{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Minimax Optimization using the Epigraph Formulation\n", "\n", "Our previous tutorials have demonstrated a mean squared error approach to minimization. In some applications, it's beneficial to perform a minimax optimization, where we minimize the worst performing error over a set of objective functions.\n", "\n", "Because meep's adjoint solver can calculate the gradient at multiple frequencies points using the same forward and adjoint solves, it's relatively easy to perform a minimax optimization for our bent waveguide example.\n", "\n", "Most minimax problems are difficult to solve because the gradient breaks down with min/max functions. We can overcome this by using the popular epigraph formulation, which introduces a dummy parameter and transforms the various additional objective functions as constraints.\n", "\n", "In this case, we'll generate a vector-valued objective function -- each element of said vector corresponds to the performance at each frequency point." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using MPI version 3.1, 1 processes\n" ] } ], "source": [ "import meep as mp\n", "import meep.adjoint as mpa\n", "import numpy as np\n", "from autograd import numpy as npa\n", "from autograd import tensor_jacobian_product, grad\n", "import nlopt\n", "from matplotlib import pyplot as plt\n", "from matplotlib.patches import Circle\n", "from scipy import special, signal\n", "\n", "mp.verbosity(0)\n", "Si = mp.Medium(index=3.4)\n", "SiO2 = mp.Medium(index=1.44)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use the same setup as our original bent waveguide example." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.20124611797498096\n" ] } ], "source": [ "waveguide_width = 0.5\n", "design_region_width = 2.5\n", "design_region_height = 2.5\n", "\n", "waveguide_length = 0.5\n", "\n", "pml_size = 1.0\n", "\n", "resolution = 20\n", "\n", "nf = 10\n", "frequencies = 1 / np.linspace(1.5, 1.6, nf)\n", "\n", "minimum_length = 0.09 # minimum length scale (microns)\n", "eta_i = (\n", " 0.5 # blueprint (or intermediate) design field thresholding point (between 0 and 1)\n", ")\n", "eta_e = 0.55 # erosion design field thresholding point (between 0 and 1)\n", "eta_d = 1 - eta_e # dilation design field thresholding point (between 0 and 1)\n", "filter_radius = mpa.get_conic_radius_from_eta_e(minimum_length, eta_e)\n", "print(filter_radius)\n", "design_region_resolution = int(1 * resolution)\n", "\n", "Sx = 2 * pml_size + 2 * waveguide_length + design_region_width\n", "Sy = 2 * pml_size + design_region_height + 0.5\n", "cell_size = mp.Vector3(Sx, Sy)\n", "\n", "pml_layers = [mp.PML(pml_size)]\n", "\n", "fcen = 1 / 1.55\n", "width = 0.2\n", "fwidth = width * fcen\n", "source_center = [-Sx / 2 + pml_size + waveguide_length / 3, 0, 0]\n", "source_size = mp.Vector3(0, Sy, 0)\n", "kpoint = mp.Vector3(1, 0, 0)\n", "src = mp.GaussianSource(frequency=fcen, fwidth=fwidth)\n", "source = [\n", " mp.EigenModeSource(\n", " src,\n", " eig_band=1,\n", " direction=mp.NO_DIRECTION,\n", " eig_kpoint=kpoint,\n", " size=source_size,\n", " center=source_center,\n", " )\n", "]\n", "\n", "Nx = int(design_region_resolution * design_region_width) + 1\n", "Ny = int(design_region_resolution * design_region_height) + 1\n", "\n", "design_variables = mp.MaterialGrid(mp.Vector3(Nx, Ny), SiO2, Si, grid_type=\"U_MEAN\")\n", "design_region = mpa.DesignRegion(\n", " design_variables,\n", " volume=mp.Volume(\n", " center=mp.Vector3(),\n", " size=mp.Vector3(design_region_width, design_region_height, 0),\n", " ),\n", ")\n", "\n", "x_g = np.linspace(-design_region_width / 2, design_region_width / 2, Nx)\n", "y_g = np.linspace(-design_region_height / 2, design_region_height / 2, Ny)\n", "X_g, Y_g = np.meshgrid(x_g, y_g, sparse=True, indexing=\"ij\")\n", "\n", "left_wg_mask = (X_g == -design_region_width / 2) & (np.abs(Y_g) <= waveguide_width / 2)\n", "top_wg_mask = (Y_g == design_region_width / 2) & (np.abs(X_g) <= waveguide_width / 2)\n", "Si_mask = left_wg_mask | top_wg_mask\n", "\n", "border_mask = (\n", " (X_g == -design_region_width / 2)\n", " | (X_g == design_region_width / 2)\n", " | (Y_g == -design_region_height / 2)\n", " | (Y_g == design_region_height / 2)\n", ")\n", "SiO2_mask = border_mask.copy()\n", "SiO2_mask[Si_mask] = False\n", "\n", "\n", "def mapping(x, eta, beta):\n", " x = npa.where(Si_mask.flatten(), 1, npa.where(SiO2_mask.flatten(), 0, x))\n", "\n", " # filter\n", " filtered_field = mpa.conic_filter(\n", " x,\n", " filter_radius,\n", " design_region_width,\n", " design_region_height,\n", " design_region_resolution,\n", " )\n", "\n", " # projection\n", " projected_field = mpa.tanh_projection(filtered_field, beta, eta)\n", "\n", " projected_field = (\n", " npa.rot90(projected_field.T, 2) + projected_field\n", " ) / 2 # 90-degree symmetry\n", "\n", " # interpolate to actual materials\n", " return projected_field.flatten()\n", "\n", "\n", "geometry = [\n", " mp.Block(\n", " center=mp.Vector3(x=-Sx / 4), material=Si, size=mp.Vector3(Sx / 2, 0.5, 0)\n", " ), # horizontal waveguide\n", " mp.Block(\n", " center=mp.Vector3(y=Sy / 4), material=Si, size=mp.Vector3(0.5, Sy / 2, 0)\n", " ), # vertical waveguide\n", " mp.Block(\n", " center=design_region.center, size=design_region.size, material=design_variables\n", " ), # design region\n", " # mp.Block(center=design_region.center, size=design_region.size, material=design_variables,\n", " # e1=mp.Vector3(x=-1).rotate(mp.Vector3(z=1), np.pi/2), e2=mp.Vector3(y=1).rotate(mp.Vector3(z=1), np.pi/2))\n", " #\n", " # The commented lines above impose symmetry by overlapping design region with the same design variable. However,\n", " # currently there is an issue of doing that; instead, we use an alternative approach to impose symmetry.\n", " # See https://github.com/NanoComp/meep/issues/1984 and https://github.com/NanoComp/meep/issues/2093\n", "]\n", "\n", "sim = mp.Simulation(\n", " cell_size=cell_size,\n", " boundary_layers=pml_layers,\n", " geometry=geometry,\n", " sources=source,\n", " default_material=SiO2,\n", " resolution=resolution,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll slightly modify our objective function. We'll remove the `mean` function which was previously required to ensure our objective function is scalar valued. Instead, our objective function will be vector valued. We'll also return the *error* of our bend (`1-power`) rather than the raw power itself. This way we can formulate a minimax problem rather than a maximin problem -- although we could setup our optimization problem that way too." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "mode = 1\n", "\n", "TE0 = mpa.EigenmodeCoefficient(\n", " sim,\n", " mp.Volume(\n", " center=mp.Vector3(x=-Sx / 2 + pml_size + 2 * waveguide_length / 3),\n", " size=mp.Vector3(y=Sy),\n", " ),\n", " mode,\n", ")\n", "TE_top = mpa.EigenmodeCoefficient(\n", " sim,\n", " mp.Volume(\n", " center=mp.Vector3(0, Sx / 2 - pml_size - 2 * waveguide_length / 3, 0),\n", " size=mp.Vector3(x=Sx),\n", " ),\n", " mode,\n", ")\n", "ob_list = [TE0, TE_top]\n", "\n", "\n", "def J(source, top):\n", " power = npa.abs(top / source) ** 2\n", " return 1 - power" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "opt = mpa.OptimizationProblem(\n", " simulation=sim,\n", " objective_functions=J,\n", " objective_arguments=ob_list,\n", " design_regions=[design_region],\n", " frequencies=frequencies,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our objective function that we pass to nlopt is rather simple. We'll introduce a dummy parameter `t`. The goal of the optimization problem will be to simply minimize the value of `t`. The gradient of this functional is rather straightforward." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "evaluation_history = []\n", "cur_iter = [0]\n", "\n", "\n", "def f(x, grad):\n", " t = x[0] # \"dummy\" parameter\n", " v = x[1:] # design parameters\n", " if grad.size > 0:\n", " grad[0] = 1\n", " grad[1:] = 0\n", " return t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The key to the epigraph formulation (and most nonlinear optimization problems) lies in the constraints. We'll define one constraint for every frequency point of interest ($f_i$). We'll define our constraint as \n", "\n", "$$f_i < t$$\n", "\n", "where $t$ is the previosuly defined dummy parameter. Each constraint function is then defined by\n", "\n", "$$ c_i = f_i-t $$\n", "\n", "within some tolerance.\n", "\n", "More detail about this formulation can be found in the nlopt [documentation](https://nlopt.readthedocs.io/en/latest/NLopt_Introduction/#equivalent-formulations-of-optimization-problems)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def c(result, x, gradient, eta, beta):\n", " print(\n", " \"Current iteration: {}; current eta: {}, current beta: {}\".format(\n", " cur_iter[0], eta, beta\n", " )\n", " )\n", "\n", " t = x[0] # dummy parameter\n", " v = x[1:] # design parameters\n", "\n", " f0, dJ_du = opt([mapping(v, eta, beta)])\n", "\n", " # Backprop the gradients through our mapping function\n", " my_grad = np.zeros(dJ_du.shape)\n", " for k in range(opt.nf):\n", " my_grad[:, k] = tensor_jacobian_product(mapping, 0)(v, eta, beta, dJ_du[:, k])\n", "\n", " # Assign gradients\n", " if gradient.size > 0:\n", " gradient[:, 0] = -1 # gradient w.r.t. \"t\"\n", " gradient[:, 1:] = my_grad.T # gradient w.r.t. each frequency objective\n", "\n", " result[:] = np.real(f0) - t\n", "\n", " # store results\n", " evaluation_history.append(np.real(f0))\n", "\n", " # visualize\n", " plt.figure()\n", " ax = plt.gca()\n", " opt.plot2D(\n", " False,\n", " ax=ax,\n", " plot_sources_flag=False,\n", " plot_monitors_flag=False,\n", " plot_boundaries_flag=False,\n", " )\n", " circ = Circle((2, 2), minimum_length / 2)\n", " ax.add_patch(circ)\n", " ax.axis(\"off\")\n", " plt.show()\n", "\n", " cur_iter[0] = cur_iter[0] + 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll now run our optimizer in loop. The loop will increase beta and reset the optimizer, which is important since the cost function changes." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 0; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 1; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 2; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 3; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 4; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 5; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 6; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 7; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAADnCAYAAADVeFABAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAidklEQVR4nO2dy44r13WGVzXv7LZ0kAPZEgTJduw4iCHkFQJYyCBn4EmeIcgsE4/0AAYyzStkmFkGfoJMM1BsIAhgwDNJMHJODHWz2bw0yQyMVefnz7V2FdmX0+36P6BAdjdZtau6/r0ue+1d1W63MyFEdzh71w0QQjwuEr0QHUOiF6JjSPRCdAyJXoiO0ST6nbanud3e3u42m03985dffrl79erVrqqqehsMBns/H7Pxd1+9erX79a9/XR9vs9nsHV/bk9xCZOmF6BgSvRAdQ6IXomNI9EJ0DIn+mVJV1btugnimSPTPFM2ZEKci0QvRMSR6ITqGRC9Ex5DohegYEr0QHUOiF6JjSPRCdAyJXoiOIdEL0TEkeiE6hkT/TFHtvTgVif6Zotp7cSoSvRAdQ6IX4h759y+/slf/8h/2D//6n/Z/16t33ZyQ/rtugBB/Kvzv1dJ+8W//Zbfbnf33N5f28vx/7J///q/fdbMOkKUX4p5YrDd2u32ba7la3L7D1uRI9ELcE5/82dT+8W/+3KrK7MP3xvZPn//Fu25SiNx7Ie6RL/7ur+wXf/uXNuw/XXv6dFsmxDPlKQveTKIXonNI9EJ0DIleiI4h0QvRMSR6ITqGRC9Ex5DohegYEr04GU3vfZ5I9OJktJDH80Sif6ZIcOJUJPpnilxrcSoSvRAdQ6IXomNI9EJ0DIlenIzyCs8TiV6IjiHRi5PRsOHzRKIXomNI9EJ0DIleiI4h0QvRMSR6ITqGRC9Ex5DonzGl4piqqu40pFZVlZ2dvb09er3ewbFVnPM8kehFCopaAv/TQY+1eqagFTb7oyVer9f1z7vdzm5vT3+AIu7LzGy5XO4dk48vng/6zwnRMWTpW5K5uu/C7XUrvt1ubTqdmpnZ9fW1fe9737P333/frq+v7fz83LbbrS2Xyzr+3m63B/tCi+15gLOzMxuPx1ZVld3c3Nh0OrWPP/7YFotF/dnlcmlVVVm/338n5bh4zOy9iJHoG9hut7WwXTwuIExmPZb4/di3t7e2Wq3szZs3dn19ba9fv7Yf//jH9rOf/cy++eYb+/bbb+36+tpubm5svV7bZrPZa6+Lw1/Pzs6sqiobDoc2Go3s/Pzc3nvvPXvx4oV99NFH9tlnn9nl5aX97ne/s8lkYr1ezwaDQS36xxIbtts7KH+Pf1P4kSPRF0CRo9hxQwvaVvhtBJLty4+7Xq9tsVjY5eWlvXnzxmazmb18+dJ+8pOf2HA4tK+++srM/ijmxWJht7e3ttls9tqAgjk7O7N+v2+DwcDOz8/t4uLCPvjgA/v000/tBz/4gX344Yc2n8/t66+/thcvXth3vvMd22w21u/36/08NNxBnZ2d7W0o/N1uJ6ufING3gAW/2Wxss9kciP8hj+/48dfrtS2XS1sul7Zer+vNhe0idiGbmfX7/VoMLPper1d/djgc2ng8tsFgYGdnZ3uejR9/tVpZVVW23W5T0T+E6FjsOJTo1l1iLyPRNxAJ/vb2tt5Q/A91fHyPol8sFrXoV6uVXV9f22w2qwXpojfbH2d3kaOF7Pf71uv1bDQa2Xg8tslkYqPRyHa7nS0WC1ssFnWI4Mdua+nvU4Qodu/E+O8aXiwj0Rdgwd/e3tYWdbVa1e9vb2/TRBlyzM0fJQt3u13tZaxWK1ssFjafz+3q6squr69tuVzaZrOpY/PxeFwP5XnbXDQucuwc+v1+HdNPp1O7uLiw6XRqg8HAdrudrVYrm8/n9XvfR1tLf4r4MQfhm3sk7pVst1sbDod7x5F7nyPRN8AW3sXmrvVyubTVanWQ2LuPG44Thdz5uOhns5ldXl7aarUyM7PBYFBbaXT50Y2PNk/MjcdjG41GNplMbDqd2mg0sqqqam9ivV7bYDCwXq9XdxxO9P6+xOeuvXdMo9Go9j74uFxBKN4i0TeALrWLbblc2nw+t/l8Xoveh9DuS/Q8YuD75na48L0tm83Gzs7O6jjerXQUtw+Hw1q8w+GwfsXPuEU1e1uws16va7FncTRn9O9D+O6hDIdDW61WdWfm54UJPpEj0ReI4nl0q1Fs7kLfl1tZGjVw0a9Wq1r4i8XC1ut13Vl4LI9JPHTfR6NR7RG40H3DeN/fm1mdv2gjZh5Ci/7e9jo43pm5hfffeSfV6/UOPC5xiETfQJTEQ+HPZrNa9KeUvbqgonxAJHhP4vkrit87HhQrWngX/Hg8rl14Fz276zj05Zu70jhiwXUKPI4enWsGf9736efkonePw119TqhK8GUk+gZQeCh6jO1vbm724vo2RJYuKgJisfHogVt9f++dB2boWfCTycQmk8me8N3Ku1jxeH5MrwSMRIYeTiT8u1p7d9u9Y/Xww0Mrb4+sfDMSfYFIhCgCt7K+3WWCCx+XXXsXnR/bLb0X6rhAXYg8tOUicZG7+Mfj8Z6ldyFiB2NmBx0Pjlqw0LhCziy28k3Zfbz+GKv3+/36+JHXIcpI9A1kJbhcqINW9r6O5ftH4aMY8bhRvQAW3viGw1047MWi96E/t+7o7vP586gFb3huyLG5D+z0uDCKwwx1ADkS/RHw2Pl93miZV5EJnsuBmwqEorJVHL7z9y50b8tms9nrDLjja1OfkLWn7UhHdF2jOgbRDon+CJpuTryRjyGL5f13aM0yLwDr/zm7HrnaUQfgiT+M0SO3PPJ6cN9trtWxlEIBFeEchwY078B9F58gKHSue4+8jFL7HHfxI9HzpJXsnKLOh9vN7Yo6oayNpfPAOQNtvysOkaV/R7BY2a03swMXmsUfJbBYIBjPs2Xn+nvffCwerby3y0MNzOhzPO9eAr/6fkpixWM2hSvRq2hGon9ESrEpu/VYgcdxO1r7KJZHIWMCD18ji88CimYVRolDF7J3FN5pnFID7yMPd0WdQI5E/0i0FXzkykciy5J3KGKsrmPho7Vnl55Di2jEwDsCnKPPhT2la9HG8nsH4siq3w8S/SMQufL8yoKPsuRocbNxaczSYyWeD8/h5Bp277ktUTGQj49zMZKHBW6lMRmYXZPsb76fplGBqBNQh9CMRH8CbayZc6zgI8vOLnZm5VHEPBbPY/JcY8/j8FHVH04n9vZglh8z/6XrwFY+6gAywUvUd0eif0RY6P4eM95Zwo6H53iIjuvs0aL7jDqcWYfj8xh/4zG46hBX6MFZhfx93wdafRQrdwrHxP4ak787Ev0j0SR4TtKx+KNXBIWPM+p884k1PLnGLT22B8uMudTYN28fJu/8FeeyozVnuECnSfgS/P0g0T8gmSvv71HwUcELdgQY1/Mwmb+6W88ry7jgUfg+ndYtPYcW7taz2N219+E672RODXeQtha/TY2CyJHoHwm8QTmG52x9lM3nMMDhxB3OL8cJNjyNFmN63yeLPhK8b94WXJMuEyGfe4loXN9/3/baijISfQN3LQLhGzITfBTX84QSduu9LSh6tvAseMzko2vux+bEXSR6XEyjVHrMrjtfj9I1jxKg7CmJ05DoH4DSDYsCi2L3qM4+y4ib2YGVd+Fz8g6tPA7XOXjsKJ739ziK0Ov1Qq8jqubDc25LNimHr2F2zUWMRH/PRJadBZ+V1kbC532aHcbxLHYUfWTlOZbn0QIUPa+pzw/JPOaa4DUwO3ykFn4+8g7Q05GoT0eiv0eyxF0Um3tSzizuBFggDoqDq+14iI4Td1igwzGzHy8bl+dHY0WTYKL6hUzwft6YU8BzzCx3JHZ1AMch0R9J6aaL4s5I8Jyw48w8u/gODo1xXT1W3rFrz4KPinEyK48r/bpbbxYvlpHN0CslIfF88POlRF6bsEfkSPQNlGLGKGuMv3dLzsk5dqmjV37unN/0uPR0VHnH1j0SvI+jo7vMy4BhEQ4m76I2ZQ+7QLecr1HmEfi+m65thDqAdkj0J5DF7ZFrzrXzWSyPm38O8aExdKfxARVNbj0KnuPlUiyPVt7b5y457g/fI1HSDa9h1llE4Ue0ieOR6E8kuwnZukdiz0QfVdqZ7Q/Nmb1dDAOtOy9p7eva41RaFmXJrecVdlGkHlpEq+7gTD2+Vv4ez6l0fY/5vGiPRH8EpZg9i9VZ8FEHEFlAJ0vcuehxHJ6Fz1ae42JvT1Zuy8tqe3u41r+0ks19WOUsZyJOQ6I/ARZ2NNYe/cyltZmrGhUE8Qw6f8Js6eEV/qhpfsgkCz6qrXfRo/eCYYV3OuxFtE24PUSprbyBdkj0RxKJHTPbuIQUCxyno2YZerO34nKwvBYfKe1PpsUNhe+fL02dRSvvD+/wIhy28uhlcI4g8iSykKVUY5+JXNb9/pDoW5DF7yx8jH+jToEFj+W3Ds5L53p6nEiTWfkolo8Ejxben4cXldtiTM1DhO5JRB0LhzeO74cpdQDcQbQpjZbVz5HoG8hEjstFYWkqWnUUGWftMeHn+Lg1Wnpc+ioTPAo/qrrD8+AZdP7wS9/Q0mO2PhK9u/ilfAFbaN9nJOLs+kdkwpfYm5HoC+DNi5tntqP14ti9L2Xuozges+CYsMPEnQs8Ej3X1uO0WczS49NuUfD4ME4XJw7JYafCNfx4XnjeeI53nYLbtrMQOUXRY4FIF/AbzW9iXi4qKk3FBzrys9WaxuUjuJ4eY3jO1EcWnoXox0G33gV/c3NTby76qNwWwwt8fr279XicUvjinRCW35b+D6VrxGXAoj1F0d81ecKVVZjAua/ETNO+uMjjmH1ut1tbrVb1U2nZImKWmxeXMLMDq16qpUfLjpV2/X5/b+y9lLhzVxvdbT8+LmiJYp/P5/X75XJZd2Ls1mN7ogU4sAiHvRq8ptH/P/rf4DXMOggWu8TfjqLo+/3uev9VVdl0OrXXr1/b5eXl3jPp5/N5LX4WPGfl2dphYgxd+mhOfCl+z54vj5NpMP+AGfqbmxu7vr626+vrWvSLxeLArTezg4k8kTeBGfoo/+Hn2GacHcXubLdvl+BS7H53uqvqFlRVZVdXV/bmzZvaSl5dXdlsNrPr6+va2mMRC97okXXHm5UfNoFPlXULf4zg+VHTmeDn83kqeByTxyW0o/X13FVnq82hjLenTcIu8ob4c4rr70ZR9L/5zW8eqx1Pin6/b7vdzi4vL+3169c2m81q4cxmM7u6uqqtfTQLrXTjYqIOxc5DYYPBIEzY+c/ZIpdmh0NzHo644FH0HrJgLF9V1UE9QLSunsOdHOYzsvF4/7x3HPx7BEOD6O/iOIqi/+KLLx6rHU8Cd0FXq5VVVWUfffSR/ehHP7IXL17YarWqrTvH824hmwTPM+Q4hufpsZyp57H4SPA42rBer+swBAXvm+cqsPouEjwPBeKxUPDsvkfiLSXeou9Gtfz4d3UAx1MU/a9+9avHaseT5IMPPrDPP//cfvjDH9pyubT5fJ5m5lkAZofDcFjB5kk3F240F54z9lGJLcfwLngvusGEnVt4d+kXi0XdaTneifBxsZOJzhF/1yaxWppF5z9j4teX5ip1KuoA2qGYvsDV1ZV9/fXXVlVVbTk5WYZWzynF7fggCnTlI8HzK342qqdHwbuoXejuzmMScrVa7bngvF5+VOXnx+P59WzpedQGvZHS+nlYtOTHYsGz8CX245DoAbY+4/HY/vCHP9TDRlVV1SLgJ8REw0royqMLz+vSZ1s0Ww6XrkYL7yEGJ+xms9lB4s7H491r4U4JBe/5Ayy1dY/CicSIFh3zGJF7z7UMLOLNZlMfl2sAMuuvjiBHQ3aA34zu7m63W7u6uqqHjPr9fh37jkajg9lvnFX2ja07x+2lxS+4rDZbxXa73e4V3rjg3crPZrODpJ3jbef5+Zgw5IdimOVj8ngNMH/h1wuFzwLGjH/0OXwtWX+RU1Q1xnpdxAtZzGyv7NRFiPEmih6tG2bm2brzohcYs2PlG05ndSGgWDBphxbexY6ZeqyrZy+E5+d7uzB512Th+fxR6KWJOSxm/7vva7PZWK/XS4Uv2tMtU34k2+3WlsulVVVlw+HQqqras5JcH8+LSeBc80zwLHqO2yN3Hse0XfA4LOciR8F7pt6HF3EVHhd9tGQ2V9758V140aOzfRSEE5jewTg8vh9Zev5btGWdj4iR6AuwJeWHO7i77taQXVf/HVe1ZU+e4UUso9ABBYBTZLnwhivuPI7H9vMkmiyPwCW9OEqAwjM7HLHA1X78974vPic8t+izmfgl+OOQ6BvwGxwFj2PZvB4dWnmusoseKBm59GzdOa6Npsdy0Q0W3vgkIayDx5JfX4wjerItCzObUsxxOOc7eF/usjddeyw4wk4G30dlwCJHom8B39Au5CzDbbbv2mMHkW2l7Ly3wW/waLYcCh/La7Hwxs8hWmMvqrrjhCFOH+bSYxxi49Ji9FbQWh9TQsshBXZAcu+PQ6JvASfocFhrPB7bZDLZS3jxEBhbe5680lbwaN0xS+8WfjabhdNk0cLzvHz2OLIyW1xAE1fWwYUyMIbnikP2VvCaojfj32crz649ehhs7UUZib4BzsTjsBvXxXPRTFRmy2vVZ2JHdxXLatnCcx09xu+YpTd7G8NH9fxYe4BWuUnw7NpzZ4cdAcfx/h281pixR6J4nlcrkrVvh0TfgqzIBi09ix5dW3b1o7Xo0fXF7DzG8F4nj4LnzSvtOBmGMTwKHtuOIxBYbszPqsf5BiXBc17CKxsdtOgods7q+ysLXYm805DoG+BsdBSfo6uMoueYFjuBaPgqymLzAyWxvJaFj/E7utwYXnibUfCYuPO2cP6AF83kh2CwS58VLbGo0bX3ToDBIdLdbncwqxEz/uoAmpHoC3DcyWPuPASHs9B4wzCBS2izV4zho2Wu0KX3z+CqN7hF9QEseGwTjxDgwyzZymfj8dixoffCgkRPB8MAFi+O43P2Ho8hykj0DbDVjirsOFZnsUd15+zGc3YaF7FEtx43XADDBW+2PySHnRQOy0WLaHpbcPFPfnotWlk+v6iDQ0qidLG78EuCj5J5svDtkegLYLYeS3B5iI3j9EjwTubGc/yePYjCNxx/RwtvZgcjBtGsvWy1HX6uHa+Dj5Ntttvt3kMv2LrjOWPCjV1y7DSiQh/eD4pbYj8eib4AlqdGi0lEiarIqpvl6+ej5cwE70N0nqTDZarR1eYRhqiWnp9847Dgowdf8FwMtOYo9qjSLlp/AIni+iyhJ8t+NyT6Ar1ez8bjsZ2fn9toNKoTX+4ac9mt2f7Qkv8tcktxzXwUOgveF9/E99HKu1GSMRN8tLQWZulZ9Dwezy59NHMOr0dTzbxTKtbxTk1j8ndHU2sBv+nW63U9yWY6ndrFxUUt/slksrfcNI9nm729Qblm3a06JshQ7LymfhRP8wM1/Di8xFX2BFsUKM8tYO/Cf0aBcvxuZgfxO1rxqMPza8SCx8RgVKIrod8PmloL4HDSbrezfr9v77//vn33u9+tk17n5+f1uLZ/3m9mLC5BsMCGnwOPljV6PjxadX5qDJf8cmY+EjxXuUXDgix4LLNl0WdWnkMZzAPg5/haofiz/xF+rxRSiZhumfIGOM5cLBb28uVL+/TTT+ub8fz83KbT6V4hi1tKLzThYhvOiGOhSzYGjhuKxyxeoCMTPIcieK4cWnDHw0ti4dAlj1CYHQ7LRck7hDvJJsFzzYTEfhoSfYGLiwv7+OOP7fvf/75tNhtbLpf10JcnwtxSuvse1ZlzGW30LHi27lx15vCYOK9LH02eidxvTtpFYkcBcoERD8txorIpcccWG8FOAH+HXgYPEfL31AnkFEX/85///LHa8SRwS7NcLu3s7Mw++eQT++lPf2ovX7607faPC2qwJXKxu3vP4irFzCx4HhbLiliiCrtoxl422QUfgMHhBc9cM7M9cbFb7/vF843G0f1zmOfwCsDS/4KFjPMa0OLj90SZouh/+ctfPlY7nhS+FNZ8Prdvv/3W5vN5HZdnWe2oM+BSVs7KRxNYIivLxTalVXR5wU5uSzQs54nCLEnIJcgsNrbw6P1E1yaz7n5M/jzW6Jc2Cb4dRdF/9tlnj9WOJ8tvf/tb+/3vf1/f1D6rLRqCw5uVrTxaVy+pzWJ3MzsQHVbXRc+Wi4ptvKPC91EMj5V2DrrT0ZyBTPB4LaLOy0H3PovpOV7nJCLXBii+b4di+gam06m9ePGitvLb7ba2jma2J6QorkVLj2LjhSjYIqI1jebk4/toAg+71VG1HQseJ7ZESTvM1EeJyiiWd07NtvvfecqyrPzpaMguwMWzWCys3+/bxcVFPXbvyTyMR11MXHTCw3TeceDnsZDHbN/yYVkv1/dHS2uZ7Q8POlFb0J3nz7M1daE1CT4aacBziiYe+d+9nRF4baKRg6zkWcQURd+1C8hj7F6G66LcbDbFGWkoehQDZuOjohRef48TZrgQh7v4HFtjaIAhggse2xnlD9BLiFzoLIbnCrvIpW+TgMvAz2VxvAR/HEXRl7KrXcBd6tvb23BCjdlhkowr0CIxsBCQyMrz7D52aVHsJWGi0Dmk4CExbwO3MSq6iTo0FmOUD/DjoFcQWXvuiKNRhMhTEjGK6QtkiSO+qTCW52RcJiofIeDKNLReKHqP7aMOB4/J7eGOp5Q/iMTOnQh7MZngcb+RS4779ex89j9w3Ahlbr3E3g6JvoHoZspuriz77t/xmxQtMhLFvBhPR2PubN39lWvco+EzFk40a5D32zQsF1n3aLox7je6jtn/gTtCif14JPqW8M2V3WhutTj55L/D+DkSiv8cWTF255FI3FznzvtG6xt1LLhfduezcXg/N/RK2EPBRCB7Kdm15+ukBN7pSPR3IPMAUPgosOwmj8aa8WcmEng2ew3bxp0KJwoxmef78temcXj2THjzfeO1wWtxdvZ2Zh22MwuPos5Q4m+HRH8kkcWPrI1n5DP3m/eJrxlRXG22v9xW5sLje7TAUS09jwRkpbUsSD9vXu2XXXEXvl8bFi3G+VGu45hrJg6R6FsQ3VjRzcoWKotfM0vPRMm5qAAGx8WjZJqLCEWfjUYgPOSHLr0fD8+Zxc7P48P94vvMQmOCL7Ps+P8Q7ZDo70AWc/vfcNw/inv599nvMsFjUU3k1rM7HLndbVa9ceFjR4PHwGQdCz4a9kMLX3LRuX7A/x6RJQXFIRL9kRxjbTgmddpkrXnYL7LwGC6wS8/5BB7354o2bEOUuIuG+thl55qCrFMpWXafrcjXJOuU+PpJ/M1I9EeQJe4y9x8tvcPW3z/HSTN/Xxpyy9rGImRrn2W9UfDRayb4zLpHnUp03aLQiK9jqaOU0I9Doj+RzM0sWX4UOf4O32eCz47FhS0cu7Nbz14AtiEqumF33o/Lbj0X3xxTaptdr+j6ZJ2ghN8eif4EMtf0VKvDybE2Fh2PFyUUfcOlrlGEXCCUxe3ZSEM01t+UUT9VqNvtdu98S6MVohmJ/h4oufcZfNNGIosEhzExiidymaMHUGBHwSvORrF8dJ7o1nOlXTbWH51zdE34sxhiRMLH70n87ZDoH5Ao+dSGzLribDwe/8eOp23Mjp0HJ/BK55PlBqqq2hMnj8Nn7jlb/8ii+zlneQYJvz0S/T3TlNRrc1NmSUDcvwurdGweJovGvZ1IWP47/F6p9NXbnB3DP4OdSyZynkjEeQd/H3kNEn4Zif4eKYk6G74z259p1iZBmJG5zFEY4KA7ns0ONNufZs3DgfgdFDTH+diOqNLPf89lvtj5oPizcxZlJPo7UBJi27Fm/z0Kv2nfpWNGrnLWtqyTwvZyR5Fl5NEq+2d4zB0/y8I3swPBo+jdg4g8ESXzjkOivyeaxuzNYkuLn3HhNx0DYcuHv2/KwkcZ91KIEH3OLbofA3MF0ecza58tQMLDkZzsa5qhJw6R6O8Il5iWKMXq/Jnsb0iUJyjFzNlxuAOIjpX9zswOhImfLcX1bNWjxTXZ6/Dvi9OR6B+ZNsI/lUjwWbKLk3FosbP8A7Y7E17k0kfeC1t1FHw0n+AhrldXkegfEL/Zo/HuY4WfiYwz3Jz5ZouJbWAxovDv0ibfP3Yo/L0oadc0gQj3zeegTqE9Ev0DgeLhUlmzeBbeMUN7LIooscUZdWwPf9+P6ZY6Wt0Hf47aE51bdC6Re4+CL9UJ8IZtE+2Q6B8Itpol4eP7SPgsbj4O0ibexQIa/B2KNHo+fFtx8ay9UoFQNGOQv+edUDSJh3MG2eiCeItE/4BgQUspy1yy7JngS64vD8mhSCIXPhJa1sYmQfnQmncqUaIxy9JzDM/JQN9w6S2tk3c8Ev0J8LATu9Z882WCL1ly3if/PdovDvtFT9HlIcE2nQjum1+jbL+ff+RNeJv5umXJRt8vW3ic3SfBH49EfyLRDdrGYrbZX1vrHhXz8CvG79HwXeTG87FwX/4zb23O+ZiiGrTq0Zp+x8zuE/tI9CeQWZZjs/Klz7Xdj5fHusX0STkYm0eijxKB/hpl+t164zGjc8Ex/8jL4GKhzHNg644LdLD4ldQ7Dom+gVJcyavFsOibbkAOE6LfNw2LRZ/H7Hi/39+LmXmyireZC2H4OCjm7BXfZ+eL7XAvBEcK+DrjEl/8eO5oHT65+81I9AUiwaO18ZvPn+6LQsLvZ0QZ67aub9P+UNwsekyiRZNb2LVnYUfLYTWJjuN39kD8M5no/XqPx2MbjUY2Go1sOByGj8wSZST6BiLLPhwObTgc2mg0svV6bWZWW1T8Hu8HiTLa0d+j2DraH34PN86Qc/VblD3nY7LgS4+LzoTHoud5AVHWHo/jj+Uej8c2mUxsMpnUHUD0FF+RI9E3wBljF/14PK5v2sFgYOv1ur55j4kvI2uPr1F7MvGzl5CVumIxTDRslp1/05ZZ+qwjwr/x+XgHgx2uu/eTycSm06lNJpMD0cvaNyPRF+AMcq/XOxB8r9ez0WhUP5/ev4f7KFESexRjRx1KFttH4+HZwpf+M9NW7E2La0RbqXaB9+0ehntYaO2Hw2G9FqBi+mYk+gbYtR8MBjYajczsreDX6/VejNrk2jtsVUvDc03C5+81Cd9/ly1Y4ftn1903P//MwpeSjNHPfK7RsdHT8rh+PB7vJfWwfSJGom8gmsPtrqcn8dC1R9pam+jGz2J5/jly7/09W1V+bVp2KhJztIx2ZF0j0WO7svPG77L4ufP1zS29Hl/dDom+AN5wznA43HP18SmuJaE2URqa4zZFv8u8hsy15g6gRCRutuqZ95F5L03ny/tj4eMoCj+IU4IvI9E3EAnff+/Pnc9c1btY+lJ7jtlnaTiwrdUtifuUpGX2Mx6T30dWH8txFc+3R6Jvgd9EKPyqqoqCfwpEljUSeqntpcThMQnLpuM0Hd/fs/CbkojiEIm+AFs2j+e9nLSNeO5TDMfc0G2ThG2O3ZSYfKxQJrL6pZBDxFQN/4CnZ77eESWhPEUr34Zj2/1UhFTyMJ5KG58I4cWQ6IX40yUUvQY0hegYEr0QHUOiF6JjSPRCdAyJXoiOIdEL0TEkeiE6hkQvRMeQ6IXoGBK9EB1DoheiY0j0QnQMiV6IjiHRC9ExJHohOoZEL0THkOiF6BgSvRAdQ6IXomNI9EJ0DIleiI4h0QvRMSR6ITqGRC9Ex5DohegYEr0QHUOiF6JjSPRCdAyJXoiOIdEL0TEkeiE6hkQvRMeQ6IXoGBK9EB1DoheiY0j0QnQMiV6IjiHRC9ExJHohOoZEL0THkOiF6BgSvRAdQ6IXomNI9EJ0DIleiI4h0QvRMSR6ITqGRC9Ex5DohegYEr0QHUOiF6JjSPRCdIx+w9+rR2mFEOLRkKUXomNI9EJ0DIleiI4h0QvRMSR6ITqGRC9Ex/h/LldXT51Fx1wAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 8; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 9; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 10; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAADnCAYAAADVeFABAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAmK0lEQVR4nO2du45j2XmFf16KtyK7RyMNJEGjFiDAsAwJfoUJDAeeQImfwXDmxJEeQIBTv4JDZw70BE4dyBJgGAIUWj2aAYya6iqyeHcwXqcWV/37nEN2q6d7zvoAolhF8lxYZ+3/uvfpHY/HMMZ0h/7XfQDGmLeLRW9Mx7DojekYFr0xHcOiN6ZjNIn+6Me7+djtdsf9fl/9/utf//r46aefHnu9XvW4uro6+f2ch372008/Pf7mN7+p9rff70/278c7+UixpTemY1j0xnQMi96YjmHRG9MxLPr3lF6v93UfgnlPsejfUzxnwlyKRW9Mx7DojekYFr0xHcOiN6ZjWPTGdAyL3piOYdEb0zEsemM6hkVvTMew6I3pGBb9e4p7782lWPTvKe69N5di0RvTMSx6Y94g//br/4lP//nf4+/+5T/if+83X/fhpAy/7gMw5pvCF6/W8Y//+p+xOxzjv17exrev/zv+6W//8us+rCfY0hvzhnjY7mN3eMy1vHrYfY1HU8aiN+YN8cMPZ/H3n/w4er2I7z2bxD/81Z993YeUYvfemDfIL/7mL+If//rPYzR8d+3pu3tkxrynvMuCj7DojekcFr0xHcOiN6ZjWPTGdAyL3piOYdEb0zEsemM6hkVvLsbTe99PLHpzMV7I4/3Eon9PseDMpVj07yl2rc2lWPTGdAyL3piOYdEb0zEsenMxziu8n1j0xnQMi95cjMuG7ycWvTEdw6I3pmNY9MZ0DIvemI5h0RvTMSx6YzqGRf8eU9cc0+v1Xquk1uv1ot9/vDwGg8GTfbs55/3EojdFWNQW+DcH39bqPaXf759Y8uFwGNvttvr9eDzGbnf5DRR5WxER6/X6xPLzc/N+4f+cMR3Dlr4lda7u23R9sa/tdhuHwyGur68jIuLm5iY++uijWCwWcXd3F4vFIg6HQ2w2mzT+1ngfOQA8xuNx9Pv9WC6XMZvN4gc/+EE8PDxU71+v19Hr9WI4HH4t7bi8z9Jzk2PRN3A4HCLiMXFVeuA9l5JdrNngcjwe43A4xHa7jfV6HZ9//nm8evUqPv/88/jRj34Un3zySXz22Wdxd3cX9/f38fDwENvttvosJ/j4+WAwiH6/H8PhMEajUVxfX8disYjnz5/H9773vfjpT38at7e38fvf/z6m02kMBoO4urqK4XBYufpvWnDYHo6b/1564HWHH2Us+hoycR8OhzgcDk+elwSPv7+OIHhQORwOsd/vY7PZxHK5jJubm/jiiy/i5uYmPvjgg/jxj38cV1dX8Yc//CEivhLzdruN/X5/InqInAUDwU+n05jP5/Hhhx/Gxx9/HC9evIjvfve7sVwu4+XLl/H8+fOYz+cxHo8r0bPgzuGS9+PR7/dPHix8HSjMIxZ9CzLR7/f76jmEj/eeQ9OFydvF/ne7XazX63h4eIj1eh2bzaZ6wO2HiK+uriLiseQGgbBYMQD0+/0YjUYxmUxiOp3GeDyuPofz3O12sdvtYrPZRK/Xi8Ph8ERw557jOe9lsetg+6fyOL5pWPQNqOD3+33s9/vY7XbV8zYWP6NOJJpDwGO/31eu/f39faxWq9hsNrFer+Pu7i7u7u4qQQ6Hwzgej5Vwe71eXF1dxWAwiNFoVAmfLeXV1VVl7SeTSURErFareHh4qLyFzWYT/X4/9vv9yeDRFFu3EXTT6xD9YDCIwWAQw+HpJYzBwJSx6BtQ6w4rt91uY7vdVpYPgsBn2tAmAaWDzm63i+12Gw8PD3F/fx+vXr2KL7/8Ml69ehWr1aoq041GozgejzEajSIiKut+dXUVk8kkxuPxSUzOj6urq0r88/m82sZms4n7+/sqQYgBJHPvzx0A2ibjWOw4zqYkpTnFoq8hc+lhVfkBIaqlz8R/SdaZvQx27Vn0t7e3sV6v43g8xnA4PHHNIZLJZFK57nDfr66uKsvJFpsHifF4HL1eLzabTUR8VTkYDocxHA5jMBikibTsZ3aede/NwH5Ho1GMx+MYj8fpPhzTl7HoG1ArDyu7Wq1itVqdCB/vZeqskLrEWUyqgw5c+9VqFcvlsnLpl8tlrNfrKsaGFYZIIPb5fB7X19cxm81iOp3GaDQ6EbzmEDgTjnPcbrdPkmdaEcgqBHpu/HubtmH1Vvb7ffV3Hnycua/Hoq8hi+dVdBAbXH3+bAm9uFU8+jon0TabTZXAWy6XcX9/H8vlsortMeigpAaLOJvN4vr6Op49exbz+Tzm83klei678b44Z4F8QqnLL7PYJQ8gez++B31NE3Ww8gineCAYDAYX5Va6hkXfAFtaWHoID6JfrVZVWYwtfenCyyxhnfCxf+QRMOjggVo8RMruOZJys9ksFotFLBaLSviz2SwVPQY3zl3ggX1AdCywkuAzC84Cr/MM8D3i7wg3IPirq6tqgLLg22HRt6BO+BDeZrM5EQJ/FpSsocbS2lePPnrOKXC5Dl4Glw4j4iThNR6PKxef4/rJZPJE9DhHuP2w8hFRDQgsNA1pSgNY6fz5eUn02O5ut6sqEqPRqBqMsvKpybHoG8hq9JzB5xp5k6Wvs4SaQY+IJy43W1n9na2v7ovr8XD74frjOdfjubWW3Xq42/idhc/n2NbSt/UMWPQQPA88+N9Y7O2w6GvIauVsTVhsEEHp8xFP41cWu3b+8cWP10uCyFqC9Zj1eLAtDARIhGE/+Oxut6uy9Jwg08GGySy9WnnNrmdJwex/gP4AtuzZQOsBoIxF3wLNaLNlUStT59o3lZHYKsPacjILmfms7RT7gwB6vV7qGWQuMHsbh8OhSoghPNByHu9PQ5pe77FLr833im2WPlNqUmpTHjU5Fv1r0JQ0UqFr9prFxhaX22KxHwiDX2cR6oAU8RgDIw7POglV/Bxa8HHw8fD5R8SJpcV2cKyXfq91gyPvJ3ue/W4esegvQIXepjzHrrqKPRM9u9OwqMPhMPb7fWp1eRJQxFfuNyw2knzZfAEduPQ46zwK3Y667m08m3PJQoA68ZunWPQNlGJEtXIajzMlweOBeJpbTNXSI55tE9PjvdmMwEzsLG4cJybt8PFrXiOL6bkLEJ8pCTF7jQeMuvfpd2va49alM2kTR9ZZThY8W3TuoFPrz24374Ott8bXl8a4pWShdgUiTOBwgY+BE2x8PHW5jyzh6Fj9zWNL/yfgHJc+a5nVtliIKSJ3rTOBZYm6rC6eHbcmLrPSIGr5qJvj/YPBoGoQwt9Kbj97GgAJvTYhlK38ZVj0b5hLBA+h4yfH8+xmq8UtTe/F/tlt14RcU4lMy5I6u3Cz2VRlSk40csUBx8vfSVbR0O9OM/ltqwEeBNph0Z9Jm6RRG8Gz0FX0HF+zFdWJP/ipbbEaRmAfPKhoHK9C5X1hP9yMxPvmqgIEyglHtdLZ3/S7w3a0MpC9P/NaTBmLvoGs3MZoDzn/vU7wKkK4+BBkRFnwbGVV8Ng3C573Cc+Ck4VZZp73pQ8WPx8jegM0NFFL3ZTdZ+GbN49FfyFNFr+N4DPxa9cbi5AnvrAA0XvOVp4XrhyPxzEajU7abrMVb3hfnLDL1hDguQY4T63Ns+fBvQN4rfS9Za+dE+ubeiz6C9BkGAuc/65luZLgM7eeE3MseLW4PI8fooPoMcuOH6VBhmN5nmXHQn94eKj2y7kE9U6yTH1mvUsdeG1q/PoZi789Fv0ZqHXPHngtK8uVhI/3RMRJHKsxPIuQY2ueUsuCx6QafvAyWepZaFmOZxPyfvGaZvkzd7zU56DWXwef7LvXyoSt/mVY9GdSKnWxeNTCZ1l6fjTF1jyPngXP9XLet64hB7HDvVfPQjv/dH94cNaewwnMzCs1D2VwKMLihxufJfu0Aalu+6aMRd+CumRTNqOsJPgsY88deRGnllGX6ILY8RzJPC6VYf/YB8fzcO81po+IkxCBVwjSefvs1uN70NxASfiZtS+VJktxPQZDC/9yLPoLKNXANXnHbbVZll4nzrAVU7eeLS+X0dji8v4Qz+u8eayJp659xNNwQh+6Qk0W3mTWPiJOxIrvsGTZeQDItoOfdZ1+HgjKWPQ11Fl4POeLXcWnwtcEmtbjIQwWdVYu4064rBmHXXtdMENDCnbtsW+tEuhSWdm5a+IyC1W0vZYz8llpT1H3Pus+NM1Y9Geg7qu688fj8cTKZ512mqWPyAXPQte4OrO4EafxPC+MyWU6TeBpPV3r8yr4pn4AbDc7R/6J/cKqc35gMBg8GSDYG1L3Xvdh6rHoL0RjeYg+s/IlseuKLxC8lskQU2sXXMSjm6weBQu9ZOE5ni51+2U38+Dzzubcc45CzxPniu3o3zWBl3kHTdbe4q/Hon9N6kp1/LNO8GphIXY8OJGW9ddzmU4fauGzNl/OIXBowYlCduvxefYouJtQG35AyRXXxB27/ZzZL4nenIdFX0Mb91Hj2iy2VTdXZ8yx2NjCY3ltZOt1tRtsN6sMaAxf522olc9CCcDuO3sP+MnCbyvKLHei3kHWymsuw6JvQWatsrnfEeX56Cz2iEfrrll6lOQyS8/lOcS9EBridxY8u/iZhYfgNXGok3k4d4BtaCjBXk3mojcNAHXdd+r2W/Cvh0XfQFYi4tKSZp71fdw/j+1kpbEsaZcJPiIq0eE5ixwdd1niTt1uLQ3qba85lueaOlcI2MNQwfN58/fJAq/L1vP3b94cFn0LVPi6VBTKZxz34v2oRetntSwGwanwtAkn4nRmn2bp1cqrW89C5BId758HGpwT9qkJQzy47q49B5n4Gc0D1P0Pss/o5+u2Yyz61tQJnnvf8Z5Sx1s2eYYFxy42ts8LZJSSd2i1zeL5klt/OByKiUNdFUc7DAeDr+4wA6vPZTe9AUWWh8jEmn3n+MkegfZKZFj4ZSz6BlisWbca392Gy2e6ZFTT5BkITW/TxOGEJg0hPrTa4tbNWY89Hwe2iWoB3xcPd+LFoAMhs4XnUiCX5zjLz4OkWnnuK2hj5Uv9Ebbyl2HR19DUMMMxN7vBpTXu9HZY+OzDw8NJ4owtbMRpmYybYbIJNaVZdJpI5P56vRmm5hC4/Mjz8nVZL/7Jouech4qySfCKVkks+POpFb3eruibDruyEZHOYeebVrJLrNNEs8YXXpSiLm7XJaU5aQcLz1NnWfA8sUatMCfm1MrjHvcserjVPMhwohDbxzFrslLPRXvqzxWpNkO1CRHMU2pF/7qZUy3dcNz3prKyTdvKmkTabvNwOFT1ctwPnu8Jjwdbes5yR5ze7509hqw8xgkvvZA5aaeChxjZAg+Hw+q8cWz8E54GRI9zgfcBgULwGj4gV8Du+2AwqO7npwnD7Hz4b9gW4Hi+9LlM6BZ/M7Wix4XTRXq9Xkyn0/jss8/i5uYmNptNLJfLuL29jbu7u8oy8m2q+bMRT5eQhvvO3W5s4bkzTePXrKdeBc+Ze1hotcK8Ko56LSz44/H4ZF+TyaTaF1t57h/g865L4ul3xZRq+k0xvd38dnRX1S3o9Xpxe3sbX3zxRRX/3t7eVsKHZeSkF6NuLre68t+yKae93mObKyfmNHaHGEtxtt4MI2v1Xa1WJwnEiMd722Nfs9msEj0GlYg4CQNU9DqQ4fz4HIHmArISXel/ZM6jVvS//e1v39ZxvFMMh8M4Ho9xc3MTL1++jJubm2ohi1evXsXt7W3c398/aVXVjjG92wv/zsk6tVSaKddlr7IYngcGhCd65xnt+tOaPISHbWCQmc1mJ6LH6+w9cMJQRZtZ9sw9r/MO+Hs1r0et6H/xi1+8reN4J8AFttlsot/vx0cffRQvXryIxWIR6/U67u/vTzLccOt5bnvWkRdx2r2Xubs6S02tPKx6Jnhd4Rb7g5XXnnqdqovBgRt5RqNRTCaTmE6nJ6KHNxER1UCx3W5PvsdM+FrVqBO8zujjqcsW/utTK/pf/epXb+s43kk+/PDD+OSTT+LFixex2Wzi7u6uErha76xElQ0CEY9JOXZz6xbPVIFz0o4Td1wmzJawRg1el7+Ce348HqvtjMfjE8HPZrMTK49z2e12qVuP89RkHZ+rWnEMUPidt5m1OJcGAQ8M9Timr+H+/j5evnwZEVF1r+lMsozS9E8tNbFl1ZlysNy61BW32yLRpvE0z9iDG4/8A8fvLHhu2YVHoVZ+PB5XngQ8HOyzJEK8XxcUUcFjoMrce01I1s2pt+CbsegJLe9Np9P48ssvT17XjjddgQZwWy5n5OssOoSXCV4fbN1xzNz1x5l5VBm4244TcDz1Fp7FdDqtHpPJpHLtEctzck49G8ATdHgxES5rqmfEwuZt7Pf7KtdS8qRMO1yyI3ARw4IdDodYLpeV24vvA5aRBYP3Q3iDweCk7syxKdfaM4FnK99kc+MZLgvCot/f35/0FGjjDVcIIqLKISCWZ9Gjz57hMIcf+I5w3rpkGDwT/n