\pm = (\\sigma_x \\mp i \\sigma_y)/2$, and $\\sigma_k$ are the Pauli matrices.\n",
    "\n",
    "In this case we consider two driven controls, primitive and CORPSE.\n",
    "\n",
    "As described above, we will build a graph that we will execute with  to perform the computation. For convenience, we wrap this calculation in a function that takes a pulse given by a Q-CTRL Open Controls function, defining the piecewise-constant (PWC) pulses for $\\Omega(t)$.  We extract the infidelities from `result[\"output\"][\"infidelities\"][\"value\"]` (where `result` is the dictionary returned by `boulderopal.execute_graph`) and plot in a 1D graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import qctrlvisualizer as qv\n",
    "import qctrlopencontrols as oc\n",
    "import boulderopal as bo\n",
    "\n",
    "plt.style.use(qv.get_qctrl_style())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your task (action_id=\"1828107\") has completed.\n",
      "Your task (action_id=\"1828108\") has completed.\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define control parameters\n",
    "omega_max = 2 * np.pi * 1e6  # Hz\n",
    "total_rotation = np.pi / 2\n",
    "\n",
    "# Define coefficient array for the noise values\n",
    "dephasing_coefficients = np.linspace(-1.0, 1.0, 101) * omega_max\n",
    "\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "fig.suptitle(\"Dephasing noise susceptibility of different pulses\")\n",
    "\n",
    "# For each scheme, compute and plot the results of the quasi-static scan\n",
    "for scheme_name, function in [\n",
    "    (\"CORPSE\", oc.new_corpse_control),\n",
    "    (\"primitive\", oc.new_primitive_control),\n",
    "]:\n",
    "    # Define pulse objects using pulses from Q-CTRL Open Controls\n",
    "    pulse = function(\n",
    "        rabi_rotation=total_rotation, azimuthal_angle=0.0, maximum_rabi_rate=omega_max\n",
    "    )\n",
    "\n",
    "    # Create graph\n",
    "    graph = bo.Graph()\n",
    "\n",
    "    # Define Rabi coupling term\n",
    "    rabi_signal = graph.pwc(\n",
    "        durations=pulse.durations,\n",
    "        values=pulse.rabi_rates * np.exp(1j * pulse.azimuthal_angles),\n",
    "    )\n",
    "    rabi_coupling_term = graph.hermitian_part(rabi_signal * graph.pauli_matrix(\"M\"))\n",
    "\n",
    "    # Define dephasing term, a [101] batch of operators, created by multiplying\n",
    "    # a [101] batch of (constant) PWC signals by the corresponding σz/2 operator\n",
    "    dephasing_signal = graph.constant_pwc(\n",
    "        constant=dephasing_coefficients,\n",
    "        duration=pulse.duration,\n",
    "        batch_dimension_count=1,\n",
    "    )\n",
    "    dephasing_term = dephasing_signal * graph.pauli_matrix(\"Z\") / 2\n",
    "\n",
    "    # Build total Hamiltonian, a [101] batch of operators\n",
    "    hamiltonian = rabi_coupling_term + dephasing_term\n",
    "\n",
    "    # Calculate infidelities, a [101] tensor\n",
    "    sqrt_sigma_x = (0.5 + 0.5j) * graph.pauli_matrix(\"I\") + (\n",
    "        0.5 - 0.5j\n",
    "    ) * graph.pauli_matrix(\"X\")\n",
    "\n",
    "    graph.infidelity_pwc(\n",
    "        hamiltonian=hamiltonian, target=graph.target(sqrt_sigma_x), name=\"infidelities\"\n",
    "    )\n",
    "\n",
    "    # Execute the graph\n",
    "    result = bo.execute_graph(graph=graph, output_node_names=\"infidelities\")\n",
    "\n",
    "    # Extract and plot infidelities\n",
    "    infidelities = result[\"output\"][\"infidelities\"][\"value\"]\n",
    "    plt.plot(dephasing_coefficients / omega_max, infidelities, label=scheme_name)\n",
    "\n",
    "\n",
    "plt.ylabel(\"Infidelity\")\n",
    "plt.xlabel(r\"Relative dephasing coefficient $\\eta/\\Omega_\\mathrm{max}$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Example: 2D pulse susceptibility to simultaneous amplitude and dephasing noise\n",
    "\n",
    "In this example we will compare a series of composite $\\pi$ pulses applied to a single qubit under amplitude and dephasing noise. The Hamiltonian of the quantum system is:\n",
    "$$\n",
    "H(t) = \\frac{1+\\beta(t)}{2}\\Big( \\Omega(t) \\sigma_- + \\Omega^*(t) \\sigma_+ \\Big) + \\frac{\\eta(t)}{2} \\sigma_z  ,\n",
    "$$\n",
    "where $\\Omega(t)$ is a time-dependent Rabi rate, $\\beta(t)$ is a fractional time-dependent amplitude fluctuation process, $\\eta(t)$ is a small slowly-varying stochastic dephasing noise process, $\\sigma_\\pm = (\\sigma_x \\mp i \\sigma_y)/2$, and $\\sigma_k$ are the Pauli matrices.\n",
    "\n",
    "Comparing the variation in infidelity across a 2D grid of $(\\beta,\\eta)$ gives information about the robustness of the appropriate control to simultaneous quasi-static noise on the two channels.\n",
    "\n",
    "We consider the following driven control schemes for the controllable $\\Omega(t)$ term, which are available from [Q-CTRL Open Controls](https://github.com/qctrl/open-controls) and described in the [reference documentation](https://docs.q-ctrl.com/open-controls/references/qctrl-open-controls/qctrlopencontrols): primitive, BB1, SK1, and CORPSE. Here we invoke these controls, define relevant parameters in the system simulation, and identify the arrays defining the grid of noise coefficients in the quasi-static scan."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define schemes for driven controls to compare\n",
    "schemes = {\n",
    "    name: {\"function\": function}\n",
    "    for name, function in [\n",
    "        (\"primitive\", oc.new_primitive_control),\n",
    "        (\"BB1\", oc.new_bb1_control),\n",
    "        (\"SK1\", oc.new_sk1_control),\n",
    "        (\"CORPSE\", oc.new_corpse_control),\n",
    "    ]\n",
    "}\n",
    "\n",
    "# Define control parameters\n",
    "total_rotation = np.pi  # Target rotation angle here is a \\pi pulse.\n",
    "omega_max = 2 * np.pi * 1e6  # Hz, this is the maximum Rabi rate in the system.\n",
    "\n",
    "# Define coefficient arrays for the noise values.\n",
    "# We use a grid with 51 points for $\\beta\\in [-0.5,0.5]$\n",
    "# and 101 points for $\\eta\\in[-\\Omega_{\\mathrm{max}}, \\Omega_{\\mathrm{max}}]$.\n",
    "amplitude_coefficients = np.linspace(-0.5, 0.5, 51)\n",
    "dephasing_coefficients = np.linspace(-1.0, 1.0, 101) * omega_max"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The infidelities returned by the `graph.infidelity_pwc` node are a [51, 101] tensor (based on the sizes of $(\\beta,\\eta)$), where each element gives the infidelity associated with a pair of amplitude and dephasing coefficient values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_quasi_static_scan(pulse):\n",
    "    # Create graph\n",
    "    graph = bo.Graph()\n",
    "\n",
    "    # [51, 1, T] array with values of (1+β)Ω(t) on each segment and for each value of β\n",
    "    complex_rabi_rates_with_noise = (\n",
    "        (1 + amplitude_coefficients[:, None, None])\n",
    "        * pulse.rabi_rates\n",
    "        * np.exp(1j * pulse.azimuthal_angles)\n",
    "    )\n",
    "    # [51, 1] batch of PWC signals for (1+β)Ω(t)\n",
    "    # We specify time_dimension=2, as the PWC values array has two batching dimensions.\n",
    "    rabi_signal = graph.pwc(\n",
    "        values=complex_rabi_rates_with_noise,\n",
    "        durations=pulse.durations,\n",
    "        time_dimension=2,\n",
    "    )\n",
    "    # [51, 1] batch of 2×2 PWC operators for the coupling term, (1+β)[Ω(t)σ- + Ω*(t)σ+]\n",
    "    rabi_coupling_term = graph.hermitian_part(rabi_signal * graph.pauli_matrix(\"M\"))\n",
    "\n",
    "    # [1, 101] batch of 2×2 constant (with a single segment) PWC signals for η\n",
    "    dephasing_signal = graph.pwc(\n",
    "        values=dephasing_coefficients[None, :, None],\n",
    "        durations=np.array([pulse.duration]),\n",
    "        time_dimension=2,\n",
    "    )\n",
    "    # [1, 101] batch of 2×2 PWC operators for the dephasing drift term, η σz/2\n",
    "    dephasing_term = dephasing_signal * graph.pauli_matrix(\"Z\") / 2\n",
    "\n",
    "    # [51, 101] batch of 2×2 PWC operators for the total Hamiltonian,\n",
    "    # with each element in the batch represents a unique pair of (β, η) values\n",
    "    # (the [51, 1] and [1, 101] batches get broadcasted to [51, 101]).\n",
    "    hamiltonian = rabi_coupling_term + dephasing_term\n",
    "\n",
    "    # [51, 101] tensor with the infidelities\n",
    "    graph.infidelity_pwc(\n",
    "        hamiltonian=hamiltonian,\n",
    "        target=graph.target(graph.pauli_matrix(\"X\")),\n",
    "        name=\"infidelities\",\n",
    "    )\n",
    "\n",
    "    # Execute the graph\n",
    "    result = bo.execute_graph(graph=graph, output_node_names=\"infidelities\")\n",
    "\n",
    "    # Extract and return infidelities\n",
    "    return result[\"output\"][\"infidelities\"][\"value\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now call the function for each Q-CTRL Open Controls scheme and extract the calculated infidelities.\n",
    "We also store the values for the noise coefficients in the quasi-static scan to plot them later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Obtaining infidelities for primitive scheme...\n",
      "Your task (action_id=\"1828109\") has completed.\n",
      "\n",
      "Obtaining infidelities for BB1 scheme...\n",
      "Your task (action_id=\"1828110\") has completed.\n",
      "\n",
      "Obtaining infidelities for SK1 scheme...\n",
      "Your task (action_id=\"1828111\") has started.\n",
      "Your task (action_id=\"1828111\") has completed.\n",
      "\n",
      "Obtaining infidelities for CORPSE scheme...\n",
      "Your task (action_id=\"1828112\") has completed.\n"
     ]
    }
   ],
   "source": [
    "for scheme_name, scheme_objects in schemes.items():\n",
    "    # Define pulse objects using pulses from Q-CTRL Open Controls\n",
    "    pulse = scheme_objects[\"function\"](\n",
    "        rabi_rotation=total_rotation, azimuthal_angle=0.0, maximum_rabi_rate=omega_max\n",
    "    )\n",
    "\n",
    "    print(f\"\\nObtaining infidelities for {scheme_name} scheme...\")\n",
    "\n",
    "    # Create and execute the graph that calculates the infidelities\n",
    "    infidelities = calculate_quasi_static_scan(pulse)\n",
    "\n",
    "    # Save calculated infidelities\n",
    "    scheme_objects[\"infidelities\"] = infidelities\n",
    "\n",
    "    # Save relevant quantities for later use\n",
    "    scheme_objects[\"dephasing noise values\"] = dephasing_coefficients\n",
    "    scheme_objects[\"drive noise values\"] = amplitude_coefficients"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For 2D scans, density plots can provide intuitive visualizations of the noise robustness. With the grid of infidelities extracted above, it is simple to create such plots using the Matplotlib library."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for scheme_name, scheme_objects in schemes.items():\n",
    "    fig, ax = plt.subplots(figsize=(10, 4))\n",
    "\n",
    "    contours = plt.contour(\n",
    "        scheme_objects[\"dephasing noise values\"] / omega_max,\n",
    "        scheme_objects[\"drive noise values\"],\n",
    "        scheme_objects[\"infidelities\"],\n",
    "        levels=[0.001, 0.01, 0.1, 0.5],\n",
    "        colors=\"#680CEA\",\n",
    "    )\n",
    "    plt.clabel(contours, inline=True)\n",
    "\n",
    "    plt.imshow(\n",
    "        scheme_objects[\"infidelities\"],\n",
    "        extent=[\n",
    "            np.min(dephasing_coefficients) / omega_max,\n",
    "            np.max(dephasing_coefficients) / omega_max,\n",
    "            np.min(amplitude_coefficients),\n",
    "            np.max(amplitude_coefficients),\n",
    "        ],\n",
    "        origin=\"lower\",\n",
    "        cmap=plt.colormaps[\"gray\"].reversed(),\n",
    "        vmin=0,\n",
    "        vmax=1,\n",
    "    )\n",
    "\n",
    "    cbar = plt.colorbar(pad=0.08)\n",
    "    cbar.set_label(\"Pulse infidelity\", labelpad=-50)\n",
    "    plt.title(f\"Noise susceptibility of {scheme_name} pulse\")\n",
    "    plt.ylabel(r\"Amplitude coefficient $\\beta$\")\n",
    "    plt.xlabel(r\"Relative dephasing coefficient $\\eta/\\Omega_\\mathrm{max}$\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary\n",
    "\n",
    "The plots demonstrate clearly the different noise susceptibilities of the different controls. For example, the BB1 control exhibits excellent robustness to amplitude noise (it retains a low infidelity across a wide range of amplitude noise values), but low dephasing robustness (infidelity increases rapidly as the dephasing coefficient varies from zero). The CORPSE control is the opposite: it is robust to dephasing noise, but highly susceptible to amplitude noise.\n",
    "\n",
    "We have thus demonstrated how Boulder Opal can be used to characterize the robustness of different controls to quasi-static noise on multiple simultaneous noise channels."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: Combining quasi-static noise susceptibility with open quantum systems\n",
    "To create quasi-static scans for a system that evolves according to a master equation, you need to employ the graph framework to obtain the points that compose the quasi-static scan. Assuming a noise process $\\eta$ which changes sufficiently slowly that it is constant in each run of the gate, each point represents the performance of the pulse under different strengths of $\\eta$ in combination with any open-systems dynamics.\n",
    "\n",
    "To quantify the performance of the target control, you can use the state infidelity as a metric. Using the fact that the target state is a pure state $\\rho_{\\rm target}$, you can find the infidelity of a pulse that evolves the system to a state $\\rho(t)$ through the formula:\n",
    "$$ \\mathcal{I} (t) = 1 - \\left( \\mathrm{Tr} \\left\\{ \\sqrt{ \\sqrt{\\rho_{\\rm target}} \\rho(t) \\sqrt{\\rho_{\\rm target}} } \\right\\} \\right)^2  = 1 - \\mathrm{Tr} \\left\\{ \\rho_{\\rm target} \\rho(t) \\right\\}  . $$\n",
    "\n",
    "For this example, consider a system under the following system Hamiltonian:\n",
    "$$ H_{\\rm s}(t) = \\frac{1}{2} \\Omega(t) \\sigma_- + \\frac{1}{2} \\Omega^* (t) \\sigma_+ + \\eta \\sigma_z  , $$\n",
    "where $\\sigma_x$, $\\sigma_y$, and $\\sigma_z$ are the Pauli matrices and $\\sigma_\\pm = (\\sigma_x \\mp i \\sigma_y)/2$. The signal $\\Omega(t)$ represents your complex-valued controls, while $\\eta$ is the noise coefficient. \n",
    "\n",
    "Consider as well that the system can longitudinally relax at a certain rate $T_1$, so that the complete GKS–Lindblad master equation that describes its evolution is:\n",
    "$$ \\frac{\\mathrm{d}}{\\mathrm{d} t} \\rho(t) = - i \\left[ H_{\\rm s}(t), \\rho(t) \\right] + \\frac{1}{T_1} \\sigma_- \\rho(t) \\sigma_+ - \\frac{1}{2} \\frac{1}{T_1} \\left\\{ \\rho(t), \\sigma_+ \\sigma_- \\right\\}  . $$\n",
    "In this master equation, $\\sigma_-$ is the Lindblad operator with an associated rate $1/T_1$.\n",
    "\n",
    "To see how a set of pulses performs against additive quasi-static $\\sigma_z$ noise, when also subject to incoherent $T_1$ processes, you can use the open system tools to calculate the evolution of the master equation for different values of $\\eta$. This example shows how you can create an [optimized pulse](https://docs.q-ctrl.com/boulder-opal/toolkit/design/design-error-robust-quantum-logic-gates/learn-to-design-robust-single-qubit-gates-using-computational-graphs) under these conditions by setting the sum of the infidelities under different quasi-static strengths as the cost function of the optimization. The code block below compares the performance of the predefined pulse and the optimized pulse, plotting the shape of the controls and the quasi-static scans for both of them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your task (action_id=\"1828114\") has started.\n",
      "Your task (action_id=\"1828114\") has completed.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define noise and control parameters.\n",
    "T1 = 100e-6  # s\n",
    "omega_max = 2 * np.pi * 1e6  # Hz\n",
    "total_rotation = np.pi / 2\n",
    "\n",
    "# Define scan parameters\n",
    "scan_point_count = 20\n",
    "scan_range = np.linspace(-omega_max / 2, omega_max / 2, scan_point_count)\n",
    "\n",
    "# Obtain predefined pulse from Q-CTRL Open Controls.\n",
    "corpse_pulse = oc.new_corpse_control(\n",
    "    rabi_rotation=total_rotation, azimuthal_angle=0.0, maximum_rabi_rate=omega_max\n",
    ")\n",
    "duration = sum(corpse_pulse.durations)\n",
    "\n",
    "# Create optimization graph.\n",
    "graph = bo.Graph()\n",
    "\n",
    "# Define standard matrices\n",
    "\n",
    "\n",
    "initial_density_matrix = np.array([[1, 0], [0, 0]])\n",
    "target_operator = (graph.pauli_matrix(\"I\") - 1j * graph.pauli_matrix(\"X\")) / np.sqrt(2)\n",
    "target_density_matrix = (\n",
    "    target_operator @ initial_density_matrix @ graph.adjoint(target_operator)\n",
    ")\n",
    "\n",
    "# Define the controls for the predefined pulse.\n",
    "corpse_omega = graph.pwc(\n",
    "    values=corpse_pulse.rabi_rates * np.exp(1j * corpse_pulse.azimuthal_angles),\n",
    "    durations=corpse_pulse.durations,\n",
    "    name=\"corpse_pulse\",\n",
    ")\n",
    "\n",
    "# Define controls for the optimized pulse.\n",
    "optimized_omega = graph.complex_optimizable_pwc_signal(\n",
    "    segment_count=10, maximum=omega_max, duration=duration, name=\"optimized_pulse\"\n",
    ")\n",
    "\n",
    "# Create control Hamiltonians for the predefined pulse and the optimized pulse.\n",
    "noiseless_corpse_hamiltonian = graph.hermitian_part(\n",
    "    corpse_omega * graph.pauli_matrix(\"M\")\n",
    ")\n",
    "noiseless_optimized_hamiltonian = graph.hermitian_part(\n",
    "    optimized_omega * graph.pauli_matrix(\"M\")\n",
    ")\n",
    "\n",
    "# Create list of detuning terms for the quasi-static scan.\n",
    "scan_terms = [amplitude * graph.pauli_matrix(\"Z\") for amplitude in scan_range]\n",
    "\n",
    "# Add detuning terms to the control Hamiltonians.\n",
    "corpse_hamiltonians = [\n",
    "    noiseless_corpse_hamiltonian + scan_term for scan_term in scan_terms\n",
    "]\n",
    "optimized_hamiltonians = [\n",
    "    noiseless_optimized_hamiltonian + scan_term for scan_term in scan_terms\n",
    "]\n",
    "\n",
    "# Define decay term of the master equation.\n",
    "lindblad_operator = np.array([[0.0, 1.0], [0.0, 0.0]])\n",
    "\n",
    "# Calculate the final density matrices from the master equation.\n",
    "corpse_density_matrices = [\n",
    "    graph.density_matrix_evolution_pwc(\n",
    "        initial_density_matrix=initial_density_matrix,\n",
    "        hamiltonian=corpse_hamiltonian,\n",
    "        lindblad_terms=[(1 / T1, lindblad_operator)],\n",
    "        sample_times=np.array([duration]),\n",
    "        error_tolerance=None,\n",
    "    )[-1]\n",
    "    for corpse_hamiltonian in corpse_hamiltonians\n",
    "]\n",
    "optimized_density_matrices = [\n",
    "    graph.density_matrix_evolution_pwc(\n",
    "        initial_density_matrix=initial_density_matrix,\n",
    "        hamiltonian=optimized_hamiltonian,\n",
    "        lindblad_terms=[(1 / T1, lindblad_operator)],\n",
    "        sample_times=np.array([duration]),\n",
    "        error_tolerance=None,\n",
    "    )[-1]\n",
    "    for optimized_hamiltonian in optimized_hamiltonians\n",
    "]\n",
    "\n",
    "# Calculate infidelities with respect to the target.\n",
    "corpse_infidelities = [\n",
    "    graph.density_matrix_infidelity(\n",
    "        density_matrix, target_density_matrix, name=f\"corpse_infidelity{number}\"\n",
    "    )\n",
    "    for number, density_matrix in enumerate(corpse_density_matrices)\n",
    "]\n",
    "optimized_infidelities = [\n",
    "    graph.density_matrix_infidelity(\n",
    "        density_matrix, target_density_matrix, name=f\"optimized_infidelity{number}\"\n",
    "    )\n",
    "    for number, density_matrix in enumerate(optimized_density_matrices)\n",
    "]\n",
    "\n",
    "# Create cost as the sum of all the infidelities of the optimized pulse.\n",
    "graph.sum(optimized_infidelities, name=\"cost\")\n",
    "\n",
    "# Run optimization.\n",
    "results = bo.run_optimization(\n",
    "    graph=graph,\n",
    "    cost_node_name=\"cost\",\n",
    "    output_node_names=[\"corpse_pulse\", \"optimized_pulse\"]\n",
    "    + [f\"corpse_infidelity{number}\" for number in range(scan_point_count)]\n",
    "    + [f\"optimized_infidelity{number}\" for number in range(scan_point_count)],\n",
    "    optimization_count=4,\n",
    ")\n",
    "\n",
    "# Plot pulses.\n",
    "qv.plot_controls({r\"$\\Omega$\": results[\"output\"][\"corpse_pulse\"]})\n",
    "plt.suptitle(\"CORPSE pulse\")\n",
    "\n",
    "qv.plot_controls({r\"$\\Omega$\": results[\"output\"][\"optimized_pulse\"]})\n",
    "plt.suptitle(\"Optimized pulse\")\n",
    "\n",
    "# Plot quasi-static scan.\n",
    "figure = plt.figure()\n",
    "plt.xlabel(r\"Detuning $\\eta$/(2$\\pi$) (MHz)\")\n",
    "plt.ylabel(\"Infidelity\")\n",
    "plt.plot(\n",
    "    scan_range * 1e-6 / (2 * np.pi),\n",
    "    [\n",
    "        results[\"output\"][f\"corpse_infidelity{number}\"][\"value\"]\n",
    "        for number in range(scan_point_count)\n",
    "    ],\n",
    "    label=\"CORPSE pulse\",\n",
    ")\n",
    "plt.plot(\n",
    "    scan_range * 1e-6 / (2 * np.pi),\n",
    "    [\n",
    "        results[\"output\"][f\"optimized_infidelity{number}\"][\"value\"]\n",
    "        for number in range(scan_point_count)\n",
    "    ],\n",
    "    label=\"Optimized pulse\",\n",
    ")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
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