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    "# How to perform parameter estimation with a small amount of data\n",
    "**Estimate Hamiltonian model parameters using measured data and the graph-based optimization engine**\n",
    "\n",
    "The [optimization engine](https://docs.q-ctrl.com/references/boulder-opal/boulderopal/graph/run_optimization) from Boulder Opal provides a large, modular collection of configuration options that allows it to be used for a range of tasks in quantum control, including estimating Hamiltonian parameters in a model using measured data. \n",
    "\n",
    "In this user guide, we show how this engine can be used to determine the parameters that characterize aspects of a hardware system using a small amount of measured data.\n",
    "This example uses fewer than 100 data points and a single qubit.\n",
    "If your problem has a large amount of data, of the order of many thousands data points, and multiple qubits, consult the user guide [How to perform parameter estimation using a large amount of measured data](https://docs.q-ctrl.com/boulder-opal/toolkit/design/characterize-hardware/how-to-perform-parameter-estimation-with-a-large-amount-of-data) to see how to break down the data analysed into smaller batches.\n",
    "Read our [Characterizing your hardware using system identification in Boulder Opal](https://docs.q-ctrl.com/boulder-opal/toolkit/design/characterize-hardware/explore-system-identification-techniques-for-quantum-hardware-characterization) topic to learn more about parameter estimation, as well as which optimization engine to use depending on your system size or the amount of measured data that you have.\n",
    "A step-by-step lesson on how to perform system identification is also available in our [system identification](https://docs.q-ctrl.com/boulder-opal/toolkit/design/characterize-hardware/learn-to-estimate-parameters-of-a-single-qubit-hamiltonian) tutorial."
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    "## Summary workflow\n",
    "\n",
    "### 1. Perform measurements to probe the system\n",
    "In general the output of probe measurements will be estimates of various parameters, such as entries in a tomographic reconstruction of a state.\n",
    "Suitable probe experiments must be crafted which give access to terms relevant to a model being captured in order to constrain the optimization search space.\n",
    "\n",
    "### 2. Build a graph-based optimization encoding the problem\n",
    "Represent the cost function to be minimized using a graph.\n",
    "Define optimization parameters in the graph using `graph.optimization_variable`, and express the cost as the negative log-likelihood, as explained in the [Characterizing your hardware using system identification in Boulder Opal](https://docs.q-ctrl.com/boulder-opal/toolkit/design/characterize-hardware/explore-system-identification-techniques-for-quantum-hardware-characterization) topic.\n",
    "Execute the optimization using `boulderopal.run_optimization` by assigning the optimization variables to output nodes of the graph.\n",
    "\n",
    "### 3. Estimate the precision of the results (optional)\n",
    "Add the Hessian of the cost function to the output nodes in order to perform this additional analysis.\n",
    "Take the inverse of the Hessian to obtain the covariance matrix.\n",
    "Use the square root of this matrix to draw the confidence region of the parameter estimates, as explained in the [Characterizing your hardware using system identification in Boulder Opal](https://docs.q-ctrl.com/boulder-opal/toolkit/design/characterize-hardware/explore-system-identification-techniques-for-quantum-hardware-characterization) topic"
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   "source": [
    "## Example: Identifying constant terms of a single-qubit Hamiltonian\n",
    "\n",
    "In this example, we will consider how to estimate a constant Hamiltonian that rotates a single qubit.\n",
    "In this case, preparing different initial states and letting the qubit evolve for different times before measuring it will reveal information about the parameters of the qubit rotation.\n",
    "This setup is illustrated in the following figure.\n",
    "\n",