6y7fB7uAmIBwaL/3xqVY2Lv6sgy40uuIjHxRx0DnvpogQseLjQ2XRYXaY6u6utNv/oBCBY+fv7+7i7u6sSkLDy2l4bEdW+YNUhfPZsuGmJm44y6wwvIiKeeCZ4PeKxeSjLk2BbOE+efKTfMwve4q+nW6b8TBDHw8LDIsLCs9vLcaf2z8O1L5XgNFZnVz9bQRfwLDyIB0k7dA7iwavvwMrr/HhuwmHBa1VABa99CpqoZA9F8yDc1JRZbO7qQ76iydqbeiz6GjjBpK49klwQBy5mnQ4bEU8ufq23Z6W3TOwaQ0dEUfAcx6MJh916FqW69NyEw1UBnUfAPQqZdeZzVivPeYFSJx9TN9hY+Odh0TfAFxBPOpnNZjGfz2M+n8d4PK6Wr2oSfcnS1wlehcHz+Lk8hwk03G3HzTcI13jRC7bu/NC5+FxSK90Eg136bLENTjqi1FdaOYe9Bk5Ssiel4YUF3w6LvgFuoEGiazqdxvX1dSwWi1gsFjGZTCrXny9MLTshD8AttZzIY3Go4NUCsoXT1loIX2vxfCzqyk8mk6o0h4EI56SC15tvqJWvW10Hx87bLPXk8zn3er0noofgdaERC78ei74FXDuHlYfonz17Vok34mm/O28Djywrr4m6rDedt4nfS3ez5dtYc6ZeBY8QpdRbry693qNeF9vI5vtzqY6PX/sW8Du/h5NzfBy8TLd+5xZ+PRZ9DXwh8gQUWPrr6+uYz+cxnU6f9LzXTaJhkWexezZ5JeI0fmeXXoXIVhD7h+h4As1isYj5fB6LxSKur69jOp2ezKDT2r8uq8WijzitUKjotS6Pfn1tQdbvnd/f6/VOBM/hha18eyz6BrS+jm41TnzNZrOTklbWiZf116vQOQEGuHmFl9viFXN1bTtYXvQKsLhw7BD7fD6P6+vrkzZbWFsMXjr/XlcM4oRc1kjEeQH+TtXCY3Dic2d2u130+/1U9JrQM2Us+ga0X5y75zAAIAuvM80YvrD1p/amYxvsWuvaetlceG2t5eQZZ+k5Cfn8+fPKW4FVZm+C3frMynOykr+b0iQguPX63WTuPX+H2M92u43hcFgreIu+Hou+BhakxqvZBa5xuG5LtxnxdN13uMqc6NJEHa/aA+Fngue+Arj18E4yK8/eCgStd90pTdbRqcD8neh3gPPT7xkDDifv+LvAZ/B98CIkjunbY9E3wGJXF13ddm0+UUGXLnpYMb7gOUut6/Pxkl0PDw8nFo+7/iIeb3nF5TgkIrnPAALlBhgWfN3svIhIs/UcsrAgM4vM1p7jeXyWS6C6ApHFfh4WfQ1cX8fPutl17LLjd/6pbivH6/zgkhTfiIJFz649rDIsJVcK0APAZTluwNGOuyxJqPV+juMjTisTnKsAmoDUTjr+/vTBAwWXK/XhWL49Fn0NSExx3ZqtOV+MfHFmwtduM+0h1xq0zoXXmBqPbImrbG07frDYOVOviUJeXWe9Xp+40dxLoILXUqO2z5YaatTCa7lOk5qZhbe1b8airwETY3immZbmYJF5phrQbraIpzeuzB689HZWluM74SAHwE09Kna17FxGg0ggxOyON+zSc6zNLnyp1KjfU5Z8U9ST4u1o3J8JvOSJma/w1FoCFwuWfxqNRlUtXueUa/trRJxYerVYWnbL7pSj7a38N30dool4nC0Hj4TFXnLl9Rz4XBBG6C2ukDPgbkEVPAs0a6jR5FsW2yvapIP3admvLvQyj3hqLcHlooivpoQ+e/Ysvv3tb1dxMWrZsI4qenZxNQzgiSJ6L7tM2LwGX5alRsY7myHXFLtrjI1QQsMHHBPnIXSpr1KWXQc5PQeN6zPBZqVPLXFqYtXU0y1T3oC6mqvVKr71rW/Fxx9/XF1M3IgDd7jXe1z/nS0pPsMufcllzyx9XV85Nwxxl122xFXd9NisvVZLc9i3VjFKgs96DHRKrOY4mlCvgrsabfHPw6KvYbFYxPe///148eJFJVg05UDoCAUw/VYXfVQXN7sPPQsss4bq/mIfEDx3BrKF5zyETp5pytLzOvi8/8y6RsQTC8+C18Grjcj5fBEqZR2NnEy0tW9Hreh//vOfv63jeCdATLper6Pf78cPf/jD+MlPfhLf+c53KtFzyylEjwSTXnyayMoEjww8Cx6C0fgVbnXJpecYHn302fRYPp7Ssti8rHfE6RLW2TY1cZc9Mle97n/Bbjy8lKwBiO/oY8E3Uyv6X/7yl2/rON4pELMvl8u4ubmJ1Wr1pAdd13zXHnJOlHEcnwkM1lbdeN5mxNOZemzlOX7nparZEuN4s7ZarcPzJBrdt3oymrTTUmTmrWjjUgYGOOQR8L/JlhLTPIMpUyv6n/3sZ2/rON5Zfve738Uf//jH6kJeLpcRcbqYRSkZpbVvtqzs6mfiUBearSzfTJJ7/0t3q8VPrcGXBI/4PXOpNVTA4KClSK2l8zmpKLnSAbT9Gc95ERLt79fY3uQ4pm9gNpvFBx98ULnDh8OhEiuXvNSaccaee8V5vrvWrFUceA7Rszurt7LKXO6Ip/PhdcJOqQ7P1pNnA+qAoiEDi189Fj6f0gCgbczYZ0SceDklS2+xN+OSXQIEt1qtYjgcxnw+r7L06/X6ZBUYLsXB6uHv6tprKQ6DBZfgVBRZTzsLncXO+4V4WZBNt7ZiC8/ucileVuuubbYRp7G5DiQcBqm1zwYHJC91pSFdeMTCr6dW9F378rifPOJxEUwICNM62cVlK6olq1IjDt6vLah8gWez+HSlHe1vR/Jtv3+80YYOPLD07G1wLz0GGRWbViP4vHUAY8Hz+egy2JzsLLXOZjkNtvRq5S36ZmpFzy2lXQTCg3B0ddiIx7gWotN226yppmTR2JXGxa2WnhNpEBg8MgxOmqnPvA1dxTabNagJN/ZKtMuOrXxEnHgIfOcetsrZNhku10VEKngdREwzjulrYAGUlrMCOiFEM9ksdu6KQ7KM3XldWFKz5uxNsHVHJYGPR2vlWQlNLam6ylnjTTZ/APB3lq3lr+ePwbLf71deiiby9LvJBG8r3w6LvoHMbeTn2hOeualo78VkER00ePsscr64tfwGsfOgUXLBs+Qa7zebFqvCzMIW7hrU8+X1/fUOuzyQ8HngmPh7wc9M9DoYZ/8f8xSL/gz0YtKBIAOC5+RYNsmEvQi+mPmi1qx8lrHmBhm8T+NmjrVLd9LJLDyXIHkwYeCdoIyIkmJ24wx8FvMYtHZfyuTXJe4s9mYs+guosyT4Oy5gdOvpha5otpzje3y21+udxM3b7bYSZ0T9HWJwTBprN1UCeNsqdm2pZcGjU1BFj21j8ODEI+cUdFDMjt9u/WVY9GeSWXqOySFOtqq4qNVt5m1oaYu3i8w6DxhsuTOx4zOakOMMeFYR0BBBO+2yufA4LwheF+3gOfwYwBASYFAcDAbVjS/Ue8IAqANDFnaZZiz6C1Ch6sXIDS48CED8ddvN4nP8VHHrc7yPLSNyCRy7czlQ76yDbXB4wDkBHgCwDxa83jWHJ/2w9wPxa4KUv18+F8frbw6LvgV1ybySpdaEHhJ4dXVpvZhV8Cp0jYt5OxAQDyIs+KyNVffNJcG6VuFstR6+8y279hAyBiN10zFQYvDM5iAodUlU8xSL/gLqLD2/hzP2bPFVzBn8Wp3Ys8ksOjCpdddad1Y3Z+uezZbjcIXbgln42Vp8XJPPjjV7Xvpu9Lvkn6aMRf+a1LmdbNk4G84xf0S+Sm72WknwmRsMC6y30Mo644CKvbT4BQ9yKnie/MODC4cr2feUPefGHD7/zOvh70qfm1Ms+jNpcvWbyJJ9EU+XmuK/l0KCTOgcY5cEn5X6tJlH17TT+f0RcbL9LDHIFp7PV8+7JFD+Pvb7ffXd6UO3YcHXY9GfQSbqJqFrQiojE3ydu8oDBwueY+xM6KUmHk40apddFsdH5FWArFVY95WV/DIRcyMR8iFZyKF9BBZ8Mxb9a5BllhVOXAF1W+t+8vO6mJcz/9rVV7LqeI596AQaFj0fO+cJsmYZ3Q9ba/UkdGYety2z8HEMw+HwZBqw7sM0Y9FfSNuykQq+zeslN770nK0vBKkhB1ta/jwnF7NYngcIDW2yJhneFh8f9s/tuyx8nRegC4JiWzpn35b+fCz6C8gSUdpFBjLXni23Pi8NJnWhBbv2LEjefjbXPxOqNuCoh4L9atYf2+XGm+PxWDXcQPTZ/eX1b9mggxmfpYVDHdO3x6J/DUpCZJdexczlLo7LtS5d2p82sPBz/Ry77hwTazcbW0mNtzW0iDit/XMMrgLnfnretq77z8uCZ6Lnc+HFQ1XwFns7LPozyTLmKqAsxs/Eg98hSI71GRV6FtMr2I6KXI9Xj5GTiqVYWbPx6jWw4DPR85qBvEIw/51je94nH5u69qYdFn0DmbgyC1sSYZ3lZpEjPKhz40sWXVEhwLXXz3OvvX4eP3UQYhFrjRxuOAuePRz2CHRJcB4E8DqfA6oSTty9Phb9hajg2WLr+0pAFLy8lbqqdRUC7qLDZ9hC6wQdzfRDnG0GEqCDFDwUPo9sOWo+Nl5CTAXPyT218rbobwaL/gxKll2Fz3Dmm7fDg0PWqpuFAYp27pVichaLHiuLtEn8/FrmAdSFEHp8EHq2QjAy8/r9ZN93W+/HPGLRvyGyC48TaHgP0EUx8DcI/xzUinImnktueqzIwGOQ0UGr6Tj4dZ0Tj/PRnIEm8/TGnbqUl3ondfPpm/Ic5iss+hZkVlctGr+mZTgVPltynnmHmDiLpUuoBY04banNSlosbrzGibLsnNt+Rzy7T7elrb58P4BscU3eJq8kpM1HXkzjPCz6Mykl2tiN5Ti2Tvi8PX5vRH7XF0WbUrT0xr9zMi+byKJWuXTuJWvK5xER6TZhwbnNl/sCsjhe+/v1uUV/Phb9a3LpRaYiyUKDut/PPTaNq7VPIBtgMhdbXXd9jQc93SaHHTpVVz0RCJ4n82Amny60qZUCC78ei/41yaysvn7JNjVJV3ofUAEOBoOTmWnc/FMKH3h7um3eLotbrbnG8Jq9b6qxc75B7+qT3cNOZ/JZ+M1Y9GeSCbCNKM+J0Uu/a1ZfL2wWePZZPg4uDWaC1O3igWOAa61uvApPQ4msLIn3otUWsTuEnd2ss2Tp7eI3Y9GfSSmmb3pvVsqr21aWyW/aD883h5XnLD6LkJfZ4qx/qSEHQszORbPpmevPgw4nQjPXHOsBQNi6Gg+vsKtLa1vwzVj0Najg1HXU8pHWwyPKXkDW2cYJPzznbej+szwAW+ts7jo35PDEGPzUmXg8kYhdb73LjFpcnYijzUH8U+vw/X7/xJrzYpu8tDYvxaXW3pSx6FvAbiMvHgFrBCuZLYiJzwN1ueuy7qU+/FLsqtvJkmacMe/3+9Xa+SUgJo6tsRAmvge8zgMgw8eDTD1yDqPR6MkgAyHz0lvj8Tim02nMZrOYzWaV8HX5bou+GYu+gZLgcSGy4Euz0jI0pubZZHVxrz5K22Zrz4LneezZsli8f5xzv99/shwWhF+6Gy0fmx5Ldk897hXgAVUX3JxOp3F9fV1ZfbX2TuQ1Y9E3wPEnC34ymVQWildzyVDLF5G30GZVAHWtm4SvtXkVW2kuu05ZxXGXbo6hN8nQmrkejw5AKnhNEGJQ0XIdhD+bzarYPnPxTRmLvgYVPC7+8XhcXbC4OHG/ef18HaUMOv+Nt9NG9Pgst+Bma9+Vbl3N8TeXznTpbC2ZlZpkSseCQUnPk7vu+ME3w9QlthFiOKZvh0XfAC7E4/FYXfDj8Tgi4kTw6qbqNjLUmpdq/byNNu49tlVy8VX8bOV1oktWL1ex1yXSNLmoD7xHk6Ol5bvZ5edltp3Ma49F3wBnryMeBQqrz4s0NiXxMjLh62tZ1rtUDsxq4llSL1ubTs+Bk3gsQv5bNvlFzy9LUtY15rDFZy+LByG98Wa2Aq/Jsehr4AtQy3cQvS4eWbctpq4JR3/PavV1Cau6qgAfLw8E/B49dxZfNsutLoHWFMJk35N+77pP9TBs5c/Dom+ALyK2qNz4ohfzJRddqZ6fHU+bfWRiw7HyT/0b76ckPv5bqXyox1Ln0ZTOr3QM2UCgx2Phl7HoW5CJHhdWXRx+KW0SgpeEDZe62k2PS44nO1f1aJoGgNLgY+qx6GvQCw8JJ+6+K5XXzqXNoPE6282qAm1cbfwshRVZ6FE6htLvpf2W9tc08Fj89fQa/gFekOz/yRJspd/fZUrH2uRuN/3tT03TcVjoKemXYtEb880lFf3TVjFjzDcai96YjmHRG9MxLHpjOoZFb0zHsOiN6RgWvTEdw6I3pmNY9MZ0DIvemI5h0RvTMSx6YzqGRW9Mx7DojekYFr0xHcOiN6ZjWPTGdAyL3piOYdEb0zEsemM6hkVvTMew6I3pGBa9MR3DojemY1j0xnQMi96YjmHRG9MxLHpjOoZFb0zHsOiN6RgWvTEdw6I3pmNY9MZ0DIvemI5h0RvTMSx6YzqGRW9Mx7DojekYFr0xHcOiN6ZjWPTGdAyL3piOYdEb0zEsemM6hkVvTMew6I3pGBa9MR3DojemY1j0xnQMi96YjmHRG9MxLHpjOsaw4fXeWzkKY8xbw5bemI5h0RvTMSx6YzqGRW9Mx7DojekYFr0xHeP/AB9fHKpDDjAnAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 11; current eta: 0.5, current beta: 4\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 12; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 13; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 14; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 15; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 16; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 17; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAADnCAYAAADVeFABAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAApK0lEQVR4nO1dO48j6XW9JLub7De7Z4GVhJWwK0BYGVg4ERRIiQPDgTdQ4t9gOHOiSD9AgFP/BYfOHOgXOHUgS4DhYFPDwMz0g91skt18ORBO9anDW8XHjGemVecABB9N1qvr3Pe9X2u5XIZhGM1B+2MfgGEYHxYmvWE0DCa9YTQMJr1hNAwmvWE0DOtIv/Tj03zMZrPlfD4v3v/+979ffvvtt8tWq1U89vf3S++3eehvv/322+Uf/vCHYn/z+by0fz8+yUcKa3rDaBhMesNoGEx6w2gYTHrDaBhM+heKVqv1sQ/BeKEw6V8o3DNh7AqT3jAaBpPeMBoGk94wGgaT3jAaBpPeMBoGk94wGgaT3jAaBpPeMBoGk94wGgaT3jAaBpP+hcK198auMOlfKFx7b+wKk94wGgaT3jDeI/7t9/8T3/7zv8ff/8t/xPXD08c+nBR7H/sADOPPBW/uH+PX//qfMVss47/+9y5eHf93/NPf/eXHPqwVWNMbxnvCZDqP2eI51nI/mX3Eo6mGSW8Y7wk/vDyKf/irH0erFfG9s17841//5GMfUgqb94bxHvGbv/2L+PXffB0He5+uPv10j8wwXig+ZcJHmPSG0TiY9IbRMJj0htEwmPSG0TCY9IbRMJj0htEwmPSG0TCY9MbOcHvvy4RJb+wMD/J4mTDpXyhMOGNXmPQvFDatjV1h0htGw2DSG0bDYNIbRsNg0hs7w3GFlwmT3jAaBpPe2BlOG75MmPSG0TCY9IbRMJj0htEwmPSG0TCY9IbRMJj0htEwmPR/pnjXdFqr1Spto9PplP7uwpyXC5Pe2AhKcufoXy5M+j8TtNvtmE6nxft31cTz+by0jfF4vPIda/uXCZPeMBoGk/6FotVqlTTtdDqNzz//PI6PjyMi4uDgYGcTvNVqxcHBQRwfH0e73Y6Li4v48ssvS9tbLpc28V8ovGrte8C7mLnriJNtG58tFot4fHyM4XAY4/E4fvKTn8Qvf/nL+O677+L6+jrG43G02+1YLpeVx8j7b7Va0el0otPpRK/Xi/Pz8/je974XX3/9dfz85z+PVqsVo9Eout1uQfqPYeJb2LwbTPodUXWzb6sBtyENvgsSLxaLeHh4iLdv38Z4PI5Xr17Fl19+GXd3dzEcDuPx8TE6nU4sl8uYz+elbfExttvtIlrfbrej2+1Gr9eLfr8fX331VXzzzTfxxRdfxHK5jMFgECcnJ4UlsVgsPggJ1crIPjc2g0m/A5h8/Kx/3wbZzVul5UHi6XQaT09P8fj4GJPJJCaTSUyn01gsFgWR2+12LBaLUsoNBMc+8brT6cTe3l50u904OjqKw8PDgtzY53w+j9lsVmxPt/WuqNpORnQcl4m/HUz6LQHSZY9NUXWTVmkzfr9YLGKxWMRsNovJZBKj0ShGo1EMh8MYDAYxGAxiOp1Gu92Og4ODmM1mK1oeJny73Y52u12873Q6sb+/H71eL05OTuL8/Dz29vZiOp3GeDyOp6enQtAsl8vY29srhMu257fN3/jvLGRU2Jj8m8Gk3wJsVvMD6a1N/WZ9XXezsjXBhH96eoqHh4cYDAbx9u3buLm5ieFwGLPZLCKiIHyr1Yq9vb1iP+12O/b392N/fz/29vbi4OCgeL+/v1+Y9sfHx9Hv9+Py8jJ6vV5EREwmkxgOhzGfz4vfdzqdSk1fdX5V7+uuBz6DoIKwwmsTfnOY9BuCCc9m7nQ6LbQpvlNH7Myszr7H+2STfj6fx9PTU4zH4xgOh3F9fR1v376N6+vrGI1GMZvNCjKrWb+3txd7e3vR6/WKx+HhYfR6veh2u3FwcFCQ/vDwMI6Pj+P8/LzICCAwOJlMCtLXafrMjaj7Tt11wWu4INg/BFq73V75vpHDpN8Aqm1BvMfHx3h8fCzMXjajcRNG5CYpB86ymx37U8JPp9PCrL+7u4vr6+u4urqKu7u7GI/HsVwuo9PpxMHBQUREQQo13U9OTuL09DSOj4/j6Ogout1uQfj9/f3CAoBwiPiTpl8sFjEajQoti+PG8daRmb9fdy3wmoHPDw4OSsJJt2cffz1M+g3Bmn46ncbj42OMRqN4eHiIyWQST09PJdLzjV51c+tz1c0KQQN/Gmb23d1d3NzcxGAwiOFwGE9PT0U0fX9/vyAJTHwQ/vT0NPr9fvT7/UKTHx0dFUQHoZW0T09PhT+vsQxcG5BVCVwlDPga6CPT8gcHB4UVgs+zYzWqYdJvAWjc2WwWj4+P8fDwEMPhMIbDYaEFoWlUw/GNnd3kEZH6x8vlMmazWSps7u7uivQcBA80PUgfEaWI/NnZWVxcXMTl5WVcXl5Gv9+P09PTIlK/t7dXaEy2LuDKwKqZzWbFcWnJbpX25muRXQOcvwqd5XJZ/B2CC5/BxEdq0tp+PUz6NcgCaSAfNO79/X1MJpOYzWbFzRgRlRpdtRkHpJQk2C9IN5lMYjwex8PDQzw8PMRoNCql6nDDswCBjw8Nich8v9+Pi4uLOD09LTQ99s+WRUSsxBMgZCAAOJ6BY8cxZNYOrg8H5JBB4GsC4DyOjo5iPp8XWh+xCPcBbA6TfkuwqY3c+Hg8jvF4XETOlbx64yvJ9eZXH5XjCCAiEw7Wx2KxiIjVIBk0P57hvx8eHhaCAJoeRJvP54XWx/nC6lDiY9/YfxXZ1adnoccP1voAtPpisYi9vb2VfbNwtpavh0m/AbQSTtNneKDLTVNJbHLya007wUpQnxY3NfarAT58BuHA38H+1PzG9mEeI2WHaP98Po9Wq1VYNjhO7APkh/DB9Wi32zGbzUpui1ovqvVhnmv9gJJ+f38/2u12QXY9VxN+M5j0OyALYgFZUK4uQMeCoCrXrwJBt8+kV0EAIrD/jb/j2LRIh48JQoGFEQs9CIAq4kFw4Dz4c+ybfw9NrtvBtdJzsFm/PUz6HZEFp9iszUz8qgAftqfPIAlHxjMtyIRnC4QtCpBTXQE+FzWrkedXYcD75P3y8fO2ca6MrI8A38m2BTeD91lVBm3Uw6TfAUpMPKvZrr4rsM7s1X3wbyLyykB2MdjPZbKwhudjqapuA+n588y9wWt1Y1S4VfUS6DnpdcZrFW78e2NzmPTviMxPrcq/Z1Vjqhk17VRHbvjUHNTj78IlYPMaBIcfr0E0ruDLim84k4CCJOwXgi6LIeCZCcuavdPprPQIMHAemaY3toNJ/w6oI7m+5u/z77PPI6JEDi755c46pA25KhBEZI2pPrsG7zjXrS4HExNRfH5kRUlslahZz4BJz+a9anu+HhxIZK1vbAeTfksokSOeSaWmbabtq54Zar6CbCD5eDyO0WhUpM20FBjE0BgDqvKQqkNJK2t81e4cOINVwQIH+2RrBkTUc8wIym4BzrXT6ZSIz7UHmV9v4m8Hk34LqGbeJFjH3696rQEyPGvZL8jOhTmoEQDxQVDePmro0VwD0nMVnmp5Pgak51joQNhoQRIq46qIWKXFOfLPQgR/x+fc2MT7MPE3h0m/AbIglEbpMw2nJMpIngkJ1npcDIOy3/v7++IxGo0KzauEb7fbhTbv9XpxdHQUJycnpSYbbpHlbAH776j3h9BBFSDy5RHPtQlVJnddtF21vV5vvNYMhc373WDSb4lMo1eZ8FXfr7MKMsJPJpOC8Hd3d3F/fx/D4bAgIDQutG7E86AMEB7lt6enp0XZ7eHhYXS73ZUWWe3bR1cfWxfQ9PP5vOT3Z+RW0vJ3cP5VpjoLgozsNu+3h0m/A6oi9Xwj12l5dQkAJoe20bKGR5MNOvweHx+LMln4vmiy4c668/PzODs7i5OTk5KmZ9Oei254/3ApHh4eSiW4y+VyrZbnc8sCdfgss6j4byo0TPbdYNJvCY1s8yPzV6tMeRUKEat+vGpZNutBPhBeK+zgx8OkPzs7WyE9eue1uYW1PNwKWBe6X/wOffsKROVVS3MxDpv0memvAkM/M7aD595vgapAHj8iyg03/NtNzHsubUXgDJoepIOJDeJpWa32nYPw5+fncXp6GicnJ3F4eLii5Xn/IDzvGy6FBg0zc52hvQH4TRaUy15nGt6afndY02+JzJ+vKrvV7/P7DFr8wpoeDzbpQTxoTUTq0UWHcVd4nJ2dFf68mvZ8DCA9xxK4jRe+PDR0dm2y81KSwwJggYPiICY8/lZFfJN/O5j0OyDz51H8wk00+C7/Jgv2sdnKhTg82pqDZ1XpORwDCK9mPcZj9Xq9UqpOtTynCNWXR8QeQzdB0ix1iXNjbc2mORfk1EXt+W+uxnt3mPQ7gomPSDluTtV0dUG7iHK0XMtsQXothsFvsH348TzNFpF6EP/k5KQYglmXpkNOngN4XAvAzTxq7VSda0b6umo9RpYNMPF3h0m/A6qi99o6WgX1W7Oaemh0Lnmt6pBDGa1Ox8mCd/DlMy3Px5FV/vF0nojyZCAu7800vWpp/nvVNcpSgCb6u8Ok3xEZ8VnbKzJtVWXSswmv5bUcMOPRUsjHs5Y/OztbidarWc8mdVaMo9V3al2A6DoII6s9yEhbd634t7odd9ntDpP+HQHicHeaIotGM9l1iSotrdWUHGIHrGGRnmOTHpF6HodVVXKbZQ20CIfjB9gGEx5aPmvDXXcNFUxqFkrZdTW2g0n/HsAan99nQSydMAvNyj48yJYNvMRUGc6PY9Itm/VMei25Zd+bj5Hn+cO053JbLf7R1XGY+ECVlle/v0rjV/nzxu4w6XdAlZmKG5fJzxpL03HQ5GzKcwcbB+4inhes4O1zXT3m2GeVd9DyWQ1BFrVXLa9+PLfnaqee+vN4rWCLgYUmX2ccXxb0q0t/GtUw6XdAXa6YU3JZsI4j8vxQH56fkQZULQrCHR4elsZaw8RHek6j9UxKNuvVlx+Px4XQWS6XhVsBsvNSWND2IK82x+g1qipOiiib8ZmLkAkIY3OY9FtASQ7CcIkpR/HVnOcKO36wVseD/X7eLjQ9iIdWWSY9Vq1BQ01WeZeZ9VpnzxV/bNajFgCBQ3Ty8UIZTHi9PhHVK93ota6LB1QJDaMeJv0GyKLJIDM/+EaFttNedF4Vp66klrUi1wLAxIdJfXR0VKqvh1nPRTgZ4SNi5fi0Vx/WB46DfXnMzUf1H1wHXBs8Yx8ALIWsmlGvdYZ1VoKxHib9hmANz9qbTfGI1RFTWt3G3XKoZa+LkINMuqILCMek50UpYdZrqS0TvqqTbzgcFtV30LQw3XlRS27N5Yo5fmggskrTZ3n7qjiAxiVM/u1g0m8BJTxMYu5040AWL0UFUqEfnkmP3/MKORwJB3FBcky9AeHxOD4+rjTr+RwywqNlV0mPTAGnBjGBB5YEts8LfvBiFHjmwZkRqyXKVTUOwCZTioz1MOnXQH3fLBg3Go2KfnbOUWftqUwu1fLQqhoFZ5MeZEdknh8QBtwyq0G7iLIFguMaDAZxe3tbrICLY4LQQWoQ+2ctHxGFSc/xCAgBBCJ54EbE6twBDX4ytPIxy0IYm6GW9HUjif+coZpIo+9Zy6nOigMB2FeGFtW+dDajkeZjM5hbZdmUh1Znsmf5eI2iowAHGv729jZubm7i9vY27u7uCusD58PFP7AoUOyD48UCntgfFx6B9KhYBFRbK9HrIv5VHY3GetSS/l2LIPQfySbc+yqwWLetzFfcZJv4DcjCrabQ1niwpsfvOSKetajqMEvW8kx4To9B08KMBwlBds3H4xw4w8C98iD89fV1XF1dxe3tbWnZ7VarVdqvlvSiUAjaHO4AZy3wyFahxbNG7ev+X1WmvQm/OWpJXzUNpUkAYZ+enuLh4SEGg0FcX1/H9fV13NzcxN3dXbFirRbiMOlBdDbpq6bXapQc/nOVKZ8RnjVuxOo0HMQXbm5uivO5vb0tCTBoeK7lh4WB1OF8Pi+q9kDqqqwGoJpaUZWuU5Jnvzf518OsXoP7+/u4vr4u/N+rq6t4/fp1XF9fx2AwKIZasLbGa5D+6ekpRqNRQTjNxUeUtTrPt+OAHbQ7m/QgfDbrDqY8CI8sAgifmfVwNTqdTjFfT6v8WMtDcFXl6OsIn5UD66CNzDJkS4ifjc1QS/o//vGPH+o4PingJgJZUZI6HA7j6uqq0PAgvObXtdyWy2s5uMWBP/jOXFbLEXkeXc2BNB1jHfEciwGJOA8P1wSBO7goEEYRURrEgYKfi4uLIh2IiD0CfY+Pj2mlH5OWfXFkA7KCnIjndCK2oz6/dthpms9CoB61pP/Nb37zoY7jkwCKS3AT/+AHP4gf//jH0e/3YzweF5FtbkSBZsRNjpuVSY/XvKwz9gciIDrPwyxBuH6/X5p8w2Y9im82mYADgt/e3hb+OwKKSBdyWu709DT6/X5cXl4W5b3qy89ms5UYQhaA0448jdxrhoSvKb7LJv8639+oRi3pf/e7332o4/gk0e/34xe/+EX88Ic/jMlkEvf396X58mq+snYCyaHV2b9lzcc5eJjyGGZ5enoaFxcXK+OuoOU1aBfxnI7jVOFgMChpd7xHMBGWAbbX6/WKfV9eXsbl5WWcnZ3F0dFRSctHxErhT0Z4br3lB/9OCa/DQrBPvsZcuchWhVEP+/Q1uL29je+++y5ubm4KAuMm5sEZWmvPNy0XqAD4DcjOhEc6DkTnCbas5TUth/1o/h1+OwJ2qBEA4bmZB4IEgTuY9TgGzstDy/O5K+HZlOd183DsWZYE104n/ILwfE1VyBibwaQnaHqv2+3GmzdvYjAYFOTSrjJoavxOCc9tqRyZ52IbpOFAbtTQs3bX0lomPAcQNctwdXUVb9++LaLz7L8jr87DNdisZytD8/Kck+dYBrQtXABYMxAo2JcW9WCbeHBWA0ISn/Pfs2ChUQ+n7GqwWCwK/x1k5ehyVlyiKSqONGuwjufZ8XgrtMaqdq+qpcdjOp0W+ffr6+t4/fp1vHnzJt68eVMQ/uHhodSjz4ILwbuzs7OiW49HZkO4QcMzWbPZ+xyv4LQi0n04bvbhQWaOfeBa43MWDJwBMTZDLau5O6qpgHmq76HJIso5Y56Tp80l0HRsyvNoK+2F5yg9k1OFDAgAs/729jaurq7izZs38fr167i6uirSi8gg4Fw4toBxW7wwBk/dYauCg4WsdbFdKAye3wf3AH+DtcDb00o+Pk4ERPHg+Iq1/eZotirfAFooolocZITmAom4f5yLbZD75vw3TGgufoF2h2bkqTc4DjaNEbgbDAZxc3NTaHikGFFpx2OvIETQOaejtnRRDE2pgXh45vhAxHPPQFY8pNkOdY0gmDhtx4TnWgd2oYz1MOnXgKvatB6eiYy/adENB+y4uo0Jz8E61u46yFKj3SAOuuVQdAOicwMNt8qy+Y1zgCCqWuCS/fds5BcvoMmpOQgUnA9X7eFYIqJ0PhqkA+E7nU6p9oGFjUm/OUz6HcBkh1bOSlA5co38uy41BcLDnFffvWpyLUe6UUSEaD0eXECESH1Eee36brdbkB3uBaruNEipLcW8ei20LU/3YS3PffcsEAEtsGHyAzzwg4WNBvSctquHSb8FWIsxWY6OjmJ/fz8iohSEAulRO8/jqaFR8XsdYJkNsWTtp80zw+EwBoNBkYMH4eHDZxkECC0cDwQQIvVZVqJqJj5bQ7xUNpv23HfPlXZ1YOIr6VENaW2/HUz6DaFkgYl+cXERx8fH0e12IyJK/ihPu+ER1RyZV+3Oi0YwKdifBuG1lh6kRx4ehOBYA0xurvq7uLiIi4uLQgBxpJ5r+LmtmLsFs/QfNwshLsFanoN42bXW80bJLwsdLm3WQh1r+2qY9BuACcPTZ/v9frx69SrOzs6i2+2WGl0iyqTnajuk6tjXzcz5jPCwJJjwqLTjxhlOy0HDIqqOKP3FxUV89tln8erVq6K2/vDwsNQ8A1eFK/x4jgC0Lc5XV9thVyXieaJOVXdc1j3H15Q7FxGn4F4GE349TPo10JuRSYO69PPz8+j1esWIaIAHWPJMO5BCyc7aXU16rafHEA8urYWGR71/RDktx9mDfr8fn332WUH68/Pzwk1BJgIaNJslkM3Ry9qB2ZfXyTmMbEgmXwMeuQXTnjW9I/ibw6TfEBzp5vQWzGM0ouBG5THVTH7OuWtkvs6cZ38WzTPcGls15oqj9Agmnp+fF4T//PPP4/LystRMwwU36JfnwZkgPXcYcpUhE559eTa/tXYe14xLdzlNCqsFkXs28XVhTaMeJv0GYPMYKSgtroFZzJ1z8J+5T54n3GZz3pQYMOd5iCUIf3V1VSqvRV8/IvM6wZar7V69ehWvXr2Ky8vLIi7BZbbYLwJ2POOP16rnWgSN1sO/jyhnHLiYh8nKnXcsAPl7PE4cAoA1vYm/Hib9GrA/r7l5HhJ5dHS00ojDQTkeZa1tpRGrgyuZePCnUWKLAhye3gPCR0SaJ+fCGwTuOF3Y7XaLohlu3NH5fhnhtalGV8Zlzc6VdGqWcxsuXxvuvosI5+rfESb9BuC6edZk3ETCNeUgAXfTVZnwbMZn2h1+K4/Q5lz8YDAoAncRUfjUPL1W16rnRh7k4zmdpvuEWQ/Cw6TnWIR20DHhOb/PD6651+td5eZwFSBvw4TfHCb9GvCSzPBZOeKu2p0Jzq+15x3PWaMJSkx5GaxsICcGemAVGmh4ZBh0nXqutuNcPHfO6cIc2I8SnrUx98pznwITldcI4HX7uIYgYrVgR7v4UIPP186k3w4mfQ2ynneuiedpNQztvotY1Vis0XW5ah2oqRqX18BDEAuk01JfLrrRBS3ZnAc5Oe+vi1/wuna8NDUTXstsdSowB+CqOuXU7dGiJL6eJvv2cGstATcbNBmPjkJhDbQkF5swiVUIcN5Y+8a5fl1XseWVY0FyroLjVBlP3gHZMWKr3++X1rbTWnoQD4RHZgCVfbwKD1pqcV/gtQ7kxDVkF4Wr93jdPi6hVWSEZ0sAbpfGAIx6uLWWACJE/EkjHx4eFgGvw8PDYl4dRkBHREEYrmBDuimbAcdEYHIzqZncXHnGZOHmliyFiAq7rFsOx8NDKXRwJrS8tuPiOmWuC1svXFMAskNYcb18HeEVHBOpipcY69EsVb4GeqNNp9P44osv4kc/+lHhK4NMqMADYSKeV2SFbx8RJRNaa9d5lVgua+U167WNlHv1UQQDvx1kv7i4KJpnQHj2tzmGMJ/PSyv28Dp7PDQTvQQcr9CAHR9n5sdDeHDbrLo/2f+BXSVuZ87iKib+epj0Nbi4uIif/vSn8fXXXxeaET4zau2Ry4ZmU3OXNbwG5riclQkPk1/NX73puekHQyyV8Ci4YQ3PEXUIoOx4uK6daw/Uf+d+A47Us9uCqLum6NQaUmgaDyTngCqT3liPWtL/6le/+lDH8UkAJB2Px9HpdOKrr76Kn/3sZ/H973+/qEwD+bgWHCa7mpwRqyvL6JLV0PJM+EwbavAMo610VPb5+XmpH561cWZxqIbnNfa4WYdn+3HdAdfns0mvUXosecXnkxGV23/5e9gX4heaRdEGJaMataT/7W9/+6GO45METPOIWDHNeWkqvVGZZLzYhGpUXdeOg1vctMOpQGh47pLj1Weqhl+wds+ORdNy3PPOs/14UlDE6pgrJjyuD2t49sex/bpuO/wdJc7IpHB3ojX9dqgl/TfffPOhjuOTBaLZIO9wOCyaR6ANealpji4zEVirgnDwpeEL8/grrj/nGn7c8FwGzNNyYe5yCSuedR4+qvuywpuIKPnvPP2Xh2FUaXiM5gLhAR67pc03mS8fEaVsAdf28/ky6U3+etinXwOMksJKLtyAgg40lKXi5s664jRCz8E6nf7KN68WBfFQTV6qOiM7XAQ16dm9yDQ8a1ZOy6E2Qc16WCmakuMiGu2ey1poASY/Cz5uVeaGHmv67eCU3QZAp9hisVgZhDmbzQoCc0ko181nefisWSRidTY+R6pRGMRFQmrG88BKHHOdi8Etslx4UxW44+BkFrDj9frgVqgpr6m2iNWpQAD79BzAy2YI4vtGPWpJ7wtYrgPXyjOdKMNDMUHmrCuMU1u8DzWn+QaHD5vN0GOyR0SxEg8LH3YxkD3QQh/u6WeiceWhWjCcg1cNj3OLKA/YUKJGrBbiqBDE9edrwmv5OYi3OWpJz3XUTQXfvKyh2KdljacltiAHF8JA+3FgCzctBAtIzxqeB0yq0EHNABNUjyGzNiB8+Ny0WYgFCE/S4W3BrOcptxAcHADUBTdxDrjWWmar6TrejnbzGZvBPv0asH+daROtQgOpOcjFmosFKZukfGNrmyoXoTChQXb41erTK+m5tp/r3rUzUBeY1HPUgB1PxGUhCeHFqTXWzBAkWlOvPfa4Vtyzz6k6+/PbwaTfAtmNxZqdu8G0iUSj1rzWG7R91qqKnDwTGnEE+NVcAcjHxak0jqRzNJ0rCHUSb0S5XBdWDYJ2nLbEdyBAsik6GLipLglfJ1xD7bzT5h5t4bV5vzlM+neAdnqphmIicmBNfVbORaumZW0GAqpZr6mvTPhkfjK7EWw6c8AObbsaG1CTXgnPXYmIR/BYbQgsbFsDeoDGBJTwrrvfHib9DlCS8edcsccBOqSesly01rSzqY1tcMQcZIkoCx4mjHal8T5APq5qUxeCfe0sD8/FROwiYFsY740JwDwvD9tGXITPJwNfE7ZMTPjdYNJvCb7BtFSUTUwQBze5EjKLFWjkPOJZkLC/zC6FDppgZMU1IA4vKpmtM8e+dkZ4uAtcuceExzJZWhKMgCNSeuye6DXUFJ8+TPjdYNLvACU335z8nYj1wx4y8vONrKY6D6fg4hf209l8RzUbzHYmPFe1cWltRJR8+GxVGS7kQQCSCc/LbWPsN0x7xATm83kcHBzEZDIprqFaRJrK5IwCCwmTf3OY9BuiSjOz2czErysJXTftRU12JjsH5LIpsDgGLophX5hn0mvOH+Y29/0z4VnDa1CyagluVA1CqEBQoJoxM9n1Our1za6zsTlM+h2hmjmr/a7T/ByxVmuA3QGQWodTgJgcpOPgIY5J6/a1sEX9+Kz4RisIs1Zfng4Msx49ATDtI6I4H9QUqOCEJmco4Zno6ywpYxUm/RbItD3fiNBkEZEKAYZG8tmk1ddMcDX3WcOz/8sFLEz0rGY9Il+VVifeaG4/4nn6Lq/KiwAeVvWBYGHrQK8hE5uvI86tqnoP743NYdJviTpfXgNQCo2sq6+Ov2Xf4/fsXmgajgt7MrLrpJmI8tRardzjoh7uvot4LovVfakVwTUG664n+/ZMZo1pZPl8YzOY9DtAA3mqtSLyUVBceaYReL2Js9+ADJg5z8KG8/xZfboWs0REad88SUfz8PDhtWxYc/1VpbFqtWghE19XfmarSV0ek393mPTvANZeWe5eNRU+Y6KpqZ7dvDB32bJQsx6k12EX3CTEfjuKhfi9rhGXDcBgQaNEZwuCz5GvAc/8Y3eBSc2xjIjnZaq1stCE3w0m/ZaoStfhPYO1WMTq4g36OivcAXgceUZ4BO3gz3PlmpIbHXUgZzbXjjvmWMMz+TXqjmND5F+zCOxCaA8Al/qqMMR10FJiJj5fF6MeJv2O0AAev89uPiW2CgQVGFUuhH5Ho95crqoNM3jN2wKxQEAQnyfoYF9Met4Xuws6DpzJD6HDgoXXo1MBwPMcIKjUQrC23x4m/Q7ICmkyYnIUWv3bdrtd1Jzrd9ZlCXRfmvLifUFTc208/519ZJA+q7bjY1dBx9YCV/TxsNCIZ+GjFoWO+mYBwEJyb29vRTiY7NvDpN8CSkatFFN/G354FqyKeB4FlcUDNDugJM8EAJOZCYM6dxUqWfGPBsn4WJT0vC+U1bLfzhV0/F2dKKSDNPF7Dh4uFn+aWsSmPZ+DsTlM+i2RpZjYpFbtg5uW021s6mfuQEbmOk3PgoQFDh9LVbxAswQcVWeS634Anh/Ao8DV/OfzhjbXUVs8WYgrDRGktA//fmDS7wAmoXbFMWG4jjwjf0SuqZRkGjPgv/E2WHPzg7V+dh4MzjLws4KtF7YIOJPA10itEB7uofPxdYIutqH7zYSQsR4m/ZbgG1sJD9JzZ5zmmFW7swBQZPXl+nvejpbsKvmZwFXWg0KtFn1WIYFtaOsrk5Yj/Ep4zOtT1wLg7eIamfzbwaTfAZlpz59FlDUm8sxKflgDm5ipmcDQtB9MbA7MZSO7qogZkdcbaKYB+64qI9asAmt7Dhzy+C4mvGp5bE/dBlT61QktYxUm/Rao8rWRs+a0GIBUE4i/DioAMsLp99mMZ8KjMUdJH/GcWWCrBee4yfFlvQJaP8CE53gGHx9H7DmgGPEslHhEli5c6b767WHS7wAlPD8yrc03vG4nM5+zop6q1xypVw0PEnEZLQCNDg3M2nXdufNxaCwB22bzmyv69FizpbxwXDwTIFvkgluCjc1h0u+ITNtva2oyYSJW2235byowVMvqs9b0q08PQVRluvOzpip3JRkfUzYLAPvQeXgY9MGLfGChD69usz1M+g+ALLqu2jH7Hj7TYFnd9vVzfa/kr9q3ElHN9brU4TrhoH0IWYCRh37wYh8gPi90kfXZG9Uw6bfEtjdWRjwlfEa4dUTXY2JiIo7A21KzvMoyUEGE7XPsAgVFWQBTR1qp+a2xjawWASY9THldvw8CINP0Jv56mPQboupGzQjH7znqjt9y11xVyk6zAPq5/oaJ2263iy46LHHFE2fVr+ZGHNW+SviIKNX18980o8HCAOfClXy8DwQSsa1swU4etMkjtW3ebweTfktoComjykxkBNEQua8qlsmIlmnbiNXyWxwPfoP8NwfwECVHtSCEAH6jHW1sAWQFQdmiE+js00m17AZwZB7XBMeE/bIAgd+OKTyYuXd2dhYnJyeFic+a3tp+M5j0GwBRdk5v8YIOj4+PsVwuS6WiSvKsxLXOt+dnvqGr6vF5O0x4lLtyTTvnxdvtdrGgBWr0l8tlyXQHwXVGPo/d4t597UeIiJI1wek6vi4w7fna8uz8s7Oz6Pf7pQm7DuRtD5N+DTitlhEejSEHBwfFSCnVnEp41e5ZlD6LnDPhI2LFX4bmBvFBcB6QUdfowpNuOYrOBNdlqlgI6GRbCCU+72yJLU718eQfDtyxT39+fl6apW/SbweTfkOob9vtduPk5CQi/uTjHh0dFZqL8+cRq0GzqkdE3hiTBbuyiDXvl7U9tLouOomlqnksFufUQWKes6ekx9w9DqopEZn0WS1BZkXxyC/skzV/lXlv8q+HSb8h9KYEOdvtdnS73dIST3XEXmfK1+07IkoalB8aI8hM6Yz4daTXwZeZlmfC6xQdhlo/2bgrFqq6LLUKAl211tgcJv0GYJ+eo9ggRq/XS2/iOrM9I3um5fGc5cCrgnlVmlV9eu1h53PgQKWueaeTbjlyX5Uz11iGpivZktF2Za3OyxbHsJbfHCb9huBAGt632+1isIMWvdSRed37bL/rnnk7GfmzAB8EAU/K0VRd1fLQ2UIVVeSrEoKbuDK6/ewzE347tNYUf3hKAaGKVNkNzN/fdLuK7Ebe9OZeJwCqMgusdVXzVpFt03RZnSDU88u2W7U/E74S6YUx6XdAnYmevX9f2ObmzgiWCYKqIOImZNv2mLaFbjvbpwlfC5P+feJdNPu7Yt2NXnccdcKgbj8fi2hV+zLZN4JJ//+FD0X294ldjvljEs0k3wkmvWE0DCnpneA0jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhmFvzd9bH+QoDMP4YLCmN4yGwaQ3jIbBpDeMhsGkN4yGwaQ3jIbBpDeMhuH/AHI/ote9IRn7AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 18; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 19; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 20; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 21; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 22; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 23; current eta: 0.5, current beta: 8\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 24; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 25; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 26; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 27; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAADnCAYAAADVeFABAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAuWElEQVR4nO19y24jWbbdIilSJCW+KVHvqix0o1GFRk96Uuge3MGFB64GeuJvMDzz5I76Axrw1L/goWce9Bd46kE/AMNAoauyMpV6UtRbpESR9KCwjlZsRTBFKm9WqmIvICCJKTEimLHOfq29T2YymcDhcKQH2Z/6AhwOx8eFk97hSBmc9A5HyuCkdzhSBie9w5EyvI/0Ez8+zeP+/n4yGo3Cz3/9618n33zzzSSTyYQjn89Hfp7lsH/7zTffTP7+97+H841Go8j5/fgkj1i4pXc4UgYnvcORMjjpHY6UwUnvcKQMTvoXikwm81NfguOFwkn/QuE9E4554aR3OFIGJ73DkTI46R2OlMFJ73CkDE56hyNlcNI7HCmDk97hSBmc9A5HyuCkdzhSBie9w5EyOOlfKFx775gXTvoXCtfeO+aFk97hSBmc9A7HB8T/+us7fPPf/zf+8//4P+hd3/3UlxOLhZ/6AhyOnwuOL2/xb//zb7gfT/B/9y/QWvp/+G//6Tc/9WU9glt6h+MDYTAc4X78kGu5HNz/hFeTDCe9w/GBsN0s47/8yxfIZIC1ahH/9V9/+VNfUizcvXc4PiD+9B+/xL/9h1+hsPDp2tNP98ocjheKT5nwgJPe4UgdnPQOR8rgpHc4UgYnvcORMjjpHY6UwUnvcKQMTnqHI2Vw0jvmhrf3vkw46R1zwwd5vEw46V8onHCOeeGkf6Fw19oxL5z0DkfK4KR3OFIGJ73DkTI46R1zw/MKLxNOeocjZXDSO+aGlw1fJpz0DkfK4KR3OFIGJ73DkTI46R2OlMFJ73CkDE56hyNlcNK/UMSVy7LZD/vfqefI5XJeovuZwEn/M8J4PP53e29X3/184NtavVDEkfD29jZ8n8lknmWZM5lM5Bw3NzeRRcUXgZcLt/QOR8rgpH+hsJY8m81ia2sLpVIJwI+W+P5+/q2SR6MR8vk8AKDRaOCXv/wlisVi4vkdLwdO+heKbDYbEneTyQTZbBZfffUVvv76a6ysrITX58V4PEaxWMSXX36JP/zhD/j973+PSqUS/j2TyXzwxKHj48D/114oaGnH4zEuLi4wGo3Qbrexvb2NWq32Qd6/WCxiZ2cHv/nNb/DFF188svSOlwlP5L1w3N/f4/b2FpeXl7i8vES/33+WWw8ACwsLyOfzWFpaQrlcRqFQQC6Xw2QywWQyccK/cDjpXxjUZR+NRoHwvV4Ph4eH6Ha7GAwGj7LvSaDHsLCwgGw2i4WFBRQKBVQqFXQ6HdRqNeRyOYxGI4xGI4zHY2Sz2fDevgC8PDjpPwBmjZ3nIQrPQWs7Ho9xd3eH8/NzHB0dYX9/H0dHRzg/P8fd3d1U0mcyGeRyOWSzWeRyORQKBSwuLqJYLKJUKmFpaQn1eh3r6+vY2dlBs9nE4uJiWGQWFn58bJT8z73HWX7fF5rnwUn/DJCAeljYB1R/nuXh5XuPx2OMRiMMh0NcXV2h2+1ib28P+/v76PV66Pf7GI/HyOVyGI/H4Rx0y3O5HHK5HBYWFrC4uIhyuYzl5WVUKhUsLy+jVquhVquh0WhgZWUFGxsbWFlZweLiIu7v79Hv98OCYTP4ev/T7jPu3/Rr0ufCf2MS0ck/H5z0c4LWlm7vaDR6RPq4B1kfXPs79u+sdWcZbjgc4ubmBqenpzg8PIxYeQp06KpTUKOEX1xcRKlUQr1eR6PRQLvdRrvdRr1eR7PZRLVaRaVSQbVaRbVaRa1WQzabxd3dXSSmn7bo6X0mkdwSmBWJpL+zi1bcwuN4P5z0c4CEHw6HGA6HuL29xf39PUajEYDHD3zcA26/j1sIeC6ej+fs9/s4Pz9Ht9vF4eEhjo6OcHp6in6/H7kGtYb8mda91WphdXUVm5ub2NjYwNraGlqtFur1OpaWllAsFlEoFLCwsBAIdnt7GzyJ+/v7cM+66HFR0HsEHvoC7PUwxKD3sLCwEL63JUENRRYXF5HP570nYA446efAZDLBaDTC3d0dbm5ucHNzg8FgELLmarH4/fuOuEWA5+L5mKm/vr7G2dkZTk5O0O12cXp6iqurKwwGg0C6hYUF3N/fR0iYz+dRLBZRq9VCee/Vq1fY2dnB2toams1mIDzJRG+G5x4MBuGeb29vcXt7i7u7u0B8AI8WNbv48HtabB75fD7ys5Jer79SqaBSqYT39orCbHDSzwha3fv7+0D6i4sLXF1dBZJpksx+fcprSnwl/XA4DKS7uroK572+vsbt7W0ko05XeDQaPXLty+UyGo0GOp0ONjc3sb29jdXVVdRqNSwuLoZEHcMJejLD4TAsOOfn57i8vAznHg6HsZ4O74mv8yvvM5/PI5/Po1AohIMLQC6XC9dBL6VSqWA8HicuDo73w0k/B9S9HwwGuLq6wtXVFe7u7gAg8jBaUj/lUOvP89GSMqTQYzweR1xr/r39WYm/tLSESqWCer2Oer2OarWKpaUlFAqF8LdMBI5GI2SzWYzH44incXp6isvLS9zc3ESuIylGJ3RBIMEXFxeD614oFGJJXywWMRwOkcvlUC6XUSqV/l07C3+ucNLPCc2iD4dD3N3dRUpltEYkI4mk8bkecdn/OAtmcwLWddavFnydCwCtLA+Np7lgsBLAa9Gwht5Gv99/5GnELV4AIq74NNJz4eTfMKeQy+VQqVRCSOGCodnhpJ8DcVl1RVKSLi5Bl3ToewGIWGoKaEhUTZglXde0DHtS1tx6Knzdxvh079WzABAWDL0GWuZsNhsR/NhrZAjF9+F7MofAJKK3+M4OJ/0csLGpZp6z2WzEaqprn0Qwm+SyCT7+22QyCRaQ721jf/Uc9CvdcwCRMl5cwpHvSfdeX9NSJc+lSTxdfOz18d/5dzZnwevVPIRe/3A4DGRP8o4c74eTfk4oQekqAw/1ccak1s2NK9fp+8XFvvZnvqakY6Lt/v7+ESH0e2b2bfIsTnBjr1stsIY0jOf1XuLKbrxeIs7D4f3YcIiegSW9Y3Y46Z8BmyRj7KmWOIn0SXG5QmNVJTgJNxgM0O/3MRgMQslQraW9VoYFlNqyoYY1b70Wq63XMiXr9Twv43lbM7fvZ8MNJbPq+/n7fI2/Z629W/r54KSfE3HEVRc+zrVPivGnxfxKYgqB+v0+Li8vcXFxgfPz80gyjaUzG7vTGymVShG57fLyMorFYlio9DrUU2CJst/v4+rqKpTrBoNBJIFJC03YWntSXoMeBHMAlBHzdS6m6s145n4+OOmfAVsK40Ov1l3dZmvRk15XIgAID/5gMMD19TXOz89xenqKXq+Hs7OzUDbTjLaC18A6N+W2VN/Rvbek5LVoxp6LDYl/c3MT3HEAoWJhQ5gkglpXnh6KegH8HRLeLf3z4KSfA0lW3tbFbXltWlY/Lv7l19FohH6/H/T23W4XR0dHODw8xMnJScTSa1KN18ra/PLycmikoeRW++WtiIbnp/T34uICZ2dnQZxDS6+CJM3GJ1UuFEp2FRNxodD7yefzHtN/ADjp54RN5FnSxyXtdCFIIr/NxFvpLdto2WTT6/VweXmJwWDwiPDAw0AMNti0222srq6i3W6jWq1GJLcKPf9gMMDl5WXwLk5PT3FxcYHr62sMh0NkMplASK0e8HOy72tLd9oVmM1mgzsPPJQHM5lMsPL2HI7Z4KSfE9bKWzLHEd8eSVZQtfbq0pPw7969w/7+Po6Pj3F2dpbo2nMxKhaLqFaraDab6HQ6WF1dRbPZxPLyMhYXFxNdeyrwrq6ugodBrT9jelXgqZW3sKU5/T1adR70GIAH0qsXodUJJ/7scNLPAVua0poygFhCJ5HfJs40cXd7e4ubmxucnZ3h+PgY+/v72N3dxbt373BwcBAabWyXn14bJbfU2q+trWF1dRX1eh2lUimIe2xOgVZeO/qOj4/R7XaDa8823nw+nxhj82erH1DSM6aPKzXyfa02wAk/P5z0c0JJzMy3SkLjSK9ktyo3AKHWbd3qXq+Ho6Mj7O3tYW9vDwcHB+j1eri4uMBgMHiUsSfhc7kcSqUSarUaVldXsba2FlporZVXkGQcxXVycoKjo6MQTvC8jL9pheMIr4TVRFxcOZIuPu9Brb/qBOLKf46nw0k/I+JITIIlJbCSXH1+DzyuybOZ5+LiAr1eDwcHBzg8PMTx8XGIqZMIz5o821BbrRbW1tawsbHxyMrHaQQmk0mkb//4+BhHR0fByjOcYH9BkhxWG3boiSjp9d7VtbeiIl0MrZjHMTuc9HMgyXpruUoJnZSwSyKcZsxp6Xu9XiA8e+dJeF1sgIfk3fLyMur1OjqdDjY2NtDpdIKVZzfdtBLd1dVVOO/x8TF6vR6ur69D/gD4MeZmY4xeA6+JyUVVDKqm3pLZynNVxONk/zBw0s8Jm73XjjA++NMy9RYa+1Jxx7r4+fl5qMdfX1+HMdc2cWbd+kqlgna7jfX1dayvr2NlZQXVajVi5fl3No6mlT85OYkQnso/vU/gQWevpUdem6roKNnl50PXnwum/SysSMmJ/3w46Z8BG9cDDw/sU606v5Js2sFG9ZsOy2AsTeLptQAI2fqlpaXg1q+vr6PT6YTJODpmKu6a7u/vcXNzE0h/cnIS3HolLf/eNhzxULedlt4uVEp4W86z3+vP9v/B8XQ46edEUp1e3Xv+HhDN6OsDzp/VBabclT3r1Llb0sTF8dTWM3lHwrdaLVQqlcTkHd9vPB4HL+Ps7Cyi+mMcr/cYNyREY3WdoUfyq55hmuWOi/Xdyj8fTvpnwCbmqBtPcuHVjWZMbLPbJPv19XVw5alvT7LuJN/CwkIgPEU4LNHVajWUy+XQWDNNH8DaPNV33DmHPfNx9679/erVKPGnldr09wkt8fFnfd0xH5z0z4Rae33N1r3VlddSlBKedXk20VDbrkM31cJq3zmz9azJr66uhuRdo9EIybskt57XxqoBcwnn5+e4urqKjMOyYY3OtdO6v62pW9c8KcdhXf1ppTon/+xw0j8TNlMPRDvL9OFVLTldebrznEJD9V2v1wtxNKWn6k7zexXh2PJcp9OJyG2TSnSEbayhCEe9DL1fO9RSp9kCDxbZimqU7FavYBOK/Mw0fNLf83h+djjpPxCU+LaH3HbLkeDsh6dLT7eehGPGfDgcAngoxfG9eK5CoRAm3NKl15o8k3dJbj3w2LXntFsO/OSiw/cg2YvFYtgOS/vySXDbIKMJx6SqhlXi6QLg1v35cNJ/YNgHOa49lpZU21SZnVfy82BTS6FQAIBgSfkatfWtVgtbW1vY2toKyjsm75JGRdtSIUd6a58+Fx3eH7fEIuHL5TKKxWJkfDbfMyn5ZhOBlvQ2DNJEnuN5cNLPibj6MV+Ps/S2W46Cm9PTU5ydnUVKcjqGijXuXC4XXGgAwb2mtl5FONx/rlaroVQqBesLxLvDcQk87d6jlafcmF17S0tLYXS2Cn64gKgST/sC7Jx/fm/1AhrP2+tO8lgc74eTfkbYJJPt+baDI3STChL++PgYh4eHODw8DCUxquw0fqY7rPPqSTxu7VQqlUIH3crKCtbW1tDpdJ40IIP3w1heFyQt03EhYyhB616r1QLpi8VisMYMB3RWPwmsgiU7UkzVfPYztpURJ/z8cNLPAS2zqegEQKSvXjX019fXOD09xfHxcdhllvvJ0422CTNNlJHg5XI5bPSwvLyM5eVlVKtVNBoNNJtNtNtttFqt9ybv1KLSracYp9vt4uzs7FE+gRUCEp6bZFDhR8KT9Pxs+FlpiTGuzq/XlYQ4haNjNjjpZ4BaHy2zUTijHXeZTCbiMp+enoZOuXfv3mFvbw9HR0eBXHSjNUuvE2MWFhZQLpdRr9eDheXushyBxbl3JKIm7/Qe9F6YZ9ANMdmnz80qNY7nLrYct7W8vBxCDh3OaasT6i0ADxtdqKvPa9LeeatLiGtNdswGJ/2MUHeYDTF82Bn3MpmlctZut4v9/X28ffsW+/v7kX547jarGXmSg++Vz+eDhW2322g2m4HgtPiMrUul0qMRWPYeuHCxk+/4+BgHBwc4ODhAt9vF5eVl0AZw40hqAHTcVqlUQiaTCVt6cXyWkj5uMq918VW2a3+XX+MmEOnvOJ6GqaS3/1lpAa1LXInLZrkZj+vEVnV1OWaK+8jTrde+dO08Ax6soMbBTJ7RynI/eRK+VCqFbHoS4TUfwcTixcVFWJB2d3exv78fSoX39/fBwlcqFTSbTayurmJlZQXtdhuVSgWFQgH39/ehns9EHu9Jh3uQ2NZi0zOK09Xr/4NN/rl7Px+mkv655RHNxurP9vUPeY64fweedi9xca++Zt11dp/RKqp7Px6PgxU9OTkJbrP+je2H11wAr5fZ8mKxiOXl5cimkxxhzRq57vpqBS9amlPCHx8fY3d3F2/evMHbt29xfHyMi4uLUDHI5/OhW49DODhui1aeoYmKcjgyW7e7UsJzYdNSohU1xUG9ICf8fJhKeq25phlaY9fYl9NoraXn37A9lQMlbaY+ruuMUJkrk2dM2lUqlWDhWSO3G1Da8heASCWBFv7du3f44Ycf8Pr162Dl+/0+JpMJ8vl8qP9vbGxgc3MTGxsbIVHIMVnU5vPeVWuv3grvSxN4PABE+uzttQOPN+900s8HZ/V7MB6Pg1W+vLzEwcFBiMk1EceEFx9IHYJBEU7cphS2H96W6Ej4SqUSYniSni49rXucpFXjd+2eI+Fp5ff399HtdnF9fR3aXSnr3drawvb2NjY3N9HpdFCr1cIUXc7nUyUeF0k7N4/3xtZebcWN09TbhhvHh8FU0v/jH//4WNfxkyMuTFACc1bcwcEB9vb2IlNsrExVG1cosbXdcnG70GjzDEt0LI01Go1QIlOXPsnC8yDZdd5et9vF3t5eiOGZVGS/fKFQCP34Gxsb2NnZwfb2NtbX10NPPnMOVAWy0QaI1tl5b3TltQyp7r3KbrlI8SsQFeu4Ku95mEr6P/3pTx/rOj4JkLCDwQDZbBY7Ozv48ssvUa/XcX5+jsPDw8hwyJubm8i+7ARJz9iZDTXaW66EIFlIAgpuGo0GWq1WGFvdarVCiywtPK2m1rlVBTgYDILKjqKg/f39MGCTAzI4nIMLTr1ex9raGnZ2drCzsxNUflTeZTIPc+i1P19der0/3TRTv9K1t9oHmwTURUDluY7ZMZX0f/nLXz7WdXySqNVq+Prrr7G2thaspJLdPtwECadyVEt2/Rtad91rrtVqYXV1FVtbW8Gtbrfbkf3n7G6zmpmnK88cBD0UCoPoqXCU9WQyCVqASqWC1dVVbG5uYmdnB1tbW1hdXQ06fnXHVT6rZNSkHe+NKkKbg4jrPNQRWzwPvSQbOtiEq2M6PKafgvPzc/ztb3/Dd999F9x1W17TFlcg2i+v3WJJtWo++OxUq9VqaDQaYczV1tZWaJNtNptBeGOz9LYUd3V1FcKRt2/fhnn5VAHawRjMIZTLZbTb7eDWq45fd8NR6bFaad6vts1SulsqlUIegqEJgIighxl/Lqq05uo5af3fXf3Z4aSPgRKYghW+rg8zS08qMbXxdNxDqbE7CcGmmXa7jU6nE4ZZrq2tYWVlJSJ5tRae5+Woq8vLS3S7Xezu7uL169f4/vvvsbu7GxEEscwGINwH3fpOp4PNzc3gYdiNMXg+fmXegOTVe9TFRLfHZoigi6Iq+Gj11WO4vb0Nh+5e65gNXrKLAR9sbSkFooRW2WicpU+yQCQCY2fW3tvtNlZWVsLEG62H12q10NSiMbxN2lEB2Ov1sLu7i3/+85/49ttv8ebNm0B46ulppTOZTLC6TN5xwdEZ+dqpZ89JAurQzHw+H/oH2JGnVQdqGXSBVNee76mfow4b0UXGrf1smMpqdWMdUWi7p1p6IF5Yoq48M/OVSgWNRiNYdyU7FXeVSuWROx+ntKOk9vz8HAcHB3j9+jW+/fZbfPfdd9jb2wt73tF62pi8WCxGdsKhhbdz9Xg+JbxaX3bEMUvP1t9KpYJqtYpyuYzFxUVkMplg1VXBp23FTNrRw2I1hANI3MWfD+k05R8IVhdO2AQfrbsq6+zwShKeunoliLXuhGbquTlFt9vF27dv8f333+PNmzfY29tDt9uNzMq3ijZ6HFx84sZl23Oq0EfLkQDC3H2dv89DrTwJrQ06mtSzOgYuLpwbqJt2ejLv6XDSzwkljo11dTGwmXn2vivZ6UozO6+uvCbrktpjuTnF6ekpDg4OsLu7G2J4dstpxpueCa+rWCyiXq9jZWUlVAnixmXHKfs45YdNQ6zbAwhWnh2B7O8HEKw831fLjFqr5znp8qulpzDI4/rZ4KSfE7TutIS0hvoAKtmXlpZQq9VC3Z1xc6fTwcrKChqNRmxmPkluqgRUK0/RjQpu7I62wIOGne2yHMChcbwlPBcMnQLEXXdY589ms6GPn4uc9ggw8clcCBfPuIqHHsDDQkHBk4YUbumfDif9HCDJWXqiRQSiU1pZk7ZCG2blNVE3zZVP6oenDuD6+jpscrm3t4fDw8NHSTuSgu/FUho1AWym4b71HH3Fc6klpoutM/5YYuNYLw1jrJVnzB7XEGQRpyzs9/vBu4hr3XVMh5N+RtBlZ5mNGWnVngMIFl6TdXSftR+dQhtL9mlto5pI051l2brb7XbDrHo2uyjxWaJjTX5tbS1SnlO3nmS0c/64v57dq54LHd16FRPRyrNPge8bJ3+Oy11o/wAP3VvP8TQ46WcEE3Isb7VaLTQaDZTL5cgcN/6O9r+3Wq3IxBmdIDsL2ePaYzmNh62xdLfV81BtARN3Gxsb+Oyzz7CxsYF2ux2ZhKOEZ1uxzuXX2fxsreVuuTrZh3V54Ecrb0uNhCY9tTpCwo/H43ANOkiUcb0mHB3JcNLPCFr5arWKTqeDra0tdDqdkOkmaZnEYsMMR1npZJu4uP19camW59geS3kt3XqOuSKYtNMZ+e12G9vb23j16hU+//xzbGxsoF6vhwGXwIMVtpN8u90uut1uZC4AgCDCIeHp1tNzYKJPFXyaeddJOtT08z74e7qxJ0mv22053g8n/QygjrxcLqPVamFzcxNffPEFNjY2Qn85Cay1eKrQprXBTrPu/Eqi9Pv9iIV/+/ZtKM1x4g3fk266ioFo4V+9eoVf/OIX2NnZCc00Og/AWvizszOcnJzg6Ogo0mVId11DHt63Ds20GnvW5lXFp+RnrK5JPoY0tPaM6z2D/3Q46WcAs/WVSgUrKyuRhpRarRasKUMAJvk0QafjqGe17joAgxNvfvjhB7x9+xaHh4e4uLgIsTUz8zahyHbZ7e1tfP7559jZ2cH6+jpqtVqkmUa17tzxhnvVK+FpkbnIcbCHDvfQjjyq6njYcVoLCwthcbCJRC4WLBWyZZmDNx1Pg5N+BtC11z3jmIWvVCoRd53E157xpJh9WuZaG1E4l49jtN+8eYPXr19jb28Pp6enYSglFxer61dtQNymGJQW6wJzdXUV4vfj42N0u91IZYALIV17HrrbTVzmnSU3Zv2BhzJiXJmSoQDLdjqjwGv1s8FJPwMoV6XFZBKPsSutuBJfp+nwPZKgiTo7ZlvjaRXg7O3t4eTkJDLxht4FS2Zs09VFik08GnMDCNaUJTmS/ejoCCcnJ4HwnP7LkIVddNryCzzeFJO78XJHXiultUIkTfgxuaceQ9wW3o7pcNLPgEKhEAQnOpiSD7oSXL8+hegas+tOtrqDbLfbDbPzDw4OHrnZzDdwPj7LhNTSs1So100vhO4zd7qhO390dBTaca2F59+T9BrGAA/tsBwbxq2vOWKMo8N0V944L0gbc1QgNG3GoCMZTvongnJVNo6o4EQtvCaj4uJ2m5hTotOqU3FGi8gEGrPmJDt74kej0aONLFUEFDeAQ6fQqkvPnXjoUXBx0R10mSdgadJO4aXlJuGZE+CmmMy86zShuHq9VeUxztfEXpyFd3XedHhrbQy0e07nwHGzh2aziUqlEgQnwMMDasmtsHVv3bb65uYm7F57dXUVBmmenZ2F4/T0NGwhbbec0o0o2AvP7aobjUakW0/r2VT16dZWLANyRj8n/lIrT6+G223ZLarZCMP4nYQ/Pz8PGXf+ji3J6aKoHpC+zv8jXVwdT4e31k4BhSZMhjEmXllZQaVSCZlp7RgDol139iFWstPtVXIrQUgS7hNvR2czWcgmHk7a2d7ejhCeiTXbh6+Tazk4k9N2OEfv5OQkUosnuenWc9YdB2JQI8D9+5IIz2dLPSJdKJXwCm1imtaM5EhGOk35E3F/f49Xr15hY2MDpVIJ9Xodn332GdbX11GtVsNEWCa1qAqzrbZWRUeyc4fYk5MTnJychLn4FxcXkTo0O8rUMlL9xkTd5uYmtre3sbOzg83NzZCooxrO9sMDjze+6PV6ODo6wsHBQbDwHJrJe2O2XifakvBUAd7e3obQxLr0tkSnU4is2560H4AuOFoW1N9xJMNJPwWdTge//e1v8dVXX4XyW6vVCq2njF/pqsZtu2ybRTiZVmvex8fHODk5CdtDc4so3SFGs9t0qxm/b21tham1m5ubWF1djexNH9ceq7PweU26gaVaeCrpklx6El4tPMMTZuuthae1VsRJcxVcHLQUSdLbwSKOZEwl/R//+MePdR2fBGhtbm5ukMvl8Ktf/Qq/+93v8NlnnwH4kSh86EkC7RjTOjOASEacKjomyTQrfnJyEqwh3XerVKNLzR1vSHhr4S3hrcdhvQ5dhHg9vV4vMkeP1lWHWlLIQz28LiC6uYfN0gPR7bx5bzZpp4ucfqY6jYeKP+0IdLwfU0n/5z//+WNdxycBPji0bGwPXVxcjEx7tcoy67IStu+chGfdm1tCa6yrlp3WmbEribe0tIRmsxm647a2trC2toZWqxUSjEn72cV1y9Hr0Dq8TsHRzTd40Epz3JXeJ607CU9PCHjYVIQegs4aTGrC4X3Y6UMkvXXvHdMxlfS//vWvP9Z1fPKwrZ3j8TjE22z80AeWv8v4nfvZ0bKzQ812ilnrzrhXe9QpttEBlszQ22k3vHZek7XwXIRsHZ7lODvCWnMEXOz4frTyOljDEp73lJS00/KdLYECD1t267bcTvrZ4DH9E6Ftn0xecfosrbWKRXR3GWbnT09PI2U3ur22Tq1yXSbNSPh6vR5Ir/V3dvmpddcZdHpNtPCM4bvdbhDMkPAkNhN2tPQs+dn304Ea7HO3Azy09ZiLmXoi/Azs7jXaJcjrYBMT5b5O+qfDS3ZTYLXyGocyXifpz87OIg8657lRmGKTWrSCcWSnNSTh+JCzNEcJsE7L5YNPj8SKWlTOq5l6WnjdeZfxum4/xcQdFxF6MWrdKa2l56KE5/Vpqc1uxxWXvdfPRMMMJb31bBzTMZX0af0gNZ62NWRdBFRi2uv1cHNzE9xZkkIHPjB2t+U3XVw0S063ulwuh758HhxOoUTkIq0tqVo5YMMOS4W6dbZq6WnptQ7P2JvdciqtpY5AG2CshWc8rouIqgK1ddaOtea5mcRkEk8nDqX1WZ0HU0nvk0geoORXS6+TXC4vLwOh7a61cZNsWOe35NCEFXvyKf3VOBZAcLEZbsRVDqjht3JYZtf5dzqBd3FxMSKtpXKPCkL1YOjSswGGlprW3Orz4wifNBhTF0L+rW6P5eW62eEx/RzQpJO2jKoVJxntTi2aIFPC69QYa+U1U635hH6/j1wuFzTz6uLrRhQkKYnPrLqKbjR2V8JTeMP30Sw9LbzG8HarLC5e2oWnXX38DPVztdJbfj66EMbt5+d4Gpz0c4IWKW4PNuu606IDCKUqneCq8a26wCQ9B1KwTMZsOSsIOlRTpb5aVlRlH3MJPLfuJqtz++KUdhrDxxFeLTxHc3HhKpfLjxYuXgtLlWr1Cc0F8Dq5MLlrPzuc9HNCk2Q6703LU4xFgQey0+rbHIHqybVzjYRk3E4NPDeqTNqq2u4NZ3fbVQKRjKVSKeJ6q9KOLbesRmj1wRKe18/Ym2Ow2cdAL4d5BoZJ9vPl5wMg4gHZ0MMxG5z0z4BKWgklumadtSxn41WruLMHCU0hEIlvr0Vbda3F1JwBM/EaOpD4Kq3V5pkkC68VCG3E4QCPer2ORqMRGdgBIIQJk8kEd3d3EdUdr1e/1z3utZXXm21mh5P+GVArbVs91fLaNlELlZraJhTgYf92/m0cue2iotdHy0u3mDV/jqjW5KDOplctvSrt4ubNq4WvVCqo1+toNptYWVkJY7/L5XJYAPv9PrLZbChtcrHRz4DvrclAO3PQLf3scNLPibgym1Y7VIhikdRQomVCABESaxjBWFhlwUlkZ5afbrsSvlarhdIfk2t6PrbbqsZAFYQMaTSGVwFRp9PB6uoqWq0WqtVqcO1vb2+Rz+cD+UliTcrpeDG9Fx6ewJsfTvo5YEU0ejAbrgmmuIdTrX7cOCjbDccYnVl5HroYAA9bbvH8SVtGM86mWx834oouPUtzOmc+jvC6uUen0wlTexqNRthEYzKZhPBkMBiELDyJnM/nI/ejoQ9/R7sZHbPDST8n4tx5dc3tomC18IzpSR5NBlqXndachKeV1wQarwmIlstUwab1flp41a6r8IYJOyW8Ns+otkD18JzNt7q6GtmJV7e1ymQyuLu7C/G5Vizsgqn3Yxc0x3xw0s8I69Yrue2DmPRgKsmVvDovLo70/F1+fV/8zkSd7jjDLLqWAbn4sJnIEl67AK2YiCEDVYPcqJNbeHEuH7e14sKiiUqSnXH7ZDIJ96cJSE/afRg46Z8BS34Lto7qKC0lPAnAw8bnSn4rWGEooW2nqnwj4bnbjFp3VbKpcs+q9uJm2qmWnpUAmyeo1+shdFCpLD+TuFwIwxB6StwVh58zEafRd8wGJ/2csCUl4PFcN1pQhYpnNE5XUY8lOP9OE1wkLMmjAzZIQs3QU6tOQYteh3YEWsKzt97qD6jPZ/jARUa9CBXPaL4ibgKuVkJ0Dzv9qtebNEHX8X446Z+BOAtP66vEJ2wW3hJeS2Da9AMgQnZ7DSS87XtnB16ctWUikAMwONmHwzlp4XW/OV10tISmmnpLdJ5LR4tRFagTguKSmjZByXwG/041+o6nw0k/J7S8Fkd8i7hsvB5xZTd+1WShfd12sKnljdO5U+DDpBpf0001dKadkm4ymYT3UuWgkp3nYU8C8wyaN+C2VlT0Ub7MBYCfh7rxTP5x0bA74zieDif9HLCluKREnnXP1W23BFfvgK+pSEfdXxWw2CYdklBbTkk2Vb+pe69deHFjqhlf8+94frujDRcQim14vqRkIck/GAyCus/2MHDRYalPvQQn/Xxw0s+JuFo9k2l8EG0rrT6gSnTruttyoB06QTInyXZJMmrm2dCi7rlO09FOQbbI6sw/3dCD18d75ftRzHN9fR3Kf4PBINK8w+th446dtBNHap0NwOYhS3on/mxw0s8Bda217ESJqSU6raqSWt9LY1fgsQehYhT9Xve5ZzbeJsHYtqrXQ2hoQddZd55RwjMc4PvYrr7b29vw/pwlwGSeLg5cDDhghCo/S3yrQdB2YRUlOeFnh5N+Tqi1UzWZuvBqpWjVSQz+TMLbGfBxenwlu9XpcyFR66flPuDx3nD29zSm1mvgwqR6eIKNQEzYcWJQ3OQdfhbqWaibr2PEbPtxJpOJkN1LdvPDST8HbH2ZcTTbQ0k0tfxas7e1Zg0J9BxJcbxNHqp0l6TQioAlip5DYfMOQFQPEJeXIDGZoR8MBpFqgq2/0xPQPfyU8LTyuihx0YkjuYt1ZoeTfg4kkb5QKESktXTpmfVWD4BW07qw9jw2a6/EU3ddY/Qkua5NFKqwJ24hiUs8WsGQvgYg4o3Q+9EGGd4/rT0tvhLeWnk7RdfKm534s8FJPyOsvt3WqwGESTm2LGetplXqxX3l97R4Kv5RWH0+Sa+usu2tJ3GSNoK0YYAS3UqG9Ro19NHwh+9tk3JKeN04hNdKsutwEfuejqfDST8H7IOtD6MSwibsOICSxCXRLJFtDG5JrgIdDRfUwrMeT8tp5/Spnl1zBIq42D/J4ms9nSTVhWE4HD6q42vNXS28hhbqOXBhpeDI22vng5N+TvDBti6sKtfUrVci8O+TklBxljUpBNBEHF15JZKKXpT09DyYldfKgj2fPbclvyV9XFmQeQtm4dUjscIkABEPRDsFKfXVjTccs8FJPwfiavS0mFS7qdWziMvwx2XcbcIvzq0Hoio/ElzFLdaC6j3EtanGJfT4N/b39GsSkqoFdsHg4sjPkqIjzrqvVquRZh5uyuGWfjY46T8g4sphmtSLy6THZcL573pMK09pSKEEj4u5LYk1frbXzdf4u3FyYP6bfo37nu+jvQfqgUwmD2VMuvTaS8CJPI1GI9Ku64M0ZoeT/gPCWue4ZB5d2ThCx72uPytsXK9QT8TmCuy5+DrfJ87KK+Ht0BCrJlRpsE650SReHDQcymQykfid03iazSYajUaw9L7RxXxw0s8JtXaacEo69PeY5NNEnib++N4s7ZEQcecluMDkcrmQMFSrTGWeegHW1eb7WLfdkl4VdloB0Iy9HirM0c9DE3Y8P7P0HO9Fl77T6UQ27NTJve7ezwYn/RzQeFg3iqBAhUkqJvmGwyEKhULEvbexfFxSzLrk1sLqAqAuM5N5FMBo+U4759TreIpXoQubbn/FRKaKcVSJp2pBXptm7nkdjOUXFxdRLpcD4Tlzj9tyk/RespsPTvo5QMJzR9lqtYrRaIR8Ph9KZXzAbc98kow0jvx8Xc+rJba4TDnPScLbQxcDNq7oNapXASBCch2yyWEduiuOzrzjYqDejF2QbItsJpMJnykHgDQaDTSbTbTbbbTbbaysrKBarYaWYXfvZ4eTfkYo8YrFIiqVCiaTCQqFAqrVamgLnSaFjUusTfte3XQrx1VXWS29Vbzx4IBLdtTFqeG0xKjeDHfB4VZVujMOyW/FM3p9em08eE4AIXm3uLgYGeKp03s5BciTePMj855yi3czxIAE08YRHQZhE3n6PfCQzIqz5tMs/Puks+riq/iFxCbRuT0VD5Jf+9iV8CyZcRqP7k3HYR3aUcevNoFHT4fn0UUGiMbzXFy4cadufukbVz4ZsR+OW/o5oLLQTObHyTB2bltSbG7LZtPKcDwXvyYdhNb+rdVXy0/i68GFi4uWquAojKE4xu59ZxtrNPbX+4mraNjmHlr7OMmtthI74eeHW/pn4H2JtyRyv0/MYjGtJh6n3bciGFXr2QVAt9jWmXU6kUe3h9b4XcmY1ASjNfqkBTAphLHvqUR3wj8JsR+Sk/4D4DmEfipmfcgt0ayVtTJY62preU6lxjqj3pI8SZwT95kkfU5JpHaSzwUnfZoxzdomKf5sHiEurHAyftJw0jscKUMs6b3m4XCkDJ69dwS8L852/DzgpHcEOLnTAXfvHY6UwUnvcKQMTnqHI2Vw0jscKYOT3uFIGZz0DkfK4KR3OFIGJ73DkTI46R2OlMFJ73CkDE56hyNlcNI7HCmDk97hSBmc9A5HyuCkdzhSBie9w5EyOOkdjpTBSe9wpAxOeocjZXDSOxwpg5Pe4UgZnPQOR8rgpHc4UgYnvcORMjjpHY6UwUnvcKQMTnqHI2Vw0jscKYOT3uFIGZz0DkfK4KR3OFIGJ73DkTI46R2OlMFJ73CkDE56hyNlcNI7HCmDk97hSBmc9A5HyuCkdzhSBie9w5EyOOkdjpTBSe9wpAxOeocjZXDSOxwpg5Pe4UgZnPQOR8rgpHc4UgYnvcORMjjpHY6UwUnvcKQMTnqHI2Vw0jscKYOT3uFIGRbe8++Zj3IVDofjo8EtvcORMjjpHY6UwUnvcKQMTnqHI2Vw0jscKYOT3uFIGf4/FM2aAheIgosAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 28; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 29; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 30; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAADnCAYAAADVeFABAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAuRklEQVR4nO19y26j2dXdIiVKpCiS4kW3kurSDduxjUZgGDDQgA1kEGSQHniSZwgyy+Qf+QEMZJpXyDCzDPwEmWbgG4IMut3dVaXShZREiXeKFDP4sY4Wtw4pkSp3t/rbCyCkksTvwvrW2be190lNJhM4HI7kIP19X4DD4fhu4aR3OBIGJ73DkTA46R2OhMFJ73AkDA+RfuKvH+ZrNBpNxuNx+Pef//znyRdffDFJpVLhlclkpv69yMu+94svvpj89a9/Decbj8dT5/fXD/IVhVt6hyNhcNI7HAmDk97hSBic9A5HwuCkf6ZIpVLf9yU4nimc9M8U3jPhWBZOeocjYXDSOxwJg5Pe4UgYnPQOR8LgpHc4EgYnvcORMDjpHY6EwUnvcCQMTnqHI2Fw0jscCYOT/pnCtfeOZeGkf6Zw7b1jWTjpHY6EwUnvcHxE/K8/H+GL//6/8Z//x//BRWf4fV9OFKvf9wU4HD8W1FsD/Mv//AtGtxP83+NrVPP/D//tP/3b7/uy7sEtvcPxkdC/GWN0e5drafVH3+PVzIaT3uH4SHhZ2cB/+XefIpUC9opZ/Nd//9Pv+5KicPfe4fiI+MN//AX+5T/8G6yt/nDt6Q/3yhyOZ4ofMuEBJ73DkTg46R2OhMFJ73AkDE56hyNhcNI7HAmDk97hSBic9A5HwuCkdywNb+99nnDSO5aGD/J4nnDSP1M44RzLwkn/TOGutWNZOOkdjoTBSe9wJAxOeocjYXDSO5aG5xWeJ5z0DkfC4KR3LA0vGz5POOkdjoTBSe9wJAxOeocjYXDSOxwJg5Pe4UgYnPQOR8LgpH+miJXL0umP+9+p51hZWfES3Y8ETvofEW5vb/9px3b13Y8Hvq3VM0WMhIPBIHyfSqWeZJlTqdTUObrdLsbj8dzzO54H3NI7HAmDk/6ZwlrydDqNw8ND5HI5AP9qiUej5bdKHo/HyGQyAIBKpYKf/exn4dix8zueD9y9f6bQpN1kMkE6ncYvf/lLfP755/j73/+Oer3+JBd8MplgY2MDr169wq9//Wv87ne/Q7FYDL930j9fuKV/piDpbm9v0Wq1MB6PUavV8PLlS5RKpScff2VlBblcDq9fv8avfvUr/PSnP0U2m506v+N5wi39M8doNEK/30en00Gr1UKv13uSWw8AmUwG2WwWxWIRm5ubWF9fx8rKyke6Ysf3DSf9M4O67OPxGIPBAK1WC41GA6enp2g0Guj3+/ey77NAj2FlZQUrKyvIZDLI5XIoFovY399HuVxGJpPB7e1teKXTaUwmE7f2zxRO+o+ARWPnZcjCc0wmk/AaDAa4vr7G2dkZTk5OcHZ2hqurKwyHwwdJn06nA9HX1tawvr6OXC6HjY0NlEolVCoVHB4e4vXr16jVashms7i9vcXNzU3IJ3DB+BjkX+QYvtg8DU76J0AJyJeFfUD134s8vDz27e0txuMxbm5u0Ol00Gg0cHx8jOPjY1xeXqLX6+H29hYrKytBrMMFwFp1En1zcxOFQgFbW1vY2tpCuVzGzs4Odnd3cXBwMEX6fr+PdDodJbve/7z7jv1cv877W754DY7F4aRfEpPJJBCQLxJ/3oM873tCv1eyTyaTQPhut4tms4nT01N8+PABp6enaDabQaCTTqenMvwkSjqdDi785uYmyuUytre3sbOzg1qthmq1ikqlEhaAYrGIUqmElZUV3Nzc4Pb2Niwi+uL1KWbdn/1sSGBe3ywPgr9fXV3F6urqzMXHMR9O+iXAh/zm5gbD4RDD4RCj0SgQXx9afahj/4495DELygVmNBqh1+uFOP7s7AyNRgPNZhO9Xi+o5lKpFFZXV6eISMJsbGygUChgZ2cH+/v7ePnyJV68eIHd3V1Uq1UUi0VsbGxgfX0da2trWF1dRSqVwnA4nPI0RqNRuO/xeHxPBjyLlPw3ScxQg9fH7+1CyJxDNpvF+vo6MpmM9wQsASf9EqDwZTgcotvtotvtot/vYzQahZo5H1K1YI95xawcLTzP2el00Gw2cX5+jvPzc1xeXqLdbmMwGIRFh9l2kp4/W1tbw8bGBqrVKvb39/HmzRt8+umnODg4wPb2Nra2tpDL5ZDJZIKncHt7G87d7/fR6/XQ6/XQ7XYxGAzmLnqxJiBr2Wm5M5lMILIlsy5YDEd4DE8qLgYn/YJQq0sCXl9fo9Pp4ObmBgCCpeJX/Z4P9Kyf6cue8+bmBv1+H91uF51OB+12G61WC91uN1hh4M5lVsurpM/lciiVStjZ2cHh4SEODw9xcHCASqWCjY2NQHgNJ0ajUQgrrq6ucHV1hVarhXa7jX6/j+FweI/089xvWzHIZDJYW1sLnoUuOjzm+vo6Njc3MR6Pw/v4uTkeDyf9EiAJh8Mher1eIOBwOASAEDdbUlvCq0tLt9aSX8+n+YObmxvc3NxM5ROA+zHyeDwOBOO51tfXg4tfKpVQLpdDTT6bzd4jGxcPlgjpaVxeXuL6+jpYfA0tHpNsW1lZCQRnBUGJz2QkryOXy2E4HIacBEMQt/SLwUm/JFizpsWnm8tYGriTx2rCazweY3V1NbxfRS82+x17mJVQGvval/69fT/fm8lkokRT0mu4wrCG3kar1cLV1VXwNEh6G97o/cVyDGrlNY+wsrISFjwAGA6HSKfTKBQKIaT4Z7YT/1jhpF8Cs0p1sWSdjdWt226PYYmvJLbusL7scfX7GPFpZdXLiLnj9vrV5e/3++E1HA6nXHsmEfVYtNq8vnQ6HYhrdQjj8TgsmKPRKNxfLpfDYDC49z7H4+GkXwKW3CQjH3ISkWUlddkfKlHZpJ4KYQBMxbNatiLoQaiFtNeubjWPMy+s0IVA8wtMLjJzr16BXeRsqY/H4u8YpqyuroaQhJ4Dj/9QtcDxODjpl4QlPV16xvMx0sdKeTHixxJhJJslJa2iEsG60WpZmczLZrPI5XLI5XJT5a9YqSxm5Vmu1NyCluI0j8Dj8G+sy6/3wgWAf0eyA8Dq6mogfuw+HY+Dk/4JsG43Ld2sxFyM2PPicYUlxc3NDQaDAXq9XnCxmWWPhR1cjLLZLPL5fBDdbG5uhhIdY/BYTsCW7Viq7PV6GAwGU/mJ2L3qPfB7flXPhITX349GI6RSqbDIaHnQsTic9EuCD7Nm40l6LdPNIj1wv15tCW+JobF0t9tFu93G9fU12u12ID+tvbq+PD5LXltbW0F5RyHO2tralKW3BGXmnuflq9vthlIlPRu72PAarDuuC5kmRpX0DCGAf11cmcDzmH55OOmfACWskn5W3d267PPcfOB+zMsSYbvdRrPZxMXFBZrNZsig09VWMnBhoiinWCyiWq1ie3sblUoFhUIB6+vrQXUXW3hYntSM/dXVVSC9JtoY5gC4t5DpPWt5j+dh8o6hCu9dFxUreXYXf3E46ZeAJatae0tiJbP+Pkb6hwjf7XZxfX2Ni4sLNBoN1Ot1XFxcBHGQymR5nby2bDaLQqGA7e1t7O7uYnt7G+VyGfl8Hmtra1O5ApsYvLm5CdJf1uebzSaur6/R7/cB4F5dXc8PILjoem/83mr4NYfAfAFwZ/U1d+FYHE76JREjvrr31ppbyz+L/DZLTpe+1+sF6e3p6WlopT0/P0er1Qoxvca6vK5sNouNjY2p7rlarYZisYhsNhtN4PEaWJdvtVq4vLwM0l+KcihIordgXXge0ybvdFGLkd5+BgDmJisdj4eT/gmwJTvNrs9y32MeQCyJZwl/fX2Ny8tLnJyc4MOHD6Gz7vLyEp1OZ6p2zWvjYpPNZkMcv7Ozg52dnXtWPkZ4ehjtdhuXl5eo1+uo1+tBiccGH73/WQk2G79ba2/JD9yV6pT07tY/HU76JRAjMx/6eVn5WaFAzAoyW84Y/uLiIrTRHh0d4eTkJFh5xtXWylNyWygUUC6Xsbe3h/39fWxvb6NUKiGXy4Xkm4LXwPM3m817HX3tdjvE2pPJ5J6Vj4mQNGFn3XiFHicm3HHCPw1O+iUxi8jAtIpN/9b+vf07rbsznu33+7i6usL5+TmOj4/x4cMHHB8fo16vTyXwWKrj+Uj6XC6Hra0t7OzsYG9vL1h5bazR69RroJW/uLjAyclJGMfFJhsm3lhPj4lllOQqrlHS0luIlfNsFcHJ/nQ46ReEJbJV5FlV2rzvbV1cVXQ6LOPq6gr1eh2np6c4PT1FvV5Hs9kMbj0tLqGxPLP1e3t70Vg+pgugleegjrOzs6iVZ21eM/b6GQF3pGdlgcSnepGfhRLcJvz0Z46nw0n/BNh6vJJ+nsouJrNVaJlMe+fr9ToajcZUEu3m5mbKwvO61tbWkM/nw2QcWvmtra2olbfnHgwGaLfbOD8/x9nZWYjludBwcdK6vB5PY3SVzqqlZ+1+EQtuF139meNxcNIvgRiJtbNOrfpDUlsezwpxRqNREMNcX1+j2Wyi2Wyi1WqF8hwJr5aQCxBLdNVqFbu7u2EqDuvyauWtGIcZe4YV9Xp9qkqgffOxz8MSn734KqwBEPIANla3noJ+7vrVsRyc9E9AzL3nz2dZ9hhszEp3mL3rHJbR6XSiMbxej5boKpXKVF3eTsWxFQPgTm5LD4N6gGazGc5tNfS2LKnHonWnhefXVCp1L5ZXgs+y/k78p8NJvyRiMT1w10Mfs36xpB2hNWlaRo6mItm5kYVNhCnpVldXp0p0dOsrlcrUxhWPDSuo+mu1WkH8o+dWT0cHhQD3u+O4YDBzr6FBLFlnv+r96lfHYnDSPwGxpJySXv/GWlVN2gHTdfnBYBAIT7JzBp8lnbr1zNazRGeFOCzRzSINs/aM5zWkYM+81QHw3rXJSBc22wHIrzo8xGKR7L0Tf3E46Z8IS3r9mf6NwrqxWtJSl77dbqPT6QQLb0tyPA5Jt76+HpJ3JDytPIU4sU46vS4rub26ugrJOxu+0MLHBlpaz4UL1kOKvVioM6uk51gOTvonYFYCa1ZWXJVn2lXGmriKcS4vLwPh+DseW6fS8Nyce7e1tYVarXYveZfNZqNDNxTaWHN9fR06+Pr9/tSsOp6TMwM46sqq+9Sya8Iulg+wXpB+RjyW1+k/Dpz0T4StNc+L3W3MrnPz6dKzdZWZ86urK/T7/RA2rK2tBfeYsl+69aVSCdvb29jf38f+/v5Mue2s2vx4PA46e3bSdTqdKXkvj8G5dpxBv7a2FhaBVCo1Fa6wpk85rX5uekxeB4B74YDW8h1Pg5P+CbAP4UPxu2rpdRCFJupIeu5C22q1gmvNQZbMfFP+yj75arWKFy9e4MWLF9jb20O1Wp1K3s0iO3Dn2tPKc8R1r9cLpUHeF617NpsNlYJsNjs1iIOLiHo0tp6v4YCGRPxbO/bLrf3HgZN+Sdjacqxcp3+npOLwC1rT6+vroKHXSTi0/tyqKpPJIJVKhbHPTJ6plT84OMCLFy9CiU4HZMyL5VmbZwKPTTV07W0Mn8vlkM/nUSgUkM/nkc/nA+ntqG7tgbd5j5gUmdeki0bsuj2Jtxyc9AtCSa5WzIpI6I7aARitViv0wzcaDZyfn4cMuars7NirVCqFbDYLYHoqLsdflcvlYOlnWflZlj5Wpru8vJzyMmLnLBaLKBaLyOfz4Tz6ebC8SPeen43VMMQm9tjPWBOXNifgWAxO+iWgD6QKT+iyAtMbTjI5RkKxH54NLNSzs1U1ZlkZO6+vr4fvueEDd5zlRBzuR0eXe1ZikdepGn8uRtwbT9VzFP7k83mUSiWUSqVQCuQix0WC9815+NqcA9y39HTtY+W6WZ6UE345OOkXgD6AWlPn7i6MdzWZpXEyB2AcHR3h6Ojo3hAMrYOrVSUhKK3lXm6bm5vh+1KpFHaaVbc+1rqr98LkHQnP5homEEnWdPpu+g63s97a2gpJQhKeHooq8LQFV+N5FTZZ0tt4PiZycmu/HJz0C0KtmCbjSA5a5lQqNRUn2354tsdy1JXtPstkMuGYjMk1YcdtpEl+bku1ubkZCD+rRKdhR7/fx/X1NRqNBk5OTnB8fBwWIuYSuPMMt7bmltaU9aZSqWDh6YbzM2Kool6QKgi1zdjq7i0s4d3aL4e5pNcSS5Jgs8z6YKmAhY0wOhySQhUAU259vV4PU29OTk6CC637wOl5SSCdBKuWlqQj6Tc2NsIce+vWW7kvLfFgMAhtux8+fMD79+9xcnKCi4sLdDqdqYoBm3d2dnawvb2NWq2GQqEQZtFTT5BOp4MXxIWMpKc1V/JqBn/W/4N9z0O9DI75mEv6p5ZG7APHf9uff8xzxH4PPO5eYhZRf6YS1YuLC5yfn+Pi4gLtdhuj0Si45FSPDQaDsDCwH54uvQpvtD0WwL3ElW5Qsbm5OeXKFwqFUDLTfeAemsjDa6vX63j//j3evn2Ld+/e4ezsDK1WCzc3N6FSoD35Wv/f2NgAAPR6Pdze3oawht6QKvFUZ0+yq2x3ZWUlLHCzynKxjL8Tf3HMJb0djpBUaEmLrrASuN1uhwebFvb29jbEykzgcS953draEl4fYoYLutMsY3i+8vl8ILxuURUTB5GI9FIajQaOjo7wzTff4JtvvsHx8TEuLi7Q6/UAIFj4Wq2GFy9e4ODgAPv7+0HLn8lkwmLX6/XC86JKQ+0VsBl7XivfNyvZqHCSPx3O6gdwe3sb4tvr62ucnZ0FF50tp8xya4xq694U2jBLr4RXUgB3+9urnt6SnS79Q4SPVRHUpX/37h3evn2LDx8+oF6vo9PphD3lNjc3UavVcHBwgJcvX+Lw8BC7u7solUohwcjkHfMO/MxiY6pp0XmtfNluOztLjz93Yc7HwVzS/+1vf/uuruN7RyxMoGW6ubkJ9fXj42McHx/j7OwsjKxi1l1darsjDEU3JAldWZ6HX7V5RgUwzJhzK6oY4a3IhcRjDkKn2jKhyCGbnIozGo2QyWRCP/7e3h5evXqFV69eYX9/PzTvcABGOp1Gp9OZcu1jmXeSnS/djlrr89pzrwuHXQh8EVgec0n/hz/84bu6jh8EaHH6/T7S6TRevXqFX/ziF9ja2sLV1VVw6dkMw33cYg+ebkFFosf2YYsRntLWUqmEWq0WkmeavNvY2JhJeNu1R2+DYcnR0VHwVphf0Lh8fX0dW1tb2N/fx+vXr/H69eug8tvc3MTa2lqoTnCR0JKbWnjV6tvmHPUOVGtvB2/w9/blhF8Oc0n/pz/96bu6jh8kSqUSPv/8c+zt7QVLz/l0nBNnRSPANOlUkTZrZxaGBZTUcr+57e3tKS19rVZDuVzG5uYmstnsPWvJc9sdcUh2zss/Pj6+NzOfqjv24+/u7uLw8BCvXr3CixcvsLu7i2KxGJR3vAdrqVWZSEJrcw53y+WCxWw/Py+GPaxoqLegwzXtphce6z8eHtPPwdXVFf7yl7/gH//4R7DaKqABprvs1LWPSXVjJSgmtUgIDsCo1WrY39+/R/pSqRRkr7MIrxWG09NTvH//Hu/evQuufKPRCLJf5hXofufz+XDuly9f4uDgALu7u9ja2pqaoEvXHpiu+6vG3kp36cFQWcgEnu51T8KT3Ep6aiPYauzWfjk46SPQuPjk5AQnJyfh56oms98TVjs+j+yU1dKd5wCMvb298OIgDO4wS8LYGJ4a+na7HTLz3377Lb755hu8ffs21OCZmKTrrNdSKpWClT84OMDOzs7Uxhh6Plues1oDWnKtPDBPwdImcxsq2+XLkp7qx8FgcO/3jsfDS3YR8MG28+SVyLozjFo9/pt/r8ckSanaY2a+WCyGhhkOv+AwS8bx1qWfFcP3ej1cXFzg6OgIX331Fb766qtQjru8vAwz63WTS7ram5ubqFQqwcOIjczW+7LzAUhCxvDa66/yYS4gvGYmG3W+ADX7SmrbeRib2ed4GHNZrRlmxzT4cGsNfJZQyLq6dKNV1srxViR7rVYLSTsbA89qRaUu4PT0FN9++y2+/PJLfPnll4HwdOd1Cg6PxWGau7u79wZw2KadWP8BRUYAQsIOwFTJsVQqBYkwY3SGCjpwg8eypGc1pNvthpmB7uIvjmSa8iciljSyzR9KKhKernyxWJzqiuMsO7bElsvl4MrrcApVodnGGbbGNhoNvH//Hl9//TW+/fZbHB8fo9FohHJcjCDcGEN3wmFpjudWWMLT8tJ7oHXXxCB7A5gXUEIr4TW+Z46A4JyBXq+HXq8XXHxP5i0GJ/0S0AdM43wLWmUmrjjDjmQnwZikq1QqwRrSlbfTZex1AAiNM81mE6enp3j37h3evXsXFHYkvC0V6kAM5hJ2dnaC4k6Hb/B8VspLAnKr7FQqFcpxtPKqHmRfAi167Lh0+TUhygVBSW936nU8Dk76JWCTcbE58kxkkeyM2+nK7+/vBwtfrVaD6CaXy03F7dqkQnDR0fJcu93G2dkZjo6OQuPM5eXl1Kx8PY4uSMViMbophk3cWcLraC9O2Emn06G/Xt36fD4ffm6n6FjxDT0Jmwi1pOdCY4/nmA8n/RKwCrPYNlEsw7HmXqvVgnVnRp6uvG2HtRWBWYSnBex2u7i8vAwS4dPT09AIFNv6Crjb746turyuWq0WBDixwRaW8LrN1mQyCfE6753tv0wGMhRhR96sKofer8qI2c7M0eBM+Hlc/3g46ReEEp7lJyba1NXXGfRsSWWijkk6HTX1ENkV2h5Lt157AliH1zFVCnooKrWlFmBra2tqEZtFeE7MpVjp5uYmeA7METCWZ1MQrTyTnno/+vnSk9IqCBOnlBRzmKgO7nA8Dk76BcFYmPu+Uw/PxBXJy2GV1Wo1WHnG7YxvmZG3PeUPkT3WHku13enpKa6vr+/16NuQRJtpXr9+jYODg2DlOQTEEl5VfpeXl0GOrENESHgd7MH982jltdRpG464aHJh0BCAeQBaeoYVTvrF4KRfENSms+WU5S0OlKDGnGKbSqWCSqUSMvK0erGMPPBw6yhdXbb52gEYjOPtjHnmCNbW1rCxsYFqtYqXL1/ik08+Cdp6qu60603zBp1OJ8zj5ywB7nHHej9n9inhs9ksUqlUuKZZrbes69t5etptxwGjuvuPbU92zIeTfgHQCuVyOVSrVRweHuLNmzd48eJFyHYzzmepyva92waZx1h3frV9/UzcvXv3Dh8+fMD5+Xno09frJek58qpSqeDg4ACffvopfvKTn+D169ehmUbn+3GB0S2zz8/P7+1ky7ZiDs3k2C4NXbQXQcU8dqa+TZByodAyYb/fD5aepPcM/uPhpF8AnGBTLBZRq9VweHiITz75BAcHB9ja2golLib37PgqnQenJH/IutPS6ZguTrxRie3V1dXUrDrmGVQfwKTd69ev8ebNm9AyWyqVsL6+HmJpJTwtvI7uZrPOcDgMYhzmODTPwRIdr5/JOK3t64QgWnq19tomzEVP3Xu39IvBSb8AOBG2WCxiZ2cHBwcHYXMJTpLRHVx1q6d5c91mPbBq3WMDMN6+fYuvv/46KO7YHmsbXbRrb29vL1wz22WpDWD3HAnKxh269JzTTzkv5wKyPKmLnG2bJdlJVqrqmH3n56sl0JgISRcOr9UvByf9AqBrTwKxrs2933Wsc+wBnmXd7YOtnXnc544bUTQaDRwfH+P9+/d4//59mKrb7XZDTwCHa+Tz+SAGYvWAgiC26epGFcCdOk6HbtCd58YcDCFYmtMuOmbvuYCQpNymi7v5cLAIScvPZNb0Xs3gMyzQxhy39I+Hk34BMDPNMpwq6LTMpVb9IeuuCTNVpLGbjNtWk/BnZ2c4Pj4O47pUcceqAjejsJp+KwTSnWy1Fs74/eLiAvV6HWdnZ8Glp4Un4Zkc1E0srXBIS3ws8+nYMCuuien89WVluk74xeCkfyQYsxaLxZCR5+4uNhMfI/ys1lvd841WnRtZkigcrMl4mmTnNtLj8ThYW1YV2DhD5Z/t1tNkouYMdKeb09PTqWlBFPswT0DC88UkoN4Tt/LifXAoqApruEDM+5xi7cqxbkb+29V5s+GttRHYYRhad9cOOCtV1fcC8Vg91qGmsS4HaHJ/+GazGTaUbDabwVLSSgII8XSlUsHOzk6YXMv2WGoDKPFV4Y0q+3RKLmcBUt13fX09dT4uHKxW8Jg6LWge4W23n342+tnpz5ivsIuqE3wxeGutwLbGsqZNwu/v74dJMhwdpUITWk3V4evx1DVVZRvJfXFxEchBcl9dXaHdbqPdbk8lv0gWagbYB39wcIBXr16FARjceorhRyxBFpu2Q9Kfn5+H3Wsnk0lIUJLwmrDTkhwJr/dDz4TXz89ch2rys4x9doSOBrfTg3hMx2wk05TPgLXMo9EIn3zyCV69ehUELazLl0qloDLTWjJLXlZNZjvTSAgKXRqNxhTpVXyi5S2ei3E0y3AcU20JH9vTTsmlo7o5KZduPRN33W43eDwsWzJ+V8LrIA9m/Tn+WxN3hM681y7FmJUH7pqEtDKhU4Qcj4OTfg52d3fxm9/8Bp999lmwapTUFgqFsDXzcDi8V4NXgqmohEm58/PzkCTjphnqAts5cXz4VQfAraY4wJJyWh1xpa43r0evS0uBuoElXXrdn57n1km2jOGZWyDh6b1o0k4tPPMBdNNjbr1CxTtU/qkWwK374zGX9L///e+/q+v4QYBWutvtYmVlBT//+c/x29/+Fm/evAkPJq0Lya0z7PlgKsG0xt5qtYI1PTs7w+npKer1OhqNRiBHTLRCwtEN1oRdzMIr4WOhhm2eYR2+Xq+jXq+HXXh0N14uNGpdqZhTwnc6neDOWwuvLv3a2loQ4KiVn6XH531ou3I+n783ysvxMOaS/o9//ON3dR0/CPDB4YNOKS1HPzGxZ8dExcY2WWKxSeXs7GyqDMYsfLfbndrXzsa8wN0mltoOe3h4iMPDQ+zv76NaraJQKNzLzvN6GGZYC8/KAL0NZulV6EOFIevxukmnquQYtjAPwX5+XRi5Iy930rHuvO2608QddQi6aadb+sUwl/SfffbZd3UdzwJ05WnZOJeOclRtILEWnnV2LbkxuUVXPtYVx6/M0LNkyEEcLMmVy2UUCoV7vf2EzStYwnMXXRIeQLDmdoQ1PQ6dUU+pLq07JbKquKPHEiux6ecW209AZ+hTi8Dyo5N+MXhMvwBUZUfXnmWudrs9NZZZVW0kF9tRSS7G7rMedFp5agR0IIeOtuJkmlj8HmvHVcIzvKDSjsIbLctxowq69dTHa287lXbsr2fLq1aAdKNKGwYp8e1ATH72jOdJeh0H7qR/PLxkNwcaSwL3S0ij0SgQiFluJt8oPdWkllpCkkLjdj0n414Sni2r5XIZlUolTN3RkdLanGKVfrTIXKTU81DhDYmlhNcSHRN36sWotNaWFbWDLtZFp+2zqrCzyUvgrq2ZnwcTeTHPxjEbc0mf1A9ylqJLH14raGFbKy03ScHYlmOl2IpqVWhq+bRhRzfC4J70VNYp2WnJgbvchGbodcTV1dVV8DpUxkvCM3bWjSaZyKRLzzwFk3Y6ycZKa3m8WLlPd8xRhaJq7TWRySSexvNO+sUwl/SxCa9Jh1omrXHT4inpKafVFlBadsbp6sbSCpL03PeNQynsJBoA4Rr4vUprNeHIUEPVftzaitNsqKUn2ZVQXDxUaUePgaGKJjUpUrL3ozvtWmWg9h/YcIclPn4mehzP3C8Gj+mXhGbnSW61dPydyk2Bu7hW+9bVmqmeXa2aDuEAEPIJ3BqKLbwkEclHmS9jb1pknRtPK6zuPI/Hc3ExY9JOVXYkPO+b96fDQ0lWSoG1MYfv0Wm4MdJr2dBKit3SPx5O+iVht3TS7Zh0Zrs+sMCdCk1LU7rdFV1gWluNXTmBZjAYoNVqYTweo9vtTjW78No0t6AbUpC8LEuqfl7FLkp4O7yCXgIXESU871mz/jpAlApB4G7unc0/6HgsYHpGv2oF7Fx+x+PgpF8Cmm1W8quwRONQ4I7s9qGmC6xxr8a+XAA4SZYaeBKf74slxHhduoEEpcKaCdf6u+4mq+2r9BQ0GanaAiW8LiKcist97LjDDYCQG6BIh5+tfuV9qRpQd72d1brsmA0n/RMxyxW1ghK7mQOhbr0dvKENJbTwdOttyQu4U7NpIozg8ZU03EmWIYSWv2zzjO0A1PHTSnhaZIYkTDxqD7+WO4G7vMSsicAa0/PaYxt5Oh4HJ/1HgOrtVUjCejYRa7WNlepsNp/ks6o6623wHDZPQAuZy+VCZx5LgHZoJ5N2PCcTlUzaMfmnu8sAmBrRxcWEcwfYy8+FZTKZBJLTe7EzBFXEoyEPSe9Z++XhpF8Slpxqna1WXBHLNFshSix80OScuuxcDOwoaa3z83tm0HUjClYDdChmrB+eSTs7245Zet0AhDJhnfeve9yPRiN0Oh1MJpNQ2tTNPmzVyDb62MqCYzE46ReEWmB15fnSeN5abz2Gxq6W3PpvEpBfdXy0lsd0oixJwmugdl6tu243RYGL9hXYEVdWVKRWWGXCtPCc3sMRXZQIp1IpDAaDIONlIlLHh6tOQkMkJhhjuwE5Hg8n/ZKwlj6mOlPCW6tkXXJ1qTU5+BDprYUHMOV12NHU6tJzd1wm7nSIJVuAY+2xSnoSnh7E1tYWKpUKtre3sbOzg+3tbZTL5aDZZ1/+aDQKsbkSniGRflZKeDuazLE4nPRPRCwGt7BSXtWXk9ws9WnGXMtlsVdMr083mEo+Zs2LxSJKpVLIpGudG8A9FWFsAIbd/VYtMEVEnL7LwaGUCtu97JTESvi1tbWpZCTPM2uqsGNxOOmXROzB0yw6f88Hne9R0iuBab01aacLg7rw6lEQKt1Vrb6q+bRJRcUx7B5U0c3l5eUU4Wnh9f5JWt3ZplQqhRfDBxUVsWRodfhqxel52AVNP2fbgut4PJz0S2AW4VUvHtOPA5gi8Sx33Zb31JWme6yEVwtPQQ9JSMuuWnUdec3z26SdJbwuOExWap8943luZ6UlQK3B20XMljqt626FO6pBsOVPx+PgpH8CbCbeinOswEStvFp6tfKzavmaG7AWUJtjqICjpWc5TptmtK5OqS4baDiQU/vh9XwMB6wWnouKHaWlWnp6FHwxV2Hv17YEA5haoOz7nPiLwUn/RFirr6S30FhVSa8PsG21jc3OV/deXWPWsJWEOrySTTOaQGQtXrvmZs2008y6imVs15z2JVBYxAWAeQOO0NJeBf1MdLHgPVNSrAuGE35xOOmXxKysvUJdU/5bS3Ixa657Ddjj2h10tDxnJap2cCVddL4XuNvCiqSn6s5uCknCk9C0+Jp1p2eju8oCCM1AJL0OF+G0X5KfeQNadDtMQ/9Opb+OxeCkXxKx8pzW6olZKjx9v+7Jrn9jS3+qWFOtPglpRSu0rCS9TYbpDH7uJGtjeJbZdPw2r4UvHo+EpsjHCm94DC4yOmOAo77ZGEQvQ6XF6+vr4fe2euF4PJz0SyDmXqtghNDWWeCOaOqm0+rHYnW7mNATUOUaz6+afbrXsyYfxXIL7LtXt1mviYuMfgbaD0+hDa05Ca8bYvCcnDVAPQDzByQ+LbkltWr9nfTLw0m/JPjQa62ZNWbrxgN3RCMpSQDg/o4usyS+mt1Wkmvcb/MDqvSLvdSSasJNFx117S3JSHKNxzljQMMMnfCjgz1sjz+tvCY1eX8qWNJ7ciwGJ/0SsFZe+99jcbtmmTVG1b56+/DOU/lZNdoswY+1irE+df1qr9FWCwDcuydtEWY8r0Ib/UqvgC4+rTuHkNDK63w9XpcuOrF7cDweTvoloKTXUhm3bKIFVxIC93dh1Z8B9xtvbIxv/17jbP03y1p0k+kqz2sBtqEJz6XXpaSz5UUlv04AUrWdJhB1h17duov5BF1o+D5Ndsau1/E4OOkXhJbSYpnzyWQS+uepxmNiK1aPfuxXLQWq4o+/V8JrLZyusmbj9frprcQ8CHtuDRWsclAXIx57NBqFBKMq7TSHoGTntXIhU9ktj0k1oWrwHYvBSb8ENNa2bZ9KQP6dfq+u8Sz3mt8DmPIS9CvB9zDWpQVV8itBCTusQ2fNcZGy59X4n4uYbe21x2AIw5ZaAFOx/7wxY/xsdPSWHa7pjTeLw0m/JGLZe+0Qszr7hx5Ma9Wt62zjcRtnq5VXwlu1H3A3lHM8HodS2izyxEIRa931WjWrr9dtE4wMO7RaYEMPTZSygYj9BLG9+hyPg5N+CcxLsNGlj2nHNWMfs+qWULHse+zv+R7NovN7LcsRNv62DS322DHYON++N3Ysfm8lxxr2qBCJuQA29GgjTz6f940uloST/iNCH2A+1NoTH7OQsWPMSpbNe0+MRLpo6LHt+4jYYqLQxc7+XL9a6AKo12iTgHoOhh3crLJYLIZZe6VSyXerfQKc9E+EktGWzbSbznaGWVIp4ayl1+PPQ4x8JJE9r43Z+b2eRz0CKwlWL8eeWxOEdnhlbGGgdkErCXTp2SlYLpdRLpdRrVZRLBbDKG0n/eJw0j8BMamsJsFi+nz+PHYs4G5LLYYIPJ4t39nsvcboSlIbZtjYWhcq/p1dkGKyYUt+3TBDy3Ta8GPzG/o56eaWOgSkWCyiXC5jZ2cHe3t7qFarU/P2Yp6HYz6c9EtCS3bcgGFjYyOIVDKZDIbD4VSCz9bt52GWR6Dks24zwwg2prAOPhgMkMlkQoIvlUqFGD+2CKgnoIuZVempMIn7zJHwummGdvnZDThYXdAk4Pr6ehjtxV16t7e3sb+/j+3tbRSLxal2YcdicNIvARKeAysKhULYHkr168xOq3T0MYQn5hFerfks0lP0YptZ9BWbrDuZTKYSfFy4VJOgpTMuetpqa3fKARCacPQa7VTd1dXVMOaLm3ZyjHatVkOtVkOxWPQk3hPgpF8QSoRsNotCoYDb21usra2hUChMCUy0X37W0IdZLn8sfrfhBICpcELLdrqHnUpddd89/nxWj7rutkOS6xZV+tIFQLe31qYctfR2kAZjep5LZ/vpi5l7j+eXh5N+CWhmmcKTfD5/b9dWm1GPJeMeynzbv7P5A4LWngsNia9SV+1sY2srFwC62rx+El6HcnAEF8dhcVCHEl63t1bFnL0+OyJMP1c9J89hd6r13W2WR+qBjLC3MEWgtfFZI6ltjByrs9ss+yzowhBLDOo12YYba/lJcHa3xXaxpdVdWVkJuQqSnoSPkd22GNu8g16fqgS1Rq/JQLuDrvbwewLvUYh+QE76JWHLX9Z1n/U1hsda+Xnf22uy5UO7AGjMz1hft5pmCGP3hOcrRkaba9BrjGkA9KWejCryYjmMx3xmDgBO+n8eHkPsp2CZB1wXoJhgSD2UmFTX9hZoGS5mza3ltV7IrGucdZ+P9YIcc+GkTyqsAMe+YglG4H55cFZo4aT8wcJJ73AkDFHSe83D4UgYvGTnCJjl9bn7/uOCk94R4OROBty9dzgSBie9w5EwOOkdjoTBSe9wJAxOeocjYXDSOxwJg5Pe4UgYnPQOR8LgpHc4EgYnvcORMDjpHY6EwUnvcCQMTnqHI2Fw0jscCYOT3uFIGJz0DkfC4KR3OBIGJ73DkTA46R2OhMFJ73AkDE56hyNhcNI7HAmDk97hSBic9A5HwuCkdzgSBie9w5EwOOkdjoTBSe9wJAxOeocjYXDSOxwJg5Pe4UgYnPQOR8LgpHc4EgYnvcORMDjpHY6EwUnvcCQMTnqHI2Fw0jscCYOT3uFIGJz0DkfC4KR3OBIGJ73DkTA46R2OhMFJ73AkDE56hyNhcNI7HAmDk97hSBic9A5HwuCkdzgSBie9w5EwOOkdjoTBSe9wJAxOeocjYVh94Pep7+QqHA7Hdwa39A5HwuCkdzgSBie9w5EwOOkdjoTBSe9wJAxOeocjYfj/ra04easn3N0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 31; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 32; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 33; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 34; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 35; current eta: 0.5, current beta: 16\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 36; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 37; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 38; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 39; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 40; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 41; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 42; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAADnCAYAAADVeFABAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAx7ElEQVR4nO2dyW6jWZbf/xTneZZIah5DCikjs4FG1aYBo8rwwrnojZ/B8M6bXtUDFOCtX8FL77yoJ/CuuhooZ2ZHhObQSIriPA8i6UXg3Di8+khxiIzMyO/8AEKpkER+ZH7/e889o2UwGEAQBPOw8EtfgCAIXxYRvSCYDBG9IJgMEb0gmAwRvSCYjJdEP5DHr/Px9PQ06PV66vu///3vg++//35gsVjUw263D30/zUP/2++//37www8/qNfr9XpDry+PX+XDENnpBcFkiOgFwWSI6AXBZIjoBcFkiOi/UiwWyy99CcJXioj+K0VqJoRZEdELgskQ0QuCyRDRC4LJENELgskQ0QuCyRDRC4LJENELgskQ0QuCyRDRC4LJENELgskQ0X+lSO69MCsi+q8Uyb0XZkVELwgmQ0QvCJ+R//P3O3z/P/8v/uv/+hsK9c4vfTmG2H7pCxCE3wqP1Tb+5X//Pzz1B3ibriDqfY//8V/e/NKX9QzZ6QXhM9Hq9vDU/+RrqbaefsGrGY2IXhA+E6sRD/7bf9iCxQIkAi789/+4+0tfkiFi3gvCZ+RP//kA//KfXsFh+/Xup7/eKxOEr5Rfs+ABEb0gmA4RvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvTAzUt77dSKiF2ZGGnl8nYjov1JEcMKsiOi/UsS0FmZFRC8IJkNELwgmQ0QvCCZDRC/MjPgVvk5E9IJgMkT0wsxI2PDrREQvCCZDRC8IJkNELwgmQ0QvCCZDRC8IJkNELwgmQ0T/laKHyywWCxYWPu//Tv4aNptNQnS/EUT0vyH6/f7P9tySfffbQcZafaXoIuz1emi1Wup7i8Uy185ssViGXqNer6PX6418feHrQXZ6YSJE5L8dRPRfKfpO7vF4sLm5Cb/fD+CjSLvd7szPPxgM4HQ6sbCwgKWlJRweHsLr9Y58feHrQcz7rxRdcIFAAL///e/x+PiIf/3Xf0Umkxn63Wl3aovFglAohK2tLfzjP/4j/vjHPyIajaqff26nofDlkP9zXyn6Tmu327GysoKtrS2EQqG5n99msyESieDw8BD/9E//hDdv3sDn8839vMIvj+z0Xyn6Tt9qtdBoNNBqtYYcbrOwsLCAYDCIRCKBZDKJaDQKj8cztLvPY9pPYnXI0eHnQ0T/G6DVaqFUKiGTySCbzaLZbM70PBaLBQ6HA+FwGBsbG9jb28Pa2hqCwSDsdvtnE6II+pdFRP+V8/T0hEqlglwuh3w+j3K5jE6nM/Q7k+ysdrsdHo8H4XAY6+vreP36Nf7hH/4Bh4eHWF5ehs/ng9Vq/bnehvAFEdF/5bTbbRSLRTw+PiKXy6FWqz0T/UvYbDZ4vV4kEglsbm7i8PAQb968wcHBAdbX1xGJROYWPC08+lcdsgL0r8LnQ0T/GRh1Ixulyn6u17JYLOj3+2g2myiXy2qnr1QqeHp6muo53W43lpaWsLu7i++++w5v3rzB3t4eUqkUQqHQ1IIfDAZDj16vh16vh6enp6FHr9cbej9WqxVWqxV2ux02mw02mw0LCwuwWq0qzVhChfMjop+DwWCAfr+vbuB+v4/BYKBuTKMH3biA8W42zQ399PSEVquFSqWCcrmMWq2GVqs1legdDgeCwSCWl5dxcHCAb7/9FkdHR0ilUvB4PBMLfpTIu90uOp0OWq0Wms0mms0mGo0G2u02ut2uulYSu9PphNvthsvlgsvlgsPhgM1mg91uh91uh8PhUIuCiH82RPRz0O/3h27mTqejRG+1WtUuZfRYWFhQD6PFgcPj7CQsAOh2u8prT0KaJv9+YWEBHo8HsVgM6+vr2NnZwdbWFpLJpEryIeh96dC19Pt9JfROp4N2u41ms4larYZarYZKpaIe1WpVRRoogchqtSrBezwe+Hw+eDweuN1uOBwOuFwu+P1+BINBBAIB+Hy+z+pcNBMi+hkZDAZ4enpCo9FAqVRCqVRCo9FAr9dTpqnRDsV3LqNFQBf+qMQasjC63a56kKUxKXSWj8ViWFlZwfLyMqLRKNxu99D7fMmk5oJvt9toNBqo1Wool8soFArq6JHL5VAsFlEqlVCv19FqtdRCabPZ4HA4lOi9Xi/8fr/a9X0+H2KxGFKpFFKpFGw2m/rshOkQ0c/B09MTms0misUistksqtUqer3ekMhdLhecTqf66nQ64XA41M/tdjv6/T5sNhsGg4ESP/BJ8Lrg9DMzF/pLiwVnYWEBTqcTfr8foVAIoVBoZpOezPput4t2u416va58Del0Gul0GplMBvl8Xom+2Wyqcz1ZR7Sru91ueL1eZeIHg0GsrKyg3W7D4XDA5/PB5XKJ6GdARD8jdJ7vdDqo1+uoVCoolUro9XpDIqfzrZE4+aPf7yuhjjKl9b/Vjwh0XfzrOCguTyJzOp3KaTbL50GPfr+vLBE6z5OJXywWUSwWUavV1HGEjiT0nujMTguk3W5HIBBAs9mE3W5HJBJBPB6H3+8XE38GRPRzYOSZJlOXTG2jUNWoB/A8vXbUDc1FT3ABTQI5z8hpZrfbZ86pp+vmuzWdzX0+H7xeLxwOh9qZuWXAPwOLxYJWqwWbzYZmswmLxQK73Y5mswmn04lYLIZisYh6va7+VkQ/HSL6OSFnHZn0g8FgaOfkZj2Z8xSK4ru0Ho4a5dDj/02WQa/XQ6fTUd7wSYVP5r3H44HH44HL5YLNNnxLTCooi8Wijij6IgZ88kHQuZ+H7Lrd7rPX6fV6Q1aQ1WpV1lSpVFL5CFLyOz0i+jmgnY2HmgaDAdxut3JAkfD5GZ6cfKMceJPs9FzsFAZrNptKUJNgtVrhdrvh9/sRCATUbjztzsmPG2Ru0+dC75d2eLKK+FHAYrEoi4mejywO+jk5TcvlMsrlMur1+jPRy64/GSL6OaCbkzzPTqcTAJS5zB13tDBwERh57ul5X7p5e70e2u02arUaSqWSitOTF38SPB4PQqEQYrEYwuGwCoPN81nwBcBqtQ4tcNxnwc/+9XpdPQ8di+hn3GIg52CpVEK1WkW73ZadfgZE9DPCz7Bk2rtcLgBQYudmPRf8Szs9fw2Ch87IgVitVpHP5/H4+Ih8Pq92v0lwu90Ih8NYWlrC0tISIpEIPB7Ps9cbhe6Y5J+JLnq+uNHf6g68RqOBbrc75Pik3wU+5iQ0m00V56f3+nP2BfytIqKfA7qxSfBkiuom/SjBj0vUMYKESOm3hUIB6XQad3d3eHx8RK1Wm8i0t9vtCIVCSKVSWFtbQzKZRCAQeHaeH4V+btfP7/TVKCGJ7/b0u/Te6XhC75GXCPf7/aGEn0ajIWf6GRHRzwE5r0jYdAMamfTcrNd3+ZdSczm0y5fLZaTTadzc3CCdTqNYLKLVak0kAq/Xi+XlZWxtbWFzcxPJZBI+n2+i87BR1MHIwci/H2XJ8J/bbDZ1ROF+CR7upByAVqulfkd2+ukR0c8IN2G5aQ9Ane9J7LrzbtIdXhcw3fi1Wg3ZbBZXV1e4vr5GJpNBqVSaqCee0+lEPB7H5uYmXr16hY2NDSwuLg5dP70/HaPzOP8sjDIJ6d9sNpvK9OPndfoZfV5Wq1Ul7nQ6HbXb02vyDERyCArTIaKfA917T+hiH5d7b+S1H5VV9/T0hFqthoeHB1xdXeHi4gLX19fI5/MvFtrQsYMLfmdnBysrKxOb9hQxoB1WrzPgr8W/Ap966jmdTgQCgaFFg3v67XY7CoWCMvEp1Mdfnx7Tph0LHxHRz4EuehIpP7sbneOn3eGBj2Zuo9FANpvF5eUlTk5OcHFxgXQ6jUqlMtaBt7CwoHLXt7e3cXR0hMPDQ2xsbCAcDsPhcLz4Xkl87XYb7XZbxdHJiTlJOizf1f1+vxItmfd6eI9bBLrAReyzI6KfAy56vsvSTax7r8cJfpzwu92uEvz5+TnevXuH4+NjXF1dqV3eSAQkSq/Xi6WlJezs7ODw8BBHR0fY3d3F0tLSUHHNKMiPQIU0jUYD/X4fDodD9c6jUN+4DEL+2ZDjk5yf9O88Pk/JPLTDc/8B94MI0yGinwP9XE87/TTltIRR0QwPzdEO/+7dO/z00084OztDJpNBtVpV6agc2lEDgQCSySR2dnbw+vVrHB4eYmdnB6lUCoFA4MW4PHnNK5UK8vk8CoUCarUaFhYWEAgEEI1GlRNzUhGSwGnHp2tfWFgYMunJqqDsPSpmorO/CH82RPRzQjcwL5jh4p4lLEfhqlarhXK5jEwmg8vLS7x//x7v37/H2dkZ7u7uVD883YNN6bWRSAQrKyvY39/H4eEhDg4OsLm5iaWlpYnq0QeDATqdDiqViooUPDw8oNFowOVyIZFIqDr3SeBWDRe+z+dTDkIqF6bQXLPZVE47WlwpOjJrcZDZEdHPAU9E4Z1ceOxZf4wSvF6eWq/XUSgUcH9/r87wp6en+PDhg/LWjxK8w+FAIBB41g1nY2MDsVgMXq93ojM4dxxeXFzg7OwM6XQa7XYbkUhE9cYnE3xaAXIryev1qrRiOkZUKhV1nCDnIaU4k7dfRD89Ivo5oXM9v+m56EfFqblnnu9y1P4qm83i+voa5+fnOD09xfn5Oe7u7pDP51Us2+gcb7PZ4PF4sLi4iJ2dHXzzzTf45ptvsL29jVgsBpfLNVElHXUFyufzuLq6wvHxMd6/f49sNguLxYJ2u41oNKqcepNgVF7M05g9Hg8CgQAikQgqlQoKhQKKxaI6wgAfcwy8Xi/cbvdcVYFmRkQ/Jzwdlze/0FNS+b/rkOCpIcf9/T0uLi5weno6tLsXi0Vl7o7CarWqc/zW1hZ2dnawvr6OeDw+kdOOrocnAF1cXKhoQbFYVA0uRqXCTpLCa/T52e12VQAUCoUQDocRDAZRKpXw9PQEi8Wi2mXNWhwkiOjnQhc1T0bhO/pLZ3g6vxcKBdze3uLk5ARv377F8fExbm5u8Pj4iEqlMtRIchROpxPhcFil2K6srCAcDg/lEbzEYDBAo9FALpdT1gYtPK1WSzkYeWXcJM9JX43Kb7mp73a74fP5EAgEEAwG4fP50O12YbVah3rkORwO2elnQET/GaCbVjfxX0qp5cUzlUoF9/f3ODk5wU8//YS3b9/iw4cPyOVyKs/8JRYWFuByuRAKhZ4V0ry0I/Jr7/V66ix/fX2Nq6srZDIZlMtlAFDTa7kvY9YUXr7r894ELpcLXq8XPp8Pfr8fT09PsNlsSvTUMFNP+RVeRkQ/J0Y3nZHY9fAc3exPT0+o1+vKWfb27Vu8ffsWFxcXSvCTFNFYLBZ1Lg6Hw4jFYohEImpH5GmxL70PWoQeHh5wf3+Ph4cHlEoltNttOJ3OoVLiSdpR6yLnSTdGlXpc+NQks9vtwuFwwO/3w+/3w+v1iiNvRkT0n4lRAtfFzr8nZ1mhUMD19TVOT09xfHw8tMNP2hCDzsOhUAjxeBzRaBSBQEBlCk4KZf4VCgVks1k8Pj6qTr/UwYbMb2pTPU58RmLXRT/OuUe9CegMT+d5oy4/wmTIp/YZ4J74l0x6frblZj156a+vr6cWPMXlyaxPJBKIx+Pw+XxTCWMwGKDdbqNcLuPx8REPDw/I5/OqtTcdH3j33FHxfv0MT0LX+weOEj6l7NIZv9frqcXG4/FInH4ORPSfiWnPljR4krzj5KV/fHxEvV6fSPA8wYUScdbX17GysmIYj3/puqiLTT6fx8PDA7LZrMoHAD5aEz6fD9FoFIuLi4hGo/D7/UPHB84owfM8+lHpw5TCTKKnGD2F6ybN9xeeI6L/GeBm/KjimXq9rlJrKQ7P02rHoYe4QqEQlpeXsbOzg93dXaytrSEWi8Htdr/o3ebX2u12VcpvOp1Wvfy73S7sdjv8fj+i0SgSiQQSiQSi0ag6Wxs9L88u1Hd5/l7oK89v4IVMlKdPuzzv3Cs7/fSI6H8Gxpn21OCRBH98fIzT01Pc399PVBNPxS2Ut04i3NzcxO7uLnZ3d5FKpRAMBieKY/PFqdlsIp/PI51O4/7+XrXgAj567CORCJLJJFZXV5FKpRAOh+F2u5UjjxYQXfBGpbB6KFNPXebOQirq8Xq98Hg8ypko4brZENHPyDjzlMOLZ6gBBvfUv3v3Tpn1zWZzrFlPKba8v93q6irW19exubmJjY0NrKysIB6Pw+PxjPWq69ZIq9VCsVhEJpPB7e0tstmsmoDrcDiUNbGxsYH19XUkEomhhYWLnQueF8vwwhqjHAdeq0ALG/XOp2pBcujJAMvZEdHPAXdAjQqHUfJNp9NRgr+8vMTbt2/x7//+7zg/P1dFLON2eSqTdbvdiMfjWF5exubmJra3t7GxsYHV1VUsLi4OdbWdVBSdTgelUgn39/e4urrC7e2tWoSsViv8fj8WFxexsbGBra0trK6uqoXFyJlGoudjqY0Ez/+WqhP7/b6q0eeip/x8Mu/FiTc7Y0U/abbVbw0jE1S/wfjNyrvI8J2L96Wnarnr62ucnJzg+PgYZ2dnuL29VTHwcVANejgcxvLyMl69eoX9/X1sbW1heXkZsVgMfr9fnXdfEgX97OnpCdVqFel0GpeXl7i4uFDXRM6zWCyGjY0N7OzsYHNzE4lEAoFAwPD4oO/y1OEW+CR42tH5hB6+ePJwncfjUe2xaCjHPOO3hBdEP293Et2jq5/7PgcvPdc4h9qo350EPjWWTHJeXEMxeGpTnU6ncX19jYuLC5yfn+Pq6goPDw+qPHbc9ZGX3u/3I5lMYnt7G/v7+9jf38fa2hoikcjQ2KhRDi49rEiOu3Q6jfPzcxwfH+Py8hLZbBbNZhM2mw3RaBRra2vY2trC9vY2VldXEYlElPCMXoOf5ak6The8fp1c9LyluMfjUZ81TQ6ScN18jBW9JD88hyrh+IPMV9q5KAbPBX9zc4OrqyvVvTafz6NarU7Uu51GSlNYjgS4traGxcVFlSDzkjebC4zi8ZlMBqenp3j79i1OT09xe3uLcrmsiltWVlaws7ODvb09FRXQ/QV6GysuenpvRn3wuQVFz8HP9CR8sppoipA48eZDVD0FNGyB5qlVq9WhszjdiJTVViqVkM1mcX9/r9JZ8/k8KpUKWq3WRNNoKPGGKufW19exsbGB5eVltcPT+X2SHHjeM//u7g5nZ2d4//49Tk5OVPutXq8Hn8+nogKvXr3C1tbWyOYb3NrSY/P0HowGX+jXSgsm/S6l4tJ10zlfnHjzMVb0P/7445e6jl8cfhNR00cq86QJqqVSCblcDtlsFvl8HuVy2dDjTk0wSqWSmkBTLBZRKpXQarWUOf/SsYTO8bTDb2xsKA99NBp90UNP6M7EfD6P29tbZdKfn5/j5uZG+Raopx4JfnNzU7XXGhcG1IXPzXl9qs+oBYrH6kn4tICQ115M+/kYK/o//elPX+o6fhXQTtNoNGC1WrGzs4Pf/e53WFpaUp73fD6PXC6nmlno5jmdY6n7S71eR61WUzv7pJl2PDS3vLyM7e1t7O3tqXZXfr8fTqfTcFCGHkmgUCFNxLm6usKHDx9UyWw6nUa5XEav11POwrW1Nezu7qpzfCgUmiiPXxc8iXeUWU8Y+X+MEnZE8PMzVvR/+ctfvtR1/Cr5t3/7N2QyGayvr6NeryOXy6kxydVqVdWW62WpelPHl4Yy8O65lIFGwyWXlpawvr6O3d1d7O3tqfp4t9s9VkB0Le12G6VSSUUOLi4ucHFxgQ8fPuDu7g65XA7VahVPT09wOp3wer1DyT7kKJyk445eI0+7uj7E0uiaR6Xw6u9rkiOMMB4504+hUCjgr3/9K969e4der6emrnQ6naH56sDwTkXe5klGLtGuTq2iwuGw6hoTj8eRSCSwsrKCtbU1pFIpxONxeL1eQ2eWvvjwRhjUhYfChNlsFuVyGa1WSxXTOBwOhMNhrKysYHNzc+p0XoIET+9vErOeo3v/KeQ3qhxXmA4RvQHcTL67u5v4b6a9GXmb6qWlJSSTSSSTSSwtLSEWi6kHlcoGg0HlqTcyc7ngqUaf+uT/9NNPQ332eGMOsjAoJLixsaEiA36/f+LCFj0Bh557nFmv/z0JnubWtdttdLtdZebLKKv5kZCdAXS2n2Q2HDHtjWixWIaq43Z2dlS2G3W8obZQvLLspU41tMM/PDzg+PgYP/zwA3788UecnJzg/v4e1WoVzWZzyApZWFiAx+NBLBZTab2UgEPFNOMacLx0Fp+k7Tc9uOBppl2321X/TxwOx5CFJUzPWFVPWs8tTA/ls6+trakhFFQsQx1vKDw1jWncbreRy+Vwfn6OH374AX/729/w/v17pNPpkaOsaXBFIpHA2toalpeX1RALYhIHHv2enls/STUc7fLdbhetVks5QMkJarPZVB2A1+uVabVzYM6tfApecjjNAmXXpVIpvHr1Cm/evMHR0RHW19eVk27aTq9kmZRKJVxdXeHdu3f48ccf8f79e9zd3aFarRpmRwJQDTiWl5exsrKCZDI5sVk/qgEGF/0k74OHFRuNhmqBTTkNJHqXy6Wsn3HWhzAaEf0LfG4z0mKxDM2WOzo6wtHRkepLT2GxaW9mamaZyWRwdnaGn376CcfHx0in088EDwzvzJRfn0qlkEwm1cIzDaOEP+nf8l2+VquhVCqpvveNRgM2mw3dblf5HmZpBSZ8RET/hXG5XFhcXMT29jZev36Ng4MDNXmGC82o0YQO3+k6nY7qtXdycoLz83Nl0us59/y5PR6Pqtqjwh3qdqu/htHrv7TTT7PL0zirSqWCYrGIfD6v8iGsViu63a7q9hsOh+FyuSaauCsMI6L/gpDgt7a2cHh4iNevX2Nzc/PZ+RmYvvinVqup1lvkpS+Xy8/O8FygDodjqM3W8vIyQqHQxLPqeYWhfu3TCF437WmkVbFYRC6XQ61WAwAl+kgkMtS1R3b76RDRfwHI+RSPx7G1tYU3b97gzZs32NnZUQUzsxSQ0Lm82Wwil8vh6upKxeHz+fyzcl1dnDTvbmdnR02y9fl8E8XkjdpYz9K+itfedzodtFqtIeFXq1WUSiW1KDidTtWjLxgMqtp6YXJE9D8zXq9XTZzZ3NzE/v4+Xr9+jb29PSSTSfh8vqluWt1Ub7fbajLOxcUFrq+vkc1mVctq+l1d8BST39vbU9NsFxcX4Xa7nxXT8NfWq+j0PgL0N9Ps8vR8nU4H7XYbrVYLzWZzyItPFY0Oh0MdR+LxOAKBgIh+SkT0c0IZZ7TLUXjNarUqwVOXm1evXmFvbw+rq6tIJBLw+/0vzofX0XPqy+Uybm9vcXZ2houLi6ER1gQXPE/COTg4wNHREfb29pBKpVRxEf2NLnjeQ4AqBOk9z9Kokpv2vMsOPbrdrmpC0mg00Gw24XA4kM1mUSgUVNfgSXIJhE+I6OeA6rt9Pp8avsDbPIVCIRX7ph52dG6muvBJ0W9o6nhzf3+Ps7MznJycqCEZrVbr2d9bLBZ4PB5Eo1EsLy9jd3dXRQ7W1tYQCoVGLkCDwfDceKoUBKDKX6dptU3PyY8JvP6eHrrwKU6fy+WUV9+s3Z3mQUQ/A7z1dDQaVa2qKL7u9Xrh9/sRj8eH0mvJHJ12dweGPe80JCOdTuPs7Azv3r1Ts+Or1Sp6vd5QOypahGKxGFZWVrC7u4v9/X3s7e1hfX1djbA2qpGnUFqz2VSFRvV6Hb1eTzWrpLz9SdEz8IyaZ9Lv0a5PKbnUz6BSqaBerw9lTcouPxki+imh/u+Li4tYW1vD+vo6UqkUQqGQGsHE56yHw2E1iokq415ilJlKLbioiSV11D09PcXd3Z3qXsuFHggEEAqFEIvFsLy8jPX1dZXym0wm1XXrVgcJst1uo1arKU86jcu2WCwIBAIYDAZwu90T5zMY+QV4JSJ/7/Q97fjtdhuNRkM9qPBJmA4R/RRQ7/VUKqV2S0qdpWQRavFEE1enNeOB584zXqPP59dTz/yrqysUi0XVUopmvsXjcWVlpFKpoYy7eDyufApGzjpqC1Yul9Xwi0wmg2KxqJpUdrtduN1uJdhR9fz6c+uNM6l5Jnc8ckuD/z45+6gQRy9tFl5GRD8FDocDsVgM29vb+O677/Dtt99iY2MDkUhE7eK81dMsZjyH5tZTWmo+n0cmk8HV1RUuLi5weXmJm5sbFAoFdDodtdhEo1EsLS1hbW1NzahPJBKIxWIIhUKqa67R7k6CpyGW9/f3uL6+xs3NDTKZjEqUofdMc+q5yc6jBfquTbs7ib3T6ajmIlz09Df8fM8n5fDzvzAdIvoJoc6wGxsbeP36Nb799lscHR1haWnJMFY8y86jh68ajQbK5TLy+bzabW9vb3Fzc4O7uzs1kIJGPoXDYeU4XF9fV4Lnc+p5Pz2j16fR2blcDre3t7i8vFSx/0KhgG63q5Ji2u22YcUbF74udr6768Lniwc9j9GDf76yw0+PlNYawHcaGiMVCoWwtbWFo6MjvHnzBru7u0gkEkMpq0boN+ko+v2+OrPWajWUy2UUCgU1PTaTyeD+/l6Nj6b+fBaLZcjHsLm5qUp0E4kEIpGIcjKOuza+w/PGG9QwM5vNol6vq9Acr2vnZjvvY8/Ta6n5CJnl/ByvN8zgHnz6Gf9/wy0qaZ81PVJay9CTWCjPOxaLIZFIYH9/H9999x329/eRTCYnKkqZpKT06elJDcR4fHxENpvFw8ODEvvj4yMeHx+HOun2+33YbDaEQiHV+GJvbw87OztDDTDGtbniixsdJSjR5/T0FO/fv8fFxYUarDkYDODxeNTfcoHTDk7mNpnk7XZ7KM5OLcR4Us/CwoKKEvDZd0Z5/bw9NjUT4Z+lLAAvY86tfARGHuj9/X0cHByoXnWvX7/G2toaAoHAs+kswPQ58+Qdz+fzuLu7w83NDa6vr9WuTl10K5WKiktbrVZVGbeysqKaZlITy1gsplpVj3p//DrpOsrlsnISnpycqGk31DSTRKa3oiZx0/NzT3u9Xke1WlVNQmkjoU6/VDRjtVqVo46Ln18vn2LrdrvVNQjTIZ/YGJaWlvC73/0Ov//971XvOkqu0dNOp4XCb5VKRTnnzs/PVSrtw8MDSqXSs9AU98yvra2pQRTb29uqAceoiMGoczx1y81ms7i+vlYTeGiHpzAgCdXtdis/BvUOpOd+enpSzS/K5bJ61Ot1tTBQLkMgEIDf71c+AgoRco8+LSS0wFAylNfrHTllRxjPWNH/8z//85e6jl8FZGbWajXYbDYcHR3hD3/4Aw4ODtSMOL/fPyT4aU1KMllpZ+Ujpej8nMlkVI98ahVlt9vh8/mGsvxoHj31pacCFN0CGVcaS0cLao99fX2tGmfSbHqK+/t8PiVSqgqkvy2VSqqvfrlcRrFYVFYKdQ4eDD7OqaP30e121efhdDrV58IjAmTS04ITCAQQDAaVn0JEPz1jRf/nP//5S13HrwI+oQYAfD6f8nrTz+bx0tMNTsMw8vk8bm5ucHZ2pgZaPjw8DI27ovAfJftQHv/Ozs7QaCsaRDGpBcKz7eh4kclk8PDwgEKhgEajgcHg41w5LlQSHHWyKZVKqqtutVpFsVhUzS9I8O12Wzn5vF4vgsGg2vHJRKfroXM/z7TjrcGplj4QCEiF3YyMFf3R0dGXuo7fPNybTef4QqGAh4cHpNNp1ZK60+moppm8W240GkUikcDGxga2t7exubmJlZWVofP7tAsQ7fIk1mKxqPro2e12NUGHinRCoRBCoZBaBOv1uvI1UHsreh5Kk6WjCfkCyDfQarVUkg3l8dORh+YDUkGPxWKBw+FQYUkuenHcTY+c6b8APKRFTi8KzTUaDSUKCv/RDkvnV4oeUKdaCseRAGcRvN6EkgparFbrkGVDk3Y8Hg/8fr8aFU0DOqvV6pDY6fxORxMy0akSkc+3o9fgxTW0GFAkgI42FJok0fMJP4QsAJMhIbsx8LDUrDcUTyrRs8kWFhZU4Q7V1tNOT86ucDiMxcVFJBIJpFIplVlH4bhp49T8Oih+TsMuPB4PIpEIHA4Hut3ukKeefBoAlODJlM/lcigUCqoYRx/fTUcUm80Gt9utUpQ9Ho/yQehlu3zBoOsgayMYDMLn803dPFT4yFjRm/UD1Z1zk7Z/HvUz/UGOsWAwiGQyCYfDgcXFRRWSs1gscLlc6iaPRCLqEQgE4PF41Pl9Fp8CiZ52XV5E5Ha7lZedT6cBPg3mJMFns1k1zLNWq6ke9TwfnnoL0BEhEokgHo8jFoupllfU/46m7fCUXKvVqkJ75MQLBAIqQmHWe3QexopenCQvw7PSJvk9MlfJlKd4Ox9dzUddUZkuVemNmm4z6TXyNlcU+/b5fAA+dvmh1FpgeGIOTe2lFlaFQkFlB1YqFZV0w5+bnp+GYtIRhVKDg8EgHA4H+v2+OhLw90Wfg8Vigc/nQzAYRDAYhNfrNawdECZDPrU50XPCCb1yjURApirtfoFAYCj9FPg0z52Kdnj2mZ43Py5kqC9Ieu467aILCwtwuVzPMuH0kF6pVBoa2U0Zgs1mc+j6CZvNNlTHT6O2U6kUotGompHXbrdhsVjQbrfVe6X3TeG8YDD4zLSfpa+gIKKfC+6R18tCjYpa+MjlwWAAl8tlaCHwYhL+PC+J2+j7UZYIWRy0+OiLFx0BqAvPwsKCKrUtFAooFAqo1WrKMuAVb7xdWDwex+rq6rMUYZ/PB5vNhn6/j0ajAQCqyIiPsiJnHR1z6HhDNQDC9Ijo54AXlHCTmDzV+igqIz/BpK2ljL5O+zsEicXISclFTznytBvz0B7NxCOTngueJvgsLi6qkdfUfJOb9ZTCS113KLJBMXqyPqiUl4Z4Snx+PkT0c0BhL36j0i6ul7DqO/8sDiheEDSq5FTPrzdadMYtONz3QOfzTqeDer2ups6USiXlpdcHYVIiDwmeBnpQmnAwGFS7Nx0f6DOjyjvgY6iQCoscDgeCwSCi0agk5XwGRPQzQk4xMkl5Xjk/w09qotNzvvSa3APPH7rYycrg1sa4BYCeX680pFx6LvhGozHkpQeGBZ9IJLC1tfVsMGcoFFKCt1gsKuOQFgBaQGw2G7xer0rdpYxEClXKeX4+RPQzQjsTpZ9Sn3kqt6Wa72mSR8btvLrYeQmq7jHnDr9pFh8SPH3lVYAUk6fSXr1FltVqVSY9F/z+/v6zHZ5fg15/Tx5/r9eLTqej8vU9Hg+CweBMyUjCMCL6GSHRNxoNFcrq9Xoq/EXx7c9hhurxdd4bXh84Qa83apef1IfA3x8V0JTLZdRqNZU2S89HOzM36b/55hvs7e2pqkQ+mFMvBKKIBhc99eDjeQ2UDSjx+fkQ0c8ImfZUOFMoFPD09AS/368y6mw229AgDGC2Ah1d8LzzDE9iAT5FCPTHpK9NouQ1AlQeS4VAfJEhgcZiMSX4w8PDZ4IfZ/HQYkUOPYoo8Px7qgEQr/38iOhngIuCN6xstVoIBAIAPu309HXW7Dk9fZf3iNdDZLTI8Necdb4c9bqvVqtqhyeznnZjiu/HYjGsr6/j1atXODg4MDzDj4KujXwC/L/19yiC/zyI6GeEYtiVSgW5XA739/doNBrw+Xwqq46EyHfbl3bdl87weniMvw7lt/NFZhbB6xNkqSBnMBio17JYPlYChsNhNUDj1atXhl76SeD+CG7+6/6KWd6TMIyIfgb0824ul1NdZlwul9oN+YN2ReB5vN4omYZudp4nzwVAzjraFflRYhbB88WGRN9sNtFsNpVJT2mxJHy/3/+s3Jfv8JO+vh7W1L35/DMxGo0tTIeIfga4+Ut15LlcDqVSCQ6H41laLXdgcUeULnh6bj0kp3vo+bBM/THPbkiC52OkyJlGHnW6FrfbjXA4jNXVVWxubmJtbU0l3uhe+kle1+j9c6cl8KllFn+vwvSI6CdEz3HXz7ylUgmlUgkLCwuq642ek9/v99UkHN3BR69hJHo9Z56b9Tw0OKvgdaFRaStPlPF6vQiFQurcTXX+fGIOvTe6lnF1AeOugRYdaqhBiU9UnEN1CcJsiOhngMfoqeMrzVejm1bfoXmOPp8wo595R4keGDZ/uehnFTw36Y0Ez3f4UCgEACok6ff71SSdaDQKn883dIafVPD6saLb7SpfAnXRpeo7sjTIky9ZebMhop8Bfu6l3Yg6vujDGniaKgm41+uN3PGNUmsJLnj97D7r7s4XJN7EgvwSVAnY6XTgcDhURZzX61UFMLz7rtF1vwTf3Y367DUaDZV/3+/31fgu2e1nQ0Q/I1woPIxGZ2A9RZWLk4RBu+NLwjfyXs/rrBsV/6dJNDwpxufzYTD4WBVIiTlOp1N1xbVYLEOfBXcyAi9nGvJIyOPjI+7v7/Hw8IDHx0c1JddutyOZTMJms6lmGtNEB4RPiOg/A7pJTrtkvV4fEqgeTqO/0Z179Jz86zTXoj+Hfo38qKHPmOPDJkj01PDDZrMNdbalvvc0xYZMbnp9/fiiOy55+W65XEYmk8H19TWurq5wd3ennKPtdltl6FGqb7vdhtfrFdHPgIh+BnhM2SjxhkQFAI1GQ4XVKKOMt6AiMdK/GwmfXpNCWaOOAEYLhtGObmSh8H/nU2QpKcbpdKqjChXbUEbiOAvFyIqhr3wcdjqdVsMyLy8vkU6nVTVfp9NRhTaJREK11abzvTAd8onNCHmQnU7n0A5HNzWJnrz85XJ5qAsOPwP3ej243W4VAzfavXQHnv4z3dTnZ3XuoKOW0/pceD0vgBYFPmJKb145GAyG/BnU7lqfQ6cvjHpGYyaTweXlJY6Pj3F6eoqbmxs8Pj6i2WyqSrter6dSgfUqPwndTYeIfgYoDZWPeNJNW+CT+Uo57LxVFu8ASzvZKOHzczwlxtANr+fXA8YdbynRhjrTkED1ZBd+BCCBU8yeOy3p78kSoPJi3kyEHtShhyfddLtdVKtVPD4+qoEfZ2dn+PDhw7OBH4PBQDkRqRef0YhsYTJE9BOiZ9HRmCWv1zvUqJFnl9EOZbF87P9GxTkkUJ75FgqFlCec98PjdfE8v55mv/FxzdxJyPvI1+t1FQKjnZIPlKDr1Z9DHzNNo6Ypds6TZqjFFfDJCtKbeNLzkvVTLBbVHL/Ly0s1w48abRrt5JKKOz8i+hmhYRTUw53CVjSiCRhOpaUGk3SzkqCopXQ0GkUoFILP5xua5Mrj8SR26kVPwuLnZr6Ttlot1Go1VCoVlTzEi2f0zjcAhp7DqJSXdnh9kEW324XF8qlfP3Xw5Ysh78RDNfqZTAZ3d3dIp9OqlTYJnq6Ht9GmabWzdAUWPiKinwF9p/d4PMrMp97tANSNy1NyuZBo96eW0jSuicTCz/82m21o8AQ9dAHw8zIfN1UoFJDP51XtP5n4ZCYb5RTQteoOQX5e59Vv+qgqsgYoEkChPVqMisUiHh8flZeenHa8oIgWEhqeSZ+PJOfMjoh+Ruh87nK51KQW7n03SsOlG5qHqhqNhkpIofgzn/7idDqHxE4jpvhiw+vMedy72WwODaegun9qZU3nY97cUk/9NcoToPfPa+BpAdEXCX1B4Uk43PrgPgGqoSfBezwehEIhRKPRkSOthMkR0c8AmZzkvec7Lpn3upOJvqf0Vu4Jp52PcvhJ9CR8Ejv5D/h5nAuLdj46OtCuS+dwWmAqlYqaSEPmOhe+kZNMP2ZQCJIWGv5vep9+ev88k5Fi+3zx4dYDLSjUoINGe1GOv/TJmx0R/YzwrjGBQEBNdCUnVafTGSq+0U1nHh/Xu+HoMXQSA53p+WAKo1JTXnJLCxE/+1PvO7IEeEIOOee4A40LmoRO7ato8kw4HEYkElFHFGptZXT25osmWUp+vx+9Xk/14KcWXKFQCEtLS9jY2MDq6qrqmS8puLMjop8RMj39fj/i8ThWVlbQbrfhcrlQq9WGmk/QGZd2ZMC4VTV5vfmxgXZ3chjSg1sCtLuSuCiphl7HaIGh3Z+86WQ98EWGwm3kT3C73QgEAkrodByhmfHRaFQ9QqGQOnvTsYdnIPp8PkQiESSTSXQ6HbjdbpV9B2Dod/jE3ng8rubfCbMhop8RaigRDAaxvLyMbrcLp9OJxcVFdU6lZJJ6vT40643+nhpr0LDKQCCgrAYSF42HJvNeP8+Tw4+H7siSoJ2Z+wPob2ixcLlcKJVKygnH4/9kYtOCQ7s5WTU0ZooPlvT7/WpRIsHz7EMuftrR/X4/8vm8is1ToQ+Npo7FYmroZSQSUaO4hNkQ0c8I7fTBYFDtXrFYTLWJJtFXKpWhUU3k2efmt9vtht/vHxI+H1rJRUoPPvNNb6DBz89kgtNiEolEEIvFsLS0hEQigXw+r2bK08IEfIq18wWJiz4YDCqB8+vUz/R6Jh73C1AF3+LiImq1GhqNhqpb4IuNvpBIC+z5sLyQ1SQpT2Mg05jCY1RbTw/dxNdTR/kZ3cgrz8N2PHSn5/wbVbNx7zl37FHcnsZTUQiPvOe8uy6Z9HTmpgVJFzq3NCbp3qNn/JFjjxZF+mxoAaHPYNZGnybG8IMS0c+JUXmqnsXGw1l62yuj6bR60o0u8Fky0nhaLveckxXCFyXgeW2Bbm3wRWgeIfLPT2+CKW2x5kZE/3NjVN02rioOGD2Ugn7Gv36ua+RC4w4+Hgngrbh4w81Ze/gLvwgiekEwGYaiFxeoIJgM8d7/DHyOks8vYTrzePy4n+uIWf91I+a9IPx2EfNeEAQRvSCYDhG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmAzbCz+3fJGrEAThiyE7vSCYDBG9IJgMEb0gmAwRvSCYDBG9IJgMEb0gmIz/D4TKmORnchcDAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 43; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 44; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 45; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 46; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 47; current eta: 0.5, current beta: 32\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 48; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 49; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 50; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 51; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 52; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 53; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 54; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 55; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 56; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 57; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 58; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 59; current eta: 0.5, current beta: 64\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 60; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 61; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 62; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 63; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 64; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 65; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 66; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 67; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 68; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 69; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 70; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Current iteration: 71; current eta: 0.5, current beta: 128\n", "Starting forward run...\n", "Starting adjoint run...\n", "Calculating gradient...\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "algorithm = nlopt.LD_MMA\n", "n = Nx * Ny # number of parameters\n", "\n", "# Initial guess\n", "x = np.ones((n,)) * 0.5\n", "x[Si_mask.flatten()] = 1 # set the edges of waveguides to silicon\n", "x[SiO2_mask.flatten()] = 0 # set the other edges to SiO2\n", "\n", "# lower and upper bounds\n", "lb = np.zeros((Nx * Ny,))\n", "lb[Si_mask.flatten()] = 1\n", "ub = np.ones((Nx * Ny,))\n", "ub[SiO2_mask.flatten()] = 0\n", "\n", "# insert dummy parameter bounds and variable\n", "x = np.insert(x, 0, 0.5) # our initial guess for the worst error\n", "lb = np.insert(lb, 0, 0) # we can't get less than 0 error!\n", "ub = np.insert(ub, 0, 1) # we can't get more than 1 error!\n", "\n", "cur_beta = 4\n", "beta_scale = 2\n", "num_betas = 6\n", "update_factor = 12\n", "for iters in range(num_betas):\n", " solver = nlopt.opt(algorithm, n + 1)\n", " solver.set_lower_bounds(lb)\n", " solver.set_upper_bounds(ub)\n", " solver.set_min_objective(f)\n", " solver.set_maxeval(update_factor)\n", " solver.add_inequality_mconstraint(\n", " lambda r, x, g: c(r, x, g, eta_i, cur_beta), np.array([1e-6] * nf)\n", " )\n", " x[:] = solver.optimize(x)\n", " cur_beta = cur_beta * beta_scale" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we are optimizing over the entire frequency band, we can visualize the upper and lower bounds of the device's performance as a function of iteration." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lb = 1 - np.min(evaluation_history, axis=1)\n", "ub = 1 - np.max(evaluation_history, axis=1)\n", "mean = 1 - np.mean(evaluation_history, axis=1)\n", "\n", "num_iters = lb.size\n", "\n", "plt.figure()\n", "plt.fill_between(\n", " np.arange(1, num_iters + 1), 10 * np.log10(lb), 10 * np.log10(ub), alpha=0.3\n", ")\n", "plt.plot(10 * np.log10(mean), \"o-\")\n", "plt.grid(True)\n", "plt.xlabel(\"Iteration\")\n", "plt.ylabel(\"Average Insertion Loss (dB)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot our results and see the resulting geometry." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAADnCAYAAADVeFABAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAz30lEQVR4nO2dyVKbWbemX/UCgXrUgCTU0YNJY5zu8kT9ERU1qH9wJnUNFTWrSY3+CzgRNa1bqGHNanCuoE46sX2ctuk7gQQSahDqJYTaGmTsnZ8+NUiAG1LriSDSxpK+LaXeb+1mrXdJms0mCIIYHqTfewAEQXxbSPQEMWSQ6AliyCDRE8SQQaIniCHjNtE36efH/KnVas16vc7//vnz5+bf//73pkQi4T8KhaLl74P8iJ/797//vbm5ucmvV6/XW65PPz/kT0co0hPEkEGiJ4ghg0RPEEMGiZ4ghgwS/SNFIpF87yEQjxQS/SOFaiaIu0KiJ4ghg0RPEEMGiZ4ghgwSPUEMGSR6ghgySPQEMWSQ6AliyCDRE8SQQaIniCGDRE8QQwaJ/pFCuffEXSHRP1Io9564KyR6ghgySPQE8YD8388R/P1//T/81//970gVK997OB2Rf+8BEMRfhcv8Df7H//mCWqOJ3WgOJs0+/ud/efK9h9UGRXqCeCDK1TpqjT/3WvLl2nccTXdI9ATxQDiNo/hv/8ELiQSwadX47/9x5nsPqSM0vSeIB+Qf/3kB/+M/zUEp/3Hj6Y87MoJ4pPzIggdI9AQxdJDoCWLIINETxJBBoieIIYNETxBDBomeIIYMEj1BDBkkeuLOUHnv44RET9wZMvJ4nJDoHykkOOKukOgfKTS1Ju4KiZ4ghgwSPUEMGSR6ghgySPTEnaF9hccJiZ4ghgwSPXFn6NjwcUKiJ4ghg0RPEEMGiZ4ghgwSPUEMGSR6ghgySPQEMWSQ6B8p4uMyiUQCqfTr/e+UyWR0RPcXgUT/F6LRaHy116bsu78OJPpHSrPZbBFivV5HuVzmf5dIJPeKzFKptGXmcH19jXq93vX6xOOBRE8QQwaJ/pEijuQjIyPweDwYHx8H8Eckrlard379SqXClwsjIyNwu90YGRnpen3i8UCif6SIRafX6/Hy5Uv87W9/g81ma3tsv4g3A81mM/72t7/hxYsX0Ol0Xa9PPB5I9I8YoejGx8fh8/kwPz8Pk8l059cUbwa6XC6sr69jYWEBGo2m5dok+scJif4RI9xIE2683WUXv5OA7XY7vF4vXC4XDAYDFArF3QdL/DDIv/cAiLshFmkul8Pl5SWSyWTLLn6/CG8gcrkcdrsdy8vLWFlZgdvthsFggEwmu/e4ie8Pif6RwkTfbDaRy+UQCoUQDAYRi8VwfX3d8thBjtYkEglsNhtWV1fx+vVrrK+vY25uDmazuS3Si4/t2JiEYxv0+sLXouXD14FE/8hoNpstYri+vkYkEsH+/j729vYQDodRKBTu9Noswi8tLeHFixd4/fo1FhYWMDEx0SJkJsjbRCm+CRA/BiT6Rw4T/cHBAfb29nB2dnYn0Y+MjMBms2FlZQUvXrzAy5cvMT8/D4vF0vI4EvDjh0T/yGBTZSa+SqWCVCqFSCSCi4sLZLNZ/liJRNLX1Foul8NkMmF+fh4vXrzAmzdveIQXXreb4JvNJmq1GqrVKqrVKt9IlMvlkMvlkMlkkEqlLZGfpu/fDxL9I6fRaKBareLm5gY3Nzd9P098QzAajfD5fFhZWcHCwkJLhBcKvtFooFQqoVAooFAooFwuo1aroVaroVwuc9FLJBLI5XIoFArI5fKuohcKnz1nZGQEGo0GGo0GSqUSUqm07aSCbhh3h0T/yJFIJJDJZDyq3gWVSgWTyQSn0wmn09kS4ev1ekvCTqVSQTKZRCgUwvn5OZLJJG5ubvjNR5jJx0QvjPTdoj27sYyOjsJkMsFqtcJms0Gr1fJTA5lMBoVCAbVaDaVSeaf3SpDo/zIMWlorjJxmsxk2mw02mw16vb4lirKozX5XrVaRSCSws7ODz58/IxQKoVwuQyqVol6vt6T+ssgtjvLicbPxSCQSaLVa2Gw2uFwuTE9P86NCmUwGjUYDo9GIiYkJKBQKivZ3hET/F+CuR2NyuRx6vR4ulwtutxsWiwUqlarlMWJhVatVpFIpBAIBfPr0Cfv7+yiXy1AoFFz4YnqJk92o6vU6ZDIZxsbGYLFYcH5+jrOzM2i1WkgkEqhUKtjtdszMzGBkZAR6vb7l/dMNoH9I9I8c4RR60C++RCKByWSC2+2Gz+fD1NQUxsbGWkQkXnezNX06nUYikeAnBbVa7UHeT7FYRKFQQC6XQzQahVKpRLPZxPj4OBYWFjA2Nobp6emWMZHoB4NE/8gRr5V7IU6akcvlMJvNcLvd8Pv9cDqdvEpP/BxGp2Sch6ZYLKJeryOTyaBer6NSqcBoNEKtVsPv93fMOCTh9w+J/pEhFng6nUYmk0GhULi1lFY8/TebzXA6nXC73ZicnOxryszW1wqFoiVDj20odpreDwIbY7lcbhF3IpHgP6lUCsVikRcA0fHfYFDBzSODfblrtRqi0SgCgQACgQBisVhbBOy2xpdKpbBYLPD7/Zibm8P09HSL4PtFWNgj3Ffodl32b71+el0rk8kgHA7j9PQU5+fnKJVKAChhaFAo0j8SxJE3l8vh9PQU29vb2N3dxfn5eVvOfTfGxsbgcDiwuLiIpaUluN1ujI2NdXysWFCZTAaZTAb5fL5tHS+207ovwlwCqVSKTCaDk5MT2Gw2mEwmaDQaqFQqfqRHU/z+INE/ItiXularIZlM4vj4GDs7Ozg4OMDFxUXX6b14La/VajE9PY35+XnMzc3B4XB03bUXHtUlk0mcnJzg5OSkY2HPQyO8cTQaDSSTSSgUCphMJjgcDjidTthsthbRC8dMdIZE/0gQR/lIJIKjoyMcHx8jEon0XM8LxaNSqVo274SCZ1NslgEnvGa5XEY0GsXh4SH29/dxfn6OfD7f9ToKhQIqlYpn1NVqNZ41OGi9P4v4jUYDiUQC0WgUiUQC+Xz+qzoA/1Uh0f/gNBqNNlfaWCyG09PTrmt5hjjVViKRwGw2Y3p6Gl6vF3a7HaOjo23PAdqnyvV6HZeXlwgEAjg8PEQ4HO56XaVSCaPRCLvdjomJCUilUqRSKcTjcSQSiYFnCML3wVKOa7UaufHeERL9D45YeIlEAkdHR9jb20MwGEQqleoa7cSiMJlM8Pl8WFxchM/ng8lkarmh9JoW5/N5xONxRCKRthuNVCrlY5BKpTAajZidneX7Bc1mE6enp9jZ2UG5XB5Y9OK8e3GWHzEYJPofFGHdOuPq6gpHR0f49OkTNjc3+RS7nymuVquFz+fDs2fPsLa2Br/fD5PJBIVC0XEDTFjkwkw6QqEQ4vE43zVnsOsrlUperffs2TM8f/4cXq8X5XIZOp0OxWIRl5eXSKfTqFQqd/5s6IjufpDoHwlXV1c4PDzE77//jo8fP+Lg4ACJRKIvm2utVguv14u1tTX8/PPPePLkCRwOB7e0Zmt5No0WbuLl83mcnZ3h8PAQx8fHiMfjXa/JsuVWV1fx8uVLrK+vY2pqCtlsFsViEScnJ9DpdFAqlfcSPTXauB8k+h8U4a45E/yHDx+wsbGBnZ0dRKPRW4XDpto+nw9ra2t4/fo1VldX4XQ62zzsGeKof3Nzw0062CkBm9qL9wzGxsbgcrmwsLCApaUlTE9PAwAvkx0dHYVKpbpzNSDxMNCn/wNTr9eRTqdxfHyM9+/f49dff8WXL18QiUT6ipQ6nQ4ejwfPnz/HL7/8gp9++gkul6tF8LdRKBRwcXGBk5MTBINBbtLBMvCEZ/U6nQ5TU1NwuVyw2+389+VyGZVKhaLzDwKJ/gdCeGTGSKfTCAQC+PLlCz5//oyzs7Oua3hx5NXpdPD5fFhdXcXq6io8Hk9LHXqnc23hn0ulEqLRKMLhMGKxWIsrD9CakWcwGDA5OYmpqSlMTEy0nApUKhXc3NygXC7j5ubmXp13iPtDov/BEIq2Vqvh6uoKwWAQgUAA0Wi073NphULBz+N9Ph+cTmeb8USnzTD2u2KxyNfyp6enSCaTbWm34mQfr9cLp9MJnU7X9trMWef6+noghx/i4aHc+x8AoYCE3vLZbBbRaBRnZ2e4vLxsEUsnwwzhDYNlrblcLlit1pbuNPV6vW2qLf57KpVqyfgTi57B/PX8fj8WFhbg8Xig1+vbXq9Wq/GIL1wSDLoLT0uE+0OR/jsjLDYRCj6fz/MIf3Fx0eZw2+3LL5FIYDAY4Ha7MTMzwyOv+DGdxiFMzMlmswiFQjg8PMTJyQmSySR/rkQiaTmXNxgMcLlcmJmZgdvtbmurxWy0bm5u7rVrz6AsvPtBov/OdDpzzmQyODo6wsePH7G5uYlQKIRisdjyGHGmnbBGfmJiglfQud1uaLXaFlHfNkuQSCSo1+soFotIp9NIp9P839iNiQmv2WxCpVJBp9PBaDTCaDS27f6n02lcXV0hk8nce2rPSnvpnP7ukOi/A70KQ3K5HI6Pj/Hu3Tu8ffsWm5ubCIfDbXnuDNbDjk2ZZTIZjEYjpqen+Vpe2L66W5QXw8w2O90gxFmC3Yw1qtUqLi8vEQwGcXp6img0eqfuO+KcfrVazY/+SPyDQ6L/Dgin0ewLXavVkMlkEAwG8fHjR7x9+xYfP37E2dlZz950jUajZbqr0+m4seTk5GTL1L6b6MWzjWq1iuvraz4VFy47xFPrkZER7k4rtqpOJpM4OjrC9vY29vb2cHFxca/KPIlEAqPRCJPJBL1ej5GRERL9HSDRf0PEzrK1Wo0736RSKVxcXCAQCGBzcxObm5u3Cl6MWq3G5OQkPB4PHA4HtFpt389lgr25ucHFxQU3qshkMi1CFt6opFIpJiYmYLfbYbVaodPp+A2C5Rd8/PgRHz58wOHhIRKJxL2m93q9HlNTU3C73ZiamoJOp2urHaCbwO2Q6L8hnXLpj4+PEQgEcHZ2hrOzM0QiEQSDQZyfnw8keI1GA7fbzZtVOByOrhV0QsTRP51O4+TkhO/ax2Kxls03JniFQgGbzYb5+XksLi7C4/HAYDCg0WigUCjg+PgYnz59wrt377C1tTXw+xEjl8thMBj4ssXlckGv1/ddMET8CYn+KyNcvwu/lMlkEvv7+/jw4QM2NzcRCASQTCaRz+e5I6wQYSUbe73x8XFoNBo+pZ+ZmcGTJ0+wvLwMh8MBjUbTlksvHluj0eDRWSKR8OKag4MDHB8fdz2qY4U1z58/x9raGjweD0ZHR5HNZhEIBHiE397evlXw4qYXndb5UqkUWq0Wk5OTmJ6exuTkJLfHJgaDRP+VEWfJ1ev1llx6llobjUZ7Tn3FwtNqtbwhBDuPZ1HQ5/PBaDTyx/aykRL+ni03wuEwQqEQotFomyWWVCqF2WzG7Owsnj59iufPn2NpaQk2mw21Wg2RSARbW1t4//49rwTsJnhm380MNlmzjE7HelKplDe7MJvNMBgMPMqLPQeI3pDo70A/zSXELZyAPwww4vE4jo6O8Pvvv+Pdu3f48uVLz9TaTmg0Gng8Hjx9+hQrKyvw+Xyw2+0wGAzQ6/V9mVx2Kt1NJpMIh8MIh8NIpVJt6bIqlQoWiwUzMzN49uwZ1tfXMT8/j8nJSSgUCqTTaZydnWF3d5d30BUfNQpfa3R0FDqdDiMjI2g2mygWi8jlcqjVal0TgZRKJVQqVZu9F9E/JPo7IC5B7fYYRq1WQz6fRzQa5YL/+PEjdnZ2cHFxcSfB//TTT3jz5g2ePn0Kl8vVsokmjnq9vOsZbKd9f38fZ2dnbUeEKpUKNpsNCwsLfEo/OzsLm83GI3U2m0UkEkEoFEIkEkEmk+n62YyMjMBqtcLpdMJgMODm5gaxWAzNZrPl5OC2cROD01P09/Uwf6yI1+FCkXdbH3eiVqshm83i6uoKkUiEu8dsbW113CRjO+idvtyszxuL8K9evcKzZ88wMzPTkmIrfA/iMQqz6IQkEgns7u7i/fv3+P3333FyctIiWIVCgcnJSaysrOD58+dYX1/H7OwsTCYTd9FlYs3lckin0y3FOcJpOPDHESBbniwtLWFychL5fB4qlQq5XA5XV1ddP1NhBiOt5+9GT9Hf987ayaNNaNbwENz2WmIn2Lu81l3G2mw2kUgkcHJygkAggKOjI5ycnPCjsE4GGL0iPitqefr0KX755Rc8e/YMXq+3o+DZe+mHZDKJvb09vH37Fm/fvuWzD3YzUiqVXPBv3rzB8+fPMTs7C7PZ3NZEstls8rbVvdJtVSoVjEYjvF4vL/e9vLxEoVDA2dlZz3p74Y2YuBs9RU9mB+00Gg1eLVatVttuYmyqy86pt7e3sbOzw00sU6kU8vn8reWl4t165krz5MkTPH36FH6/v62IRiLp3blW/G/xeBz7+/vY2NjAxsYGNjc3WzbvVCoVpqamsLS0hBcvXuDnn3/GwsICzGZzS8KOmE7FPMI0YVb9Nzc3h4WFBdjtdu7SOzIyQptyXxlS9YDkcjmEw2FcXFwgnU6jWq223ByZ6FlnV3beHY1GUS6X2zLoOsHEK3zc+Pg4HA4HP6MWCl5cgy+k2zT46uqqJcJvb2+3CF6tVsNms2FpaQmvXr3Czz//jLm5Oe5uC/S/ay68CRiNRng8HiwsLGB+fh4ulwtarRbpdJpn9lEU/7r0FP3W1ta3Gsd3R5xPzjabdDodNBoN77ASCoWwt7eHw8ND3mCC5YA3m01+A2COM+fn57i4uBioqyubJjPGxsZgt9sxPT0Nu93eklpbr9d7OsOycbEdcWGr6Q8fPuC3337D5uYmYrFYyzXZTWZpaQlra2tYWFiAxWJpEXw30Xcby/j4OKampnhCj8/ng8VigUTyRx/7brn+xMPSU/T/+Mc/vtU4fgjYRlqxWIRcLoff78eLFy+4jXMikcDp6Sn29vZwcHDAm0ywL6swqlYqFZTLZZRKpVsF32vfQa1W8zLZ6elpGAyGlql1J4GJxVgul5FMJnF1dYVkMolIJMLTfcURnqHRaOB0OjEzMwOfzwer1do2pe83IkulUiiVSkxMTGBmZgZLS0uYm5vD1NQUf41h3TT+HvQU/b/+679+q3H8kHz8+BHxeBwzMzM8qSYajeL8/LzjsdZdEW92yuVyyGQy7jm3srKC1dVVeL1eblDRq0xW+Lt6vY5YLIb9/X0cHR0hGAzi4uKCvw9xhAf+2LyzWCyYnp7G9PQ0JiYmWkpqOy0/WORvNBptSwr2XlwuF+bn5zE/Pw+n08nThMvlMgqFAgqFAl8CEV8PWtP3IJVK4d27dzg8PESz2USpVML19TX/gn4NDAYDJiYmYDAYYLfb4fF4sLi4iOXlZXi93rYiEyHiCN9oNBCLxbCzs4ONjQ18+fIFoVAIqVQKpVKprR008McNw263w+v18gjfzUhTXJlXqVT45qZwHKzcl7XSYjMWNsbLy0tEo1HE4/Gem5wsbZj99NpMJLpDou+AcLodiUQQiUS++jVZY0aPx8OF4XQ64XA4+M9tqbWdIvz29jbev3/Pj+MSiUTLc8QGHJOTk1hcXMSTJ08wMzPTEuXZ4zv9OZ/PI5vNIp/P4/r6umW6zs7kmbOOxWKBSqVCs9lEOp3mOQyhUAjJZLLjcohVAOZyOWQyGeRyOX7joI2/waAjuw6w9fltx2q3fdnEa3RxHoBcLsf4+Dj0ej1MJhOcTid3vPH7/bDb7dBqtRgdHW07j+91bRbhv3z5gt9++w3v3r3D3t5em+DZGNma22azYXl5GS9evMD6+jr8fj+MRmOb6MWltoVCAfF4HBcXF0gkEshms7yOQKVSweFw8N36qampFlOPTCaD8/NzHB8fIxgM4urqquPnzvrTsypElgmo0WhI9APSU9WD7DgPI4Mm7YgfbzAY4PV64fV6+frZ4XDA7Xbzo6x+riWM+sII/9tvv+HXX3/F7u5uR8GLx+L3+7G+vo5Xr15hcXERNputZdbTrTSXddFlJcGpVArNZhNqtRoej4dbcM/MzMBsNrfMSEqlEu+RF41Gu+6TCNtzWywWWCwWjI+PY2RkhPrTD8hwhvIB6CdvvZ/XED9Pr9fD5/Ph559/5pt0VqsVWq0WWq2WR8NOryEeE/u3crnM1/Dv37/HxsYGdnd3EY/HWx7P+texm3qz2eSNMZaWljA/P9/SrKIXLNLHYjEEg0GEQiHkcjleI8BuIqyzjrDGXyKRoFaroVQqIZ/Pt+yTdJpRpNNphEIh2Gw2eDweXmJL/ekHg0R/C1+jyEOn0/Go+ssvv2B1dRVTU1N8Ct/L6bYbzI9uf38fb9++xcbGRtcpvXgGp1KpMDExAZfLBZfLBYvFwv9NXHMgzntvNBoolUpIJpOIRqNIpVKQSqVwOp1YW1vDmzdvsL6+Dq/X2+bkwzbm6vU6/+n2vtl12QnK5eUl9ae/IyT6r0CnKMV+bzab4fP5sL6+znvLeb3elv0T4Zec/f224hkmiKOjI2xubvbctBMbazBPPafTyXPqhdcR75IL31utVkOxWOQbeOw8nhUFra2twefztc1cgD+ccpktNtv1v+3zZPkPNzc3Hf37idsh0X8j1Go1zGYz/H4/1tbW8PLlSzx58gQul6vjhumgRSWVSgXJZJJPsbtt2gn/zFpL+/1+zM7Owul08qo5xm0Zd4VCAZlMBvl8HjKZjB/3vX79mkd4oeCFtQr5fB6ZTIZv/HUTsPj3zAGYetTfDRL9V0B4BKbRaKDVanmRCUtrXVlZgcPhgFqt5s/rp2iGvb74MVdXVwiHw4hEIi2lqSzZp1ardSyEYaYYCwsL3CO/2/sRV7hdX18jFotx0w21Wg2TyYT19XX89NNP8Pv9LYYewhlGsVjkz43FYm1T9W43AOa2wxKYSPSDQ6K/J71SaM1mM5xOJ6anp+HxeODxeLidlcPhaHN/6SdydTPACAQCvN+d0GZavEwQHxmaTCb4fD7eDYdN7YVr+U7XrNVqiMfj/LpXV1fQaDSYn5/HysoKzx5kCBOHGo0Gd9lhR3XpdLqvVFyW8ccg0Q8Oif6eiEXEIiuLoIuLi7zHm91uh8lkgslkahF8J+uqbtcR16/H43Hs7e3hw4cP2NraQjgcbvPaE27cKZVKXhg0PT3N7aQnJiba1vLsJiS8ZqPRQKVSQTQaxd7eHra2thAKhVCpVDA5OYnZ2Vl4PJ6WRCI2g2FUq9WWxpyRSATZbLav9Tk7dRBmAArHTdwOif6BkEgkvK0T2wmfm5vD0tISZmdnMTU1xc+UB016YrvcnTzt9vb28Ouvv2JjYwM7OzuIxWIol8sdI7RUKoXJZILFYuFjXF5ehtVq7ctzrlwuI5vNIh6P4/DwEL///jv29/eRTqeh1+vhcDjg8Xg6vp54HyAWi3HL724JOd2oVqs8AzCXy/FjQKrQ6w8S/R2RSCR8TckMINg03u12w+12tyTcCKNRpx10MeJ/F+6gs4q/vb09bGxs4O3bt9ja2mrx22PrfqlUinq9zj3uZmZmeDR2OBywWq0tPncM8fVyuRzi8TjOzs5wcnKCra0tbG9vIxaLcRsv1lVHvC/AXqter3N3nJOTE4RCIcTj8a7mmcLrC/9cKBSQSCR4Qs/o6CjGx8dpqt8nJPo+EUfO0dFRmEwmbsnM6t39fj93p9XpdBgbG2sTVC9bLvEavFP0SiaT2NnZ4efxOzs7iMfjbWfWKpWKu+OyyD47O4uFhQX4/X5MTExApVJBoVDwohrxMqLRaCCVSiEYDGJ/fx/7+/sIBAK8b32z2eQblXa7HWazmefVC9fx9XodqVQKoVAI29vb2N7extnZGXK53MD/L3K5HE/dnZychMFgwMjISNt+BNEZEn2fCEXKbKTm5ubg9Xp5QovFYuHFMZ0SUQD0jO6d1vXsJiCVSlGtVpFMJnFwcNDS4DIajbYJXqFQwGq1YmZmhmevORwOOJ1OuN3uttmHeByMZDKJw8NDfP78GV++fOE+AixCq1QqKJVK6PV6GI1G/r6F74XV8zNj0C9fvmB3dxeRSASlUqmvz18IE73FYoHL5eIzFvFsioTfGRL9LYjrxlnp6fLyMl6+fImlpSU4nU5otVqoVCqMjY21nXUD7V/C25JvGOVyGel0Gvl8HqlUCuFwGPv7+/j48SP29vY6Cl4ul8Nut2NlZQXr6+tYWlqCy+WCyWTC+Pg4xsfH2wTfaaPw6uoKBwcH2NjYwIcPH7C7u8ubULKSXDZLGBkZgUqlakvkYXn5R0dH2NnZwe7uLo6Ojvgx311629VqNVxeXuLi4gKxWAy5XK5l558E3xsS/S0IBcWsoJ88eYJXr17h9evXmJubg8lk4o/ptgPdyYu+V1QH/shYi0QifP0bDodxfn6O8/NzBAKBjp75KpUKdrsdS0tLePnyJV6+fIm5uTlYLJZbd7k7Rfj379/j3/7t37C5udnikssYGxvD6OgoFAoFT6llwmfT+Z2dHfz+++/Y29tDMBhEMplELpfr6ZjbbXzs861Wq/xHfIxH9IZKazvARCf2pJ+amuLppcwoUih4oPe5Pftdp3V6oVBAKpVCNptFvV6HXC5HsVjkU+KDgwOEQiEe9TOZDB+fWq2GVquFRqOBxWKB1+vFkydP8Pz5c14t12ksQh/6TqcCGxsb3EMvHA53dNgZGRnhomcFPzKZDOl0Gufn5zg8PMTW1hY2NzcRDAaRzWZRrVbvVMEp/EyZ2YjZbIZGo7nVQoz4Eyqt7YC4zzorIFldXcWbN2/w6tUr3uyhG93W7ED79LNQKPAza9YKSi6Xo1wuIxwO4+DggCfeiP+fMNdal8vF2zj7/X7+Y7Vau46v082H9dl79+4dj/CRSKTjd4HlJEilUlQqFSQSCeRyOeTzed7pJhgM4vj4GKenpy0NMO4Ds95i+xVms3loA9RdoE+qA8Ips81mg9vt5nXhrH+bOPlEeI4udpfpNI3P5/PcG+7i4gKHh4fY3t7G8fEx0uk0ZDIZN5mIx+O4vLzsOJV3Op3cTmtmZgYulws2mw0mkwkGg6HlRiPcTe+UdMM66TKnnU4RXnzyUK1W+cZaoVBApVLhR3vMJlzc8ea+MB+C+fl5zMzMtC1dKNL3hkTfA71ej1evXuHp06d813t2drbNtkqYPtvPFy6bzSIUCuHi4oLbZJ+enuLo6AiBQACZTIZHYubgIxa8UqmE3W7H4uIir2bzer2YmJjgSUDi3u3CunPhbKPZbCKVSuHw8BAbGxv49ddfu0Z4oeDr9TpKpRIikQiazSYUCgXv2ReJRFAoFB5kvS32EmBW2uwUglmC0wZef/QU/T//8z9/q3H8ELCd+nK5DKlUCo/HgxcvXmBmZgZGo5HbWjFuS7BhsHLQWq2GXC6Hs7MzfuYdDAYRi8WQTqcRj8eRTqdvHadarYbD4cDKykpL5xmhL71wjLeNL5fLIRgM4vPnz/jw4UNfER74Q/TFYhEXFxf8vL1YLCKdTndsT90tP2EQJBIJFAoFxsbGoNfrW3oAkIlGf/QU/b/8y798q3H8EAgTSSSSP5pdMI86VtUlrnu/Deb2enFxgcvLS55+enh4iKOjI+40I3Sy6QXLrFtZWcHr1687dp4RctveAusWu7e3hy9fvmBvb69jc45uG5OlUgmVSoXfrOr1etf38VA77FKplM9kKPV2cHqKfnl5+VuN41Eh9qQTFn+w82K2Jk+n0y0ZbOFwGIlEAvF4HNFotC0jTfhFZlNjYamu1WrF0tISnj9/jufPn2N+fh4TExMtGXRA+5q9U2Vas9lENpvF+fk5Dg4OcHBw0HYsd1t0ZsuPTjxEZO91XeF/if6hNf0dEIqpWCzi8vISiUQCV1dXKJfLvIpNKHqWvhqLxXjXm16JKeKjP+a6Mz8/j59//hnr6+vcaFK8ccgQ56yLq/lubm5aymM7ZcjdR1QkyB8TOrLrQafdePZ74M9d+GAwiJ2dHZycnPBdamY+yTa22G62OCFFLO5ODS6ZBdXs7CzW1tbw9OnTNmfZbr3nxddh1Go1xGIxHBwcYHt7GwcHB4jH43fKkPuWsFMISsi5Oz1FTxsi7Yh3iPP5PEKhED59+oTPnz/j8vISUqmUR3rm9losFjsKXiaT9TSPYCm1CwsLePr0KY/wRqOR7y8wEUgkko4luGKY483Ozg4+ffqEra0tBIPBlmo3pVLZssfRyXnneyBc7hB3o6foqW1QO+Ip8/X1Nfem29/f77hr3eu1hLMphULBj+mazSbftJufn8fz58+xvr6Oubk5WK3WliYP3Ta0WFRk/61Wq7wxxfHxMba2trC/v494PI5ms8lbRY+OjmJsbAwymQyVSgWlUgmFQgