diff --git a/tutorials/1_Poisson.ipynb b/tutorials/1_Poisson.ipynb index 32d3607..5684432 100644 --- a/tutorials/1_Poisson.ipynb +++ b/tutorials/1_Poisson.ipynb @@ -33,7 +33,7 @@ "\n", "The log-coefficient $m$ is distributed as a Matern Gaussian random field, $m \\sim \\mathcal{N}(\\bar{m}, \\mathcal{C})$, where the covariance operator $\\mathcal{C} = \\mathcal{A}^{-2}$ is given by the squared-inverse of an elliptic operator \n", "$$ \\mathcal{A} = -\\gamma \\Delta + \\delta \\mathcal{I} $$\n", - "with Homogeneous Neumann boundary conditions. We will assume $(\\gamma, \\delta) = (1, 10)$ and $\\bar{m} = -3$ is a constant.\n", + "with Homogeneous Neumann boundary conditions. We will assume $(\\gamma, \\delta) = (0.5, 10)$ and $\\bar{m} = -3$ is a constant.\n", "\n", "The quantity of interest to minimize is the $L^{2}(\\Omega)$ misfit between the state and a given target $u_d$, \n", "$$ Q(u,m,z) = \\int_{\\Omega} (u - u_d)^2 dx $$\n", @@ -67,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -134,7 +134,7 @@ " return dl.exp(m)*dl.inner(dl.grad(u), dl.grad(v))*dl.dx - z * v *dl.dx \n", "\n", "def boundary(x, on_boundary):\n", - " return on_boundary and (dl.near(x[0], 0) or dl.near(x[1], 0))\n", + " return on_boundary and (dl.near(x[1], 0) or dl.near(x[1], 1))\n", "\n", "boundary_value = dl.Expression(\"x[1]\", degree=1)\n", "\n", @@ -155,11 +155,11 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "PRIOR_GAMMA = 1.0\n", + "PRIOR_GAMMA = 0.5\n", "PRIOR_DELTA = 10.0\n", "PRIOR_MEAN = -3.0\n", "\n", @@ -179,17 +179,17 @@ "Additionally, we can define QoIs as a `soupy.VariationalControlQoI` by supplying the variational form for $Q(u,m,z)$. We will use this approach in this tutorial.\n", "\n", "We will pick a target state, say, \n", - "$$ u_{d} = y + \\sin(2\\pi x) \\cos(2 \\pi y).$$\n", + "$$ u_{d}(x_1, x_2) = x_2 + \\cos(2\\pi x_1) \\sin(2 \\pi x_2).$$\n", "which we can define using a FEniCS expression. We then write out a function `l2_qoi_form` that returns the variational form of the QoI\n" ] }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "u_target = dl.Expression(\"x[1] + sin(k*x[0]) * cos(k*x[1])\", k=2*np.pi, degree=2)\n", + "u_target = dl.Expression(\"x[1] + cos(k*x[0]) * sin(k*x[1])\", k=2*np.pi, degree=2)\n", "\n", "def l2_qoi_form(u,m,z):\n", " return (u - u_target)**2 * dl.dx \n", @@ -207,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -228,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -255,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -282,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -303,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -312,23 +312,24 @@ "text": [ "\n", "It cg_it cost (g,dz) ||g||L2 alpha \n", - " 1 1 2.447390e-01 -1.505391e-01 1.077051e-01 1.000000e+00 5.000000e-01\n", - " 2 4 5.793458e-02 -3.736088e-01 1.244690e-02 1.000000e+00 3.399479e-01\n", - " 3 8 3.133927e-02 -5.319062e-02 2.362643e-03 1.000000e+00 1.481088e-01\n", - " 4 24 2.907388e-02 -4.530772e-03 3.234845e-04 1.000000e+00 5.480352e-02\n", - " 5 44 2.906451e-02 -1.873768e-05 1.179719e-05 1.000000e+00 1.046577e-02\n" + " 1 2 1.369681e-02 -4.744559e-01 1.181035e-02 1.000000e+00 5.000000e-01\n", + " 2 3 1.248531e-02 -2.422989e-03 2.215114e-03 1.000000e+00 4.330785e-01\n", + " 3 6 1.205918e-02 -8.522694e-04 4.176918e-04 1.000000e+00 1.880600e-01\n", + " 4 23 1.197968e-02 -1.589976e-04 6.301921e-05 1.000000e+00 7.304745e-02\n", + " 5 38 1.197905e-02 -1.266265e-06 3.153411e-06 1.000000e+00 1.634025e-02\n", + " 6 67 1.197904e-02 -1.108209e-09 4.841012e-08 1.000000e+00 2.024588e-03\n" ] }, { "data": { "text/plain": [ - "(,\n", + "(,\n", " {'termination_reason': 'Norm of the gradient less than tolerance',\n", - " 'final_cost': 0.029064514615157758,\n", - " 'final_grad_norm': 7.771053584022928e-08})" + " 'final_cost': 0.011979044690015858,\n", + " 'final_grad_norm': 9.09264192227059e-11})" ] }, - "execution_count": 110, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -358,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -369,7 +370,7 @@ "prior.init_vector(noise, \"noise\")\n", "\n", "# Use hippylib's rng to sample Gaussian white noise \n", - "rng = hp.Random(seed=1)\n", + "rng = hp.Random(seed=111)\n", "\n", "# This is sampling noise with 1.0 standard dev to the noise vector\n", "rng.normal(1.0, noise) \n", @@ -396,7 +397,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -414,22 +415,22 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 113, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -460,22 +461,22 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 114, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] @@ -500,6 +501,13 @@ "hp.nb.plot(u_fun, mytitle=\"State