    "![how-to-perform-parameter-estimation-with-a-small-amount-of-data.svg](attachment:how-to-perform-parameter-estimation-with-a-small-amount-of-data.svg)\n",
    "\n",
    "The constant single-qubit Hamiltonian whose parameters we want to estimate takes the following form:\n",
    "\n",
    "$$ H = \\frac{1}{2} \\left( \\Omega_x \\sigma_x + \\Omega_y \\sigma_y + \\Omega_z \\sigma_z \\right). $$\n",
    "\n",
    "The task of the optimizer in this case will be to determine these three parameters $\\Omega_x$, $\\Omega_y$, and $\\Omega_z$.\n",
    "This can be done by passing the measurement results to the optimization engine, which then finds the parameters most likely to have generated that series of points.\n",
    "\n",
    "In this example we will rely on simulated measurement data.\n",
    "We prepare these qubits in the eigenstates of $\\sigma_z$, $\\sigma_x$, and $\\sigma_y$, and then measure the populations in eigenstates of $\\sigma_y$, $\\sigma_z$, and $\\sigma_x$, respectively.\n",
    "The optimization will then seek to minimize a cost function parameterized by $\\Omega_x$, $\\Omega_y$, and $\\Omega_z$:\n",
    "$$ C = \\sum_i [P_i-p_i(\\Omega_x, \\Omega_y, \\Omega_z)]^2 . $$\n",
    "Doing so returns an estimate of the parameters that best reproduces the original dynamics of the system.\n",
    "\n",
    "Moreover, as seen in the [Characterizing your hardware using system identification in Boulder Opal](https://docs.q-ctrl.com/boulder-opal/toolkit/design/characterize-hardware/explore-system-identification-techniques-for-quantum-hardware-characterization) topic, the Hessian of this cost allows us to find the confidence region for the parameter estimates.\n",
    "This confidence region represents the parameter space where the correct value of the parameters will be, with 95% probability.\n",
    "We can then plot the results in three two-dimensional sections, each one representing the combination of two variables that we are estimating."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import qctrlvisualizer as qv\n",
    "import boulderopal as bo\n",
    "\n",
    "plt.style.use(qv.get_qctrl_style())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define standard state vectors.\n",
    "ket_xp = np.array([[1], [1]]) / np.sqrt(2)\n",
    "ket_yp = np.array([[1], [1j]]) / np.sqrt(2)\n",
    "ket_zp = np.array([[1], [0]])\n",
    "\n",
    "# Define parameters to be estimated.\n",
    "actual_omegas = (2 * np.pi) * np.array([0.5e6, 1.5e6, 1.8e6])  # Hz\n",
    "omega_names = [r\"$\\Omega_x$\", r\"$\\Omega_y$\", r\"$\\Omega_z$\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_experiments(wait_times, initial_states, projector_states):\n",
    "    \"\"\"\n",
    "    Runs a batch of simulated experiments for the given set of `wait_times`,\n",
    "    `initial_states`, and `projector_states`, whose population is measured at\n",
    "    the end.\n",
    "    \"\"\"\n",
    "    # Graph for system simulation.\n",
    "    graph = bo.Graph()\n",
    "\n",
    "    # Calculate the dynamics of the system.\n",
    "    hamiltonian = graph.constant_pwc(\n",
    "        constant=(\n",
    "            actual_omegas[0] * graph.pauli_matrix(\"X\")\n",
    "            + actual_omegas[1] * graph.pauli_matrix(\"Y\")\n",
    "            + actual_omegas[2] * graph.pauli_matrix(\"Z\")\n",
    "        )\n",
    "        / 2,\n",
    "        duration=max(wait_times),\n",
    "    )\n",
    "    unitaries = graph.time_evolution_operators_pwc(\n",
    "        hamiltonian=hamiltonian, sample_times=wait_times\n",
    "    )\n",
    "\n",
    "    # Calculate populations.\n",
    "    populations = graph.reshape(\n",
    "        graph.abs(\n",
    "            graph.adjoint(projector_states)[:, None, ...]\n",
    "            @ unitaries\n",
    "            @ initial_states[:, None, ...]\n",
    "        )\n",
    "        ** 2,\n",
    "        (len(initial_states), len(wait_times)),\n",
    "    )\n",
    "\n",
    "    # Add Gaussian error to the measurement result.\n",
    "    measurement_error = graph.random.normal(\n",
    "        shape=populations.shape, mean=0, standard_deviation=0.01\n",
    "    )\n",
    "    measurement_results = graph.add(\n",
    "        populations, measurement_error, name=\"measurement_results\"\n",
    "    )\n",
    "\n",