sample\", subplot_loc=223)\n", "hp.nb.plot(u_target_fun, mytitle=\"Target state\", subplot_loc=224)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -518,7 +526,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.10.6" }, "orig_nbformat": 4 }, diff --git a/tutorials/1a_Poisson_MPI.ipynb b/tutorials/1a_Poisson_MPI.ipynb deleted file mode 100644 index 03871a3..0000000 --- a/tutorials/1a_Poisson_MPI.ipynb +++ /dev/null @@ -1,324 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Tutorial 1 Appendix: Using MPI with the Poisson example \n", - "This notebook serves to outline the code structure in order to use MPI for parallel sampling in the risk measure computation. \n", - "We will use the same problem setup as in tutorial 1, the optimal control of a Poisson equation with log-normal coefficient field. \n", - "\n", - "The notebook itself will only run in serial, but it highlights the changes from the code from tutorial 1 to that will enable parallel sampling. \n", - "Instead, export this notebook as a python script. Then, for example, executing\n", - "```\n", - "mpirun -n 4 python name_of_exported_script.py\n", - "```\n", - "will run the code with 4 processes. \n", - "\n", - "\n", - "Alternatively, a standalone python script implementing a similar example is available in `examples/poisson/driver_poisson_mean.py`.\n", - "\n", - "\n", - "## 0. Using MPI for parallel sampling with FEniCS \n", - "\n", - "By default, FEniCS uses MPI to discretize and solve the PDE problems in parallel by partitioning the mesh and its corresponding degrees of freedom. \n", - "The `MPI.COMM_WORLD` communicator will be used by default when instantiating a mesh object, which will be partitioned based on the communicator. \n", - "Subsequent objects such as function spaces, functions, vectors, created from the mesh will also inherit this communicator, and be partitioned based on the mesh. \n", - "\n", - "In the current implementation of SOUPy, either mesh parallelism or sample parallelism is supported (but simultaneously both, yet). Sample parallelism is preferred if memory is not a concern as the sampling part is inherently parallel.\n", - "\n", - "In order to use sample parallelism instead of mesh parallelism, the user needs to supply a MPI communicator to the mesh that is of size 1. This will prevent FEniCS from partitioning the mesh. The risk measure classes in SOUPy then take a sampling MPI communicator that will handle the sample partitioning (i.e. with all the processors). \n", - "\n", - "The simplest way to do this is to use `MPI.COMM_SELF` for the mesh and `MPI.COMM_WORLD` for the sampling.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Import libraries \n", - "Note: hippylib and soupy paths need to be appended if cloning the repos instead of installing via pip" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "import sys \n", - "import os \n", - "sys.path.append(os.environ.get('HIPPYLIB_PATH')) # Needed if using cloned repo\n", - "sys.path.append(os.environ.get('SOUPY_PATH')) # Needed if using cloned repo\n", - "import time\n", - "\n", - "import numpy as np \n", - "import matplotlib.pyplot as plt \n", - "import dolfin as dl \n", - "import hippylib as hp \n", - "from mpi4py import MPI \n", - "\n", - "import soupy " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Setup the function space\n", - "The setup is basically the same as before, except we start by defining the communicators using\n", - "`MPI.COMM_SELF` for the mesh and `MPI.COMM_WORLD` for sampling.\n", - "\n", - "The mesh communicator is passed to the mesh constructor. Subsequent objects created from the mesh will inherit the communicator and will not be partitioned." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "N_ELEMENTS_X = 20\n", - "N_ELEMENTS_Y = 20\n", - "\n", - "comm_mesh = MPI.COMM_SELF\n", - "comm_sampler = MPI.COMM_WORLD\n", - "\n", - "mesh = dl.UnitSquareMesh(comm_mesh, N_ELEMENTS_X, N_ELEMENTS_Y) # Using MPI.COMM_SELF for the mesh so it does not partition\n", - "\n", - "Vh_STATE = dl.FunctionSpace(mesh, \"CG\", 1)\n", - "Vh_PARAMETER = dl.FunctionSpace(mesh, \"CG\", 1)\n", - "Vh_CONTROL = dl.FunctionSpace(mesh, \"CG\", 1)\n", - "Vh = [Vh_STATE, Vh_PARAMETER, Vh_STATE, Vh_CONTROL] " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3. Define the PDE problem, prior, QoI, and control model\n", - "This part is largely the same before, but note that any FEniCS objects not directly created from the function space/mesh (e.g. expressions, standalone vectors, matrices, etc.) should be explicitly handed the mesh communicator, as otherwise they will use the `COMM_WORLD` by default. \n", - "These objects will accept an optional input of `mpi_comm`. " - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "# Define