    "    result = bo.execute_graph(graph=graph, output_node_names=\"measurement_results\")\n",
    "\n",
    "    return result[\"output\"][\"measurement_results\"][\"value\"]"
   ]
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   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your task (action_id=\"1829133\") has completed.\n"
     ]
    }
   ],
   "source": [
    "# Range of wait times in the experiments.\n",
    "duration = 500e-9  # s\n",
    "time_segment_count = 20\n",
    "time_resolution = duration / time_segment_count\n",
    "wait_times = np.linspace(time_resolution, duration, time_segment_count)\n",
    "\n",
    "# List of initial state preparations.\n",
    "initial_states = np.array([ket_zp, ket_xp, ket_yp])\n",
    "\n",
    "# List of states whose population will be measured at the end.\n",
    "projector_states = np.array([ket_yp, ket_zp, ket_xp])\n",
    "\n",
    "measurement_results = run_experiments(wait_times, initial_states, projector_states)"
   ]
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Graph for system identification. This graph encapsulates the dynamics of\n",
    "# the system and uses the experimental data to estimate the parameters.\n",
    "graph = bo.Graph()\n",
    "\n",
    "# Parameters to be estimated. Frequencies whose half-periods are shorter than\n",
    "# the smaller spacing between points are out of bounds.\n",
    "frequency_bound = 1 / time_resolution\n",
    "omegas = graph.optimization_variable(\n",
    "    3, lower_bound=-frequency_bound, upper_bound=frequency_bound, name=\"omegas\"\n",
    ")\n",
    "\n",
    "# Create Hamiltonian.\n",
    "hamiltonian = graph.constant_pwc(\n",
    "    constant=(\n",
    "        omegas[0] * graph.pauli_matrix(\"X\")\n",
    "        + omegas[1] * graph.pauli_matrix(\"Y\")\n",
    "        + omegas[2] * graph.pauli_matrix(\"Z\")\n",
    "    )\n",
    "    / 2,\n",
    "    duration=duration,\n",
    ")\n",
    "\n",
    "# Calculate the projected populations.\n",
    "unitaries = graph.time_evolution_operators_pwc(\n",
    "    hamiltonian=hamiltonian, sample_times=wait_times\n",
    ")\n",
    "populations = graph.reshape(\n",
    "    graph.abs(\n",
    "        graph.adjoint(projector_states[:, None, ...])\n",
    "        @ unitaries\n",
    "        @ initial_states[:, None, ...]\n",
    "    )\n",
    "    ** 2,\n",
    "    (len(initial_states), len(wait_times)),\n",
    ")\n",
    "\n",
    "# Calculate residual sum of squares as the cost.\n",
    "cost = graph.sum((populations - measurement_results) ** 2, name=\"rss\")\n",
    "\n",
    "# Calculate Hessian of the negative log likelihood.\n",
    "hessian_matrix = graph.hessian(cost, [omegas], name=\"hessian\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your task (action_id=\"1829134\") has started.\n",
      "Your task (action_id=\"1829134\") has completed.\n"
     ]
    }
   ],
   "source": [
    "# Estimate the parameters.\n",
    "result = bo.run_optimization(\n",
    "    graph=graph,\n",
    "    cost_node_name=\"rss\",\n",
    "    output_node_names=[\"omegas\", \"hessian\"],\n",
    "    optimization_count=20,\n",
    ")\n",
    "\n",
    "# Extract values from the calculation.\n",
    "estimated_omegas = result[\"output\"][\"omegas\"][\"value\"]\n",
    "hessian = result[\"output\"][\"hessian\"][\"value\"]\n",
    "cost_rss = result[\"cost\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot 95%-confidence ellipses.\n",
    "measurement_count = np.prod(measurement_results.shape)\n",
    "confidence_region = qv.confidence_ellipse_matrix(hessian, cost_rss, measurement_count)\n",
    "qv.plot_confidence_ellipses(\n",
    "    confidence_region, estimated_omegas, actual_omegas, omega_names\n",
    ")\n",
    "plt.suptitle(\"Estimated Hamiltonian parameters\", y=1.05)\n",
    "plt.show()"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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    "name": "ipython",
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   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
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  "toc": {
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_window_display": true
  }
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 "nbformat": 4,
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