PDE \n", - "\n", - "def residual(u,m,v,z):\n", - " return dl.exp(m)*dl.inner(dl.grad(u), dl.grad(v))*dl.dx - z * v *dl.dx \n", - "\n", - "def boundary(x, on_boundary):\n", - " return on_boundary and (dl.near(x[0], 0) or dl.near(x[1], 0))\n", - "\n", - "boundary_value = dl.Expression(\"x[1]\", degree=1, mpi_comm=comm_mesh) # Need to use the same mpi_comm as the mesh\n", - "\n", - "bc = dl.DirichletBC(Vh_STATE, boundary_value, boundary)\n", - "bc0 = dl.DirichletBC(Vh_STATE, dl.Constant(0.0), boundary)\n", - "pde = soupy.PDEVariationalControlProblem(Vh, residual, [bc], [bc0], is_fwd_linear=True)\n", - "\n", - "# Define prior\n", - "PRIOR_GAMMA = 1.0\n", - "PRIOR_DELTA = 10.0\n", - "PRIOR_MEAN = -3.0\n", - "\n", - "mean_vector = dl.interpolate(dl.Constant(PRIOR_MEAN), Vh_PARAMETER).vector()\n", - "prior = hp.BiLaplacianPrior(Vh_PARAMETER, PRIOR_GAMMA, PRIOR_DELTA, mean=mean_vector, robin_bc=False)\n", - "\n", - "# Define QoI\n", - "u_target = dl.Expression(\"x[1] + sin(k*x[0]) * cos(k*x[1])\", k=2*np.pi, degree=2, mpi_comm=comm_mesh) # Need to use the same mpi_comm as the mesh\n", - "\n", - "def l2_qoi_form(u,m,z):\n", - " return (u - u_target)**2 * dl.dx \n", - "\n", - "qoi = soupy.VariationalControlQoI(Vh, l2_qoi_form)\n", - "\n", - "# Combine into control model\n", - "control_model = soupy.ControlModel(pde, qoi)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Define the risk measure with the sample communicator\n", - "The SAA risk measures in SOUPy take an optional `comm_sampler` argument. Hand it the `comm_sampler` we have created. \n", - "Currently, the parallel sampling for risk measures is configured in a way such that it will use the same set of samples as the serial case when using the same input RNG seed. This is useful for the purpose of creating benchmarks/baselines for research." - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "VARIANCE_WEIGHT = 0.0\n", - "SAMPLE_SIZE = 10\n", - "RANDOM_SEED = 1\n", - "\n", - "risk_settings = soupy.meanVarRiskMeasureSAASettings()\n", - "risk_settings[\"beta\"] = VARIANCE_WEIGHT\n", - "risk_settings[\"sample_size\"] = SAMPLE_SIZE \n", - "risk_settings[\"seed\"] = RANDOM_SEED\n", - "risk_measure = soupy.MeanVarRiskMeasureSAA(control_model, prior, risk_settings, comm_sampler=comm_sampler)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 5. Define the penalization and assemble the cost\n", - "This is the same as in the serial code. Take care to hand any `dolfin.Expression` objects the `comm_mesh` communicator. " - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [], - "source": [ - "PENALTY_WEIGHT = 1e-3\n", - "def l2_penalization_form(z):\n", - " return dl.Constant(PENALTY_WEIGHT) * z**2 * dl.dx \n", - "\n", - "penalty = soupy.VariationalPenalization(Vh, l2_penalization_form)\n", - "\n", - "cost_functional = soupy.RiskMeasureControlCostFunctional(risk_measure, penalty)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 6. Optimization \n", - "The optimization algorithms in SOUPy will execute with either sample or mesh parallelism, and is called as usual. \n", - "\n", - "Though not described in this notebook, either sampler or mesh parallelism will also work with SciPy optimization algorithms using the SOUPy interface." - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "It cg_it cost (g,dz) ||g||L2 alpha \n", - " 1 1 2.447189e-01 -1.502992e-01 1.076565e-01 1.000000e+00 5.000000e-01\n", - " 2 4 5.784274e-02 -3.737524e-01 1.242988e-02 1.000000e+00 3.397922e-01\n", - " 3 8 3.124930e-02 -5.318689e-02 2.366465e-03 1.000000e+00 1.482620e-01\n", - " 4 24 2.896857e-02 -4.561458e-03 3.261406e-04 1.000000e+00 5.504050e-02\n" - ] - } - ], - "source": [ - "optimizer = soupy.InexactNewtonCG(cost_functional)\n", - "z = cost_functional.generate_vector(soupy.CONTROL)\n", - "\n", - "t0 = time.time()\n", - "optimizer.solve(z)\n", - "t1 = time.time()\n", - "\n", - "print(\"Proc %d: Optimization took %f seconds\" % (comm_sampler.rank, t1-t0))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 7. Notes on postprocessing\n", - "When using sample parallelism, each process will maintain a local copy of the optimal control in its entirety (i.e. no mesh partitioning).\n", - "This is expected to have same degree-of-freedom ordering as in the serial case. \n", - "The solution can be saved as a numpy array using `z.get_local()` and be loaded in serially later.\n", - "Alternatively, FEniCS's built in I/O functionalities such as `HDF5File` or `XDMFFile` can also be used, but remember to hand it the `comm_mesh`.\n", - "\n", - "Here in the notebook, we will just plot a sample of the state at the optimal control as in tutorial 1. \n", - "\n", - "Note that since `noise` is created as a standalone vector, we would usually need to provide it with the mesh communicator." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Initialize vectors for the state, parameter, adjoint (not used) and control variables\n", - "x = cost_functional.generate_vector()\n", - "\n", - "# Initialize the noise vector \n", - "noise = dl.Vector(comm_mesh)\n", - "prior.init_vector(noise, \"noise\")\n", - "\n", - "# Use hippylib's rng to sample Gaussian white noise \n", - "rng = hp.Random(seed=1)\n", - "\n", - "# This is sampling noise with 1.0 standard dev to the noise vector\n", - "rng.normal(1.0, noise) \n", - "\n", - "# The prior then turns the noise into a parameter sample\n", - "prior.sample(noise, x[soupy.PARAMETER])\n", - "\n", - "# Also set the CONTROL component of x to the optimal control z\n", - "x[soupy.CONTROL].axpy(1.0, z)\n", - "\n", - "# Solve the forward problem\n", - "control_model.solveFwd(x[soupy.STATE], x)\n", - "\n", - "# Convert to functions and plot\n", - "u_fun = dl.Function(Vh[soupy.STATE], x[soupy.STATE])\n", - "m_fun = dl.Function(Vh[soupy.PARAMETER], x[soupy.PARAMETER])\n", - "z_fun = dl.Function(Vh[soupy.CONTROL], x[soupy.CONTROL])\n", - "u_target_fun = dl.interpolate(u_target, Vh[soupy.STATE])\n", - "\n", - "if comm_sampler.rank == 0:\n", - " hp.nb.plot(z_fun, mytitle=\"Optimal control\", subplot_loc=221)\n", - " hp.nb.plot(m_fun, mytitle=\"Parameter sample\", subplot_loc=222)\n", - " hp.nb.plot(u_fun, mytitle=\"State sample\", subplot_loc=223)\n", - " hp.nb.plot(u_target_fun, mytitle=\"Target state\", subplot_loc=224)\n", - "\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "soupy", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.6" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/tutorials/2_Poisson_CVaR.ipynb b/tutorials/2_Poisson_CVaR.ipynb new file mode 100644 index 0000000..a964465 --- /dev/null +++ b/tutorials/2_Poisson_CVaR.ipynb @@ -0,0 +1,645 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Tutorial 2: Minimizing the superquantile/conditional-value-at-risk\n", + "In this tutorial, we will:\n", + "- Setup and solve a superquantile/conditional-value-at-risk (CVaR) minimization problem. \n", + "- Show how to use the SciPy interface to access algorithms implemented in `scipy.optimize`.\n", + "\n", + "To run this with MPI for parallel sampling, export this notebook as a python script.\n", + "\n", + "## 0. Problem definition\n", + "\n", + "We use Poisson equation with a log-normal coefficient field with a distributed source as the control. Since CVaR may be sample-intensive, \n", + "to reduce the notebook's runtime, we will pose the problem in the 1D domain $\\Omega = (0,1)$. Recall the PDE is given by,\n", + "\n", + "\\begin{align*}\n", + "\\nabla \\cdot (e^{m} \\nabla u ) + z &= 0 \\qquad x \\in \\Omega \\\\\n", + "u &= 0 \\qquad \\text{at } x = 0 \\\\\n", + "u &= 1 \\qquad \\text{at } x = 1 \\\\\n", + "\\end{align*}\n", + "\n", + "Here $u$ is the PDE solution, $m$, the uncertain parameter, is the log-coefficient field, and $z$, the optimization variable, is a distributed source.\n", + "We will again use $R(u,m,z)$ to denote the residual of the PDE. The corresponding weak form is \n", + "$$\n", + "\\text{Find } u \\in \\mathcal{U} \\text{ s.t. } \n", + "\\int_{\\Omega} e^m \\nabla u \\cdot \\nabla v dx - \\int_{\\Omega} z v dx = 0 \\qquad \\forall v \\in \\mathcal{V}\n", + "$$\n", + "with the trial and test spaces \n", + "\n", + "\\begin{align*}\n", + "\\mathcal{U} := \\{u \\in H^1(\\Omega) : u = x \\text{ on } \\Gamma_{D} \\} \\\\\n", + "\\mathcal{V} := \\{v \\in H^1(\\Omega) : v = 0 \\text{ on } \\Gamma_{D} \\}\n", + "\\end{align*}\n", + "\n", + "As with tutorial 1, we choose the log-coefficient $m$ to be distributed as a Matern Gaussian random field, $m \\sim \\mathcal{N}(\\bar{m}, \\mathcal{C})$, where the covariance operator $\\mathcal{C} = \\mathcal{A}^{-2}$ is given by the squared-inverse of an elliptic operator \n", + "$$ \\mathcal{A} = -\\gamma \\Delta + \\delta \\mathcal{I} $$\n", + "with Homogeneous Neumann boundary conditions. We will assume $(\\gamma, \\delta) = (0.5, 10)$ and $\\bar{m} = -3$ is a constant.\n", + "\n", + "The quantity of interest to minimize is the $L^{2}(\\Omega)$ misfit between the state and a target value of $1$ over a predefined observation region, \n", + "$$ Q(u,m,z) = \\int_{\\Omega} \\chi_{(0.4, 0.6)} (u - 1)^2 dx, $$\n", + "where $\\chi_{(0.4, 0.6)}(x)$ is the indicator function over the interval $(0.4, 0.6)$.\n", + "\n", + "We will still consider the $L^2$-penalization term for the control \n", + "$$ P(z) := \\alpha \\int_{\\Omega} z^2 dx $$\n", + "that accounts for the cost of applying the source control. Let's suppose it is very costly to apply the control, so we will use a large value $\\alpha = 1$.\n", + "\n", + "The CVaR is defined for a given quantile, $\\beta \\in (0, 1)$, and is the *conditional expectation of $Q$ given that it exceeds the $\\beta$ quantile.*\n", + "This can be conveniently formulated as a minimization problem with respect to an auxiliary scalar $t \\in \\mathbb{R}$,\n", + "$$ \\mathrm{CVaR}_{\\beta}[Q] = \\min_{t \\in \\mathbb{R}} t + \\frac{1}{1-\\beta} \\mathbb{E}[(Q - t)^{+}], $$\n", + "where $(x)^{+} = \\max(x, 0)$. Note that this maximum function is not differentiable at zero. Instead, we often use a smooth approximation of the maximum function (see Kouri and Surowiec 2016), e.g. \n", + "\n", + "\n", + "$$\n", + "(x)_{\\epsilon}^{+} = \\begin{cases}\n", + " 0 & x \\leq 0 \\\\\n", + " x^3/\\epsilon^2 - 0.5 x^4/\\epsilon^3 & x \\in (0, \\epsilon) \\\\\n", + " x - 0.5 \\epsilon & x \\geq \\epsilon \n", + "\\end{cases}\n", + "$$\n", + "\n", + "The CVaR minimization can be formulated in terms of a similar cost functional with the auxiliary scalar, \n", + "\n", + "$$ \\min_{z,t} J_{\\epsilon}(z,t) := t + \\frac{1}{1-\\beta} \\mathbb{E}[(Q(u,m,z) - t)^{+}] + P(z) \\qquad \\text{s.t. } R(u,m,z) $$\n", + "\n", + "As in tutorial 1, a sample average can be used to approximate the expectation, leading to the SAA cost functional\n", + "$$ \\min_{z, t} \\widehat{J}_{\\epsilon}(z,t) := t + \\frac{1}{(1 - \\beta)N} \\sum_{i=1}^{N} (Q(u_i, m_i, z) - t)^{+} + P(z) \\qquad \\text{s.t. } R(u_i,m_i,z) = 0 $$\n", + "\n", + "that is, we sample realizations of $m_i \\sim \\mathcal{N}(\\bar{m}, \\mathcal{C})$ and solve the PDE to obtain samples of the state $u_i$ to evaluate the expectation.\n", + "\n", + "### References\n", + "D. Kouri, T. Surowiec, *Risk-Averse PDE-Constrained Optimization Using the Conditional Value-At-Risk*, SIAM Journal on Optimization, 26 (2016). pp. 365–396\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Import libraries \n", + "Note: hippylib and soupy paths need to be appended if cloning the repos instead of installing via pip" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys \n", + "import os \n", + "sys.path.append(os.environ.get('HIPPYLIB_PATH')) # Needed if using cloned repo\n", + "sys.path.append(os.environ.get('SOUPY_PATH')) # Needed if using cloned repo\n", + "import time\n", + "\n", + "import logging \n", + "logging.getLogger('FFC').setLevel(logging.WARNING)\n", + "logging.getLogger('UFL').setLevel(logging.WARNING)\n", + "\n", + "import scipy.optimize \n", + "import numpy as np \n", + "import matplotlib.pyplot as plt \n", + "import dolfin as dl \n", + "import hippylib as hp \n", + "from mpi4py import MPI \n", + "\n", + "import soupy " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Setup the function space\n", + "We will set up the mesh in 1D. Note that we will implement the code to be amenable for parallel sampling (see tutorial 1a). \n", + "To do so, we give the mesh the `MPI.COMM_SELF` communicator and save the `MPI.COMM_WORLD` communicator for sampling." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "N_ELEMENTS_X = 16\n", + "\n", + "comm_mesh = MPI.COMM_SELF\n", + "comm_sampler = MPI.COMM_WORLD\n", + "\n", + "mesh = dl.UnitIntervalMesh(comm_mesh, N_ELEMENTS_X) # Using MPI.COMM_SELF for the mesh so it does not partition\n", + "\n", + "Vh_STATE = dl.FunctionSpace(mesh, \"CG\", 1)\n", + "Vh_PARAMETER = dl.FunctionSpace(mesh, \"CG\", 1)\n", + "Vh_CONTROL = dl.FunctionSpace(mesh, \"CG\", 1)\n", + "Vh = [Vh_STATE, Vh_PARAMETER, Vh_STATE, Vh_CONTROL] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Define the PDE problem and Prior\n", + "This is the same as in tutorial 1, except for the change in the definition of the boundaries. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Define PDE \n", + "\n", + "def residual(u,m,v,z):\n", + " return dl.exp(m)*dl.inner(dl.grad(u), dl.grad(v))*dl.dx - z * v *dl.dx \n", + "\n", + "def boundary(x, on_boundary):\n", + " return on_boundary and (dl.near(x[0], 0) or dl.near(x[0], 1))\n", + "\n", + "boundary_value = dl.Expression(\"x[0]\", degree=1, mpi_comm=comm_mesh) # Need to use the same mpi_comm as the mesh\n", + "\n", + "bc = dl.DirichletBC(Vh_STATE, boundary_value, boundary)\n", + "bc0 = dl.DirichletBC(Vh_STATE, dl.Constant(0.0), boundary)\n", + "pde = soupy.PDEVariationalControlProblem(Vh, residual, [bc], [bc0], is_fwd_linear=True)\n", + "\n", + "# Define prior\n", + "PRIOR_GAMMA = 1.0\n", + "PRIOR_DELTA = 10.0\n", + "PRIOR_MEAN = -3.0\n", + "\n", + "mean_vector = dl.interpolate(dl.Constant(PRIOR_MEAN), Vh_PARAMETER).vector()\n", + "prior = hp.BiLaplacianPrior(Vh_PARAMETER, PRIOR_GAMMA, PRIOR_DELTA, mean=mean_vector, robin_bc=False)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Define the QoI and control model\n", + "Here we prescribe the new QoI in its variational form, using an expression to define the indicator function. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Define QoI\n", + "OBSERVATION_CENTER = 0.5 \n", + "OBSERVATION_RADIUS = 0.1\n", + "TARGET_VALUE = 0.0\n", + "\n", + "\n", + "observation_region = dl.Expression(\"pow(x[0] - center, 2) < pow(radius, 2)\", \n", + " center=OBSERVATION_CENTER,\n", + " radius=OBSERVATION_RADIUS,\n", + " degree=2, mpi_comm=comm_mesh) # Need to use the same mpi_comm as the mesh\n", + "def l2_qoi_form(u,m,z):\n", + " return observation_region * (u - dl.Constant(TARGET_VALUE))**2 * dl.dx \n", + "\n", + "qoi = soupy.VariationalControlQoI(Vh, l2_qoi_form)\n", + "\n", + "# Combine into control model\n", + "control_model = soupy.ControlModel(pde, qoi)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Define the superquantile/CVaR risk measure with the sample communicator\n", + "The `soupy.SuperquantileRiskMeasureSAA` class implements the superquantile/CVaR risk measure. Similar to the mean + variance example, \n", + "we can provide the selected qunatile value (in this case $\\beta = 0.8$), sample size, and initial random seed as settings.\n", + "\n", + "The superquantile will use the smooth quartic approximation of the maximum function described above by default. \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "QUANTILE = 0.8\n", + "SAMPLE_SIZE = 200\n", + "RANDOM_SEED = 1\n", + "EPSILON = 1e-6\n", + "\n", + "risk_settings = soupy.superquantileRiskMeasureSAASettings()\n", + "risk_settings[\"beta\"] = QUANTILE\n", + "risk_settings[\"sample_size\"] = SAMPLE_SIZE \n", + "risk_settings[\"seed\"] = RANDOM_SEED\n", + "risk_settings[\"epsilon\"] = EPSILON\n", + "\n", + "risk_measure = soupy.SuperquantileRiskMeasureSAA(control_model, prior, risk_settings, comm_sampler=comm_sampler)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An important difference with the superquantile risk measure is the auxiliary variable $t$. This is represented in SOUPy as a `soupy.AugmentedVector`, \n", + "which is a wrapper around a standard dolfin vector for the control variable, `z`, and a scalar `t`. \n", + "\n", + "**Note:** Currently `AugmentedVector` only works with serial meshes \n", + "\n", + "We can see this by calling `risk_measure.generate_vector(soupy.CONTROL)`, which, instead of returning a vector corresponding to `Vh_CONTROL`, \n", + "will return an augmented of this kind.\n", + "\n", + "On the outside, the `AugmentedVector` has methods matching the `dolfin.Vector` class, such as `axpy`, `inner`, `get_local`, `set_local`, `apply`, etc.\n", + "The local numpy array will be the local array of `z` with the scalar `t` appended to it.\n", + "\n", + "One can also extract the internal information by methods like `get_vector`, `get_scalar`, `set_scalar`. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zt is a \n", + "The AugmentedVector has shape: (18,)\n", + "The Vector component has shape: (17,)\n", + "After setting local, the AugmentedVector is \n", + " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.]\n", + "The scalar component is: 0.0\n", + "After setting both vector and scalar, the AugmentedVector is \n", + " [ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. -8.]\n" + ] + } + ], + "source": [ + "# zt is a wrapper around a vector `z` and a scalar `t`. \n", + "zt = risk_measure.generate_vector(soupy.CONTROL)\n", + "print(\"zt is a \", zt)\n", + "\n", + "# Calling `get_local` for the `AugmentedVector`` will return an array where the scalar is appended to the end of the \n", + "print(\"The AugmentedVector has shape: \", zt.get_local().shape)\n", + "\n", + "# This will return the vector `z` \n", + "z = zt.get_vector()\n", + "print(\"The Vector component has shape: \", z.get_local().shape)\n", + "\n", + "# Can `set_local`` to the vector, which will modify the vector in `zt`\n", + "z.set_local(np.ones(z.get_local().shape))\n", + "print(\"After setting local, the AugmentedVector is \\n\", zt.get_local())\n", + "\n", + "# Can get the value of the scalar part by `get_scalar`\n", + "print(\"The scalar component is: \", zt.get_scalar())\n", + "\n", + "# Can set the value of scalar \n", + "zt.set_scalar(-8.0)\n", + "\n", + "# Now the full AugmentedVector is\n", + "print(\"After setting both vector and scalar, the AugmentedVector is \\n\", zt.get_local())\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Define the penalization and cost functional\n", + "We now proceed to define the penalization. The penalization terms are defined in terms of the control variable $z$, as per usual.\n", + "\n", + "\n", + "It will only apply to the $z$ part of $(z,t)$." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "PENALTY_WEIGHT = 1\n", + "def l2_penalization_form(z):\n", + " return dl.Constant(PENALTY_WEIGHT) * z**2 * dl.dx \n", + "\n", + "penalty = soupy.VariationalPenalization(Vh, l2_penalization_form)\n", + "\n", + "cost_functional = soupy.RiskMeasureControlCostFunctional(risk_measure, penalty)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Optimization using SciPy\n", + "We will now use the `soupy.ScipyCostWrapper` to turn `cost_functional` into functions of numpy arrays. \n", + "\n", + "The `scipy_cost` can return three functions\n", + "- `scipy_cost.function()` returns a function that is $f(x)$, the cost functional\n", + "- `scipy_cost.jac()` returns a function for the gradient $\\nabla f(x)$ \n", + "- `scipy_cost.hessp()` returns a function for the hessian vector product $\\nabla^2 f(x) p$\n", + "\n", + "These are arguments for `scipy.optimize.minimize`. Here, we will use the BFGS algorithm, which requires only the `function` and `jac`. \n", + "\n", + "We also need an initial guess for `scipy.optimize`. We will just see the numpy array for the joint vector `zt` from before.\n", + "\n", + "Running this might take a while if using the notebook. \n", + "\n", + "**Note:** If using bounds, make sure exclude the **last component of the array** from the bounds, since that corresponds to $t \\in \\mathbb{R}$. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization terminated successfully.\n", + " Current function value: 0.026421\n", + " Iterations: 36\n", + " Function evaluations: 57\n", + " Gradient evaluations: 57\n" + ] + } + ], + "source": [ + "# Interface with scipy.optimize.minimize\n", + "scipy_cost = soupy.ScipyCostWrapper(cost_functional, verbose=False)\n", + "\n", + "# The initial guess as a numpy array \n", + "zt_initial_np = zt.get_local()\n", + "\n", + "# These are usual options for scipy.optimize.minimize\n", + "DISPLAY_ITERATIONS = True\n", + "MAX_ITER = 200\n", + "options = {'disp' : DISPLAY_ITERATIONS, 'maxiter' : MAX_ITER}\n", + "results = scipy.optimize.minimize(scipy_cost.function(), zt_initial_np, method=\"BFGS\",\n", + " jac=scipy_cost.jac(), options=options)\n", + "zt_optimal_np = results['x']\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 8. Postprocessing\n", + "We will now plot a sample of the parameter and solution at the optimal control.\n", + "\n", + "Since the result is in the form of a numpy array for the augmented vector, we need to set it to a dolfin vector for solving the PDE. \n", + "Remember to exclude the last component when setting it to a vector representing the control variable. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Initialize vectors for the state, parameter, adjoint (not used) and control variables\n", + "x = control_model.generate_vector()\n", + "\n", + "# Initialize the noise vector \n", + "noise = dl.Vector(comm_mesh)\n", + "prior.init_vector(noise, \"noise\")\n", + "\n", + "# Use hippylib's rng to sample Gaussian white noise \n", + "rng = hp.Random(seed=111)\n", + "\n", + "# This is sampling noise with 1.0 standard dev to the noise vector\n", + "rng.normal(1.0, noise) \n", + "\n", + "# The prior then turns the noise into a parameter sample\n", + "prior.sample(noise, x[soupy.PARAMETER])\n", + "\n", + "# Also set the CONTROL component of x to the optimal control z\n", + "x[soupy.CONTROL].set_local(zt_optimal_np[:-1])\n", + "\n", + "# Solve the forward problem\n", + "control_model.solveFwd(x[soupy.STATE], x)\n", + "\n", + "# Convert to functions and plot\n", + "u_fun = dl.Function(Vh[soupy.STATE], x[soupy.STATE])\n", + "m_fun = dl.Function(Vh[soupy.PARAMETER], x[soupy.PARAMETER])\n", + "z_fun = dl.Function(Vh[soupy.CONTROL], x[soupy.CONTROL])\n", + "\n", + "if comm_sampler.rank == 0:\n", + " plt.figure()\n", + " plt.subplot(311)\n", + " dl.plot(z_fun, title=\"Optimal control\")\n", + " plt.subplot(312)\n", + " dl.plot(m_fun, title=\"Parameter\")\n", + " plt.subplot(313)\n", + " dl.plot(u_fun, title=\"State\")\n", + "\n", + " x_obs = np.linspace(OBSERVATION_CENTER-OBSERVATION_RADIUS, OBSERVATION_CENTER+OBSERVATION_RADIUS, 10)\n", + " plt.plot(x_obs, np.ones_like(x_obs)*TARGET_VALUE, '--r', label=\"Target\")\n", + " plt.legend()\n", + " plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 9. Comparing this to the expectation as a risk measure\n", + "We can also solve the problem using the mean risk measure, as in the previous tutorial\n", + "$$ \\min_{z} \\mathbb{E}[Q] + P(z) $$\n", + "\n", + "We will use the same sample size and random seed. \n", + "For convenience, we will also use the optimal control from the superquantile optimization as the initial guess." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization terminated successfully.\n", + " Current function value: 0.021642\n", + " Iterations: 5\n", + " Function evaluations: 6\n", + " Gradient evaluations: 6\n" + ] + } + ], + "source": [ + "VARIANCE_WEIGHT = 0.0\n", + "\n", + "mean_risk_settings = soupy.meanVarRiskMeasureSAASettings()\n", + "mean_risk_settings[\"beta\"] = VARIANCE_WEIGHT\n", + "mean_risk_settings[\"sample_size\"] = SAMPLE_SIZE \n", + "mean_risk_settings[\"seed\"] = RANDOM_SEED\n", + "\n", + "mean_risk_measure = soupy.MeanVarRiskMeasureSAA(control_model, prior, mean_risk_settings, comm_sampler=comm_sampler)\n", + "mean_cost_functional = soupy.RiskMeasureControlCostFunctional(mean_risk_measure, penalty)\n", + "\n", + "mean_scipy_cost = soupy.ScipyCostWrapper(mean_cost_functional, verbose=False)\n", + "\n", + "# The initial guess as a numpy array \n", + "z_initial_np = zt_optimal_np[:-1]\n", + "\n", + "mean_results = scipy.optimize.minimize(mean_scipy_cost.function(), z_initial_np, method=\"BFGS\",\n", + " jac=mean_scipy_cost.jac(), options=options)\n", + "z_optimal_mean_np = mean_results['x']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Distribution of QoIs at optimal controls\n", + "\n", + "We have now solved the OUU problem using two different risk measure\n", + "1. Optimal control from superquantile/CVaR $z_{\\mathrm{CVaR}}^{*}\n", + "2. Optimal control from mean $z_{\\mathrm{Mean}}^{*}\n", + "\n", + "We can compare the QoI distributions at the optimal controls. This can be done by solving the PDE at a bunch of samples using either of the two optimal controls.\n", + "\n", + "Here, to see a little more detail about risk measure classes in SOUPy, \n", + "we will instead create a third risk measure using a large sample size and use that to draw the samples of the QoIs. \n", + "\n", + "The risk measures have two methods that will be useful\n", + "- `computeComponents(z, order)` will compute components (sampling) at `z` required to evaluate the function and its derivatives up to `order`\n", + "- `gather_samples` will return the QoI samples computed from `computeComponents`. When running in parallel, this will gather across all MPI processes\n", + "\n", + "We go through and create this evaluation risk measure (either mean + variance or CVaR be fine since we only need the samples). Sampling may take a while." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "SAMPLE_SIZE = 2000\n", + "RANDOM_SEED = 111\n", + "\n", + "risk_settings_evaluation = soupy.meanVarRiskMeasureSAASettings()\n", + "risk_settings_evaluation[\"sample_size\"] = SAMPLE_SIZE \n", + "risk_settings_evaluation[\"seed\"] = RANDOM_SEED\n", + "risk_evaluation = soupy.MeanVarRiskMeasureSAA(control_model, prior, risk_settings_evaluation, comm_sampler=comm_sampler)\n", + "\n", + "z = risk_evaluation.generate_vector(soupy.CONTROL)\n", + "\n", + "# For the CVaR result, make sure to exclude last component\n", + "z.set_local(zt_optimal_np[:-1])\n", + "risk_evaluation.computeComponents(z, order=0)\n", + "qoi_samples_cvar = risk_evaluation.gather_samples()\n", + "\n", + "# For the CVaR result, make sure to exclude last component\n", + "z.set_local(z_optimal_mean_np[:-1])\n", + "risk_evaluation.computeComponents(z, order=0)\n", + "qoi_samples_mean = risk_evaluation.gather_samples()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now plot these both the optimal controls and their corresponding QoI distributions.\n", + "\n", + "When using the CVaR as the risk measure, we see that the optimal control is a stronger control despite the penalization. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "80% CVaR of QoI samples\n", + "Using CVaR as risk measure, 0.0110839\n", + "Using Mean as risk measure, 0.0132091\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "if comm_sampler.rank == 0:\n", + " print(\"80% CVaR of QoI samples\")\n", + " print(f\"Using CVaR as risk measure, {soupy.sample_superquantile(qoi_samples_cvar, QUANTILE):g}\")\n", + " print(f\"Using Mean as risk measure, {soupy.sample_superquantile(qoi_samples_mean, QUANTILE):g}\")\n", + " \n", + " plt.figure()\n", + " z_fun.vector().set_local(zt_optimal_np[:-1])\n", + " dl.plot(z_fun, label=\"Using CVaR\")\n", + " z_fun.vector().set_local(z_optimal_mean_np)\n", + " dl.plot(z_fun, label=\"Using Mean\")\n", + " plt.title(\"Optimal controls\")\n", + " plt.legend()\n", + "\n", + " plt.figure()\n", + " bar = plt.hist(qoi_samples_cvar, bins=50, density=True, label='QoI using CVaR', alpha=0.5)\n", + " bar = plt.hist(qoi_samples_mean, bins=50, density=True, label='QoI using Mean', alpha=0.5)\n", + " plt.legend()\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "soupy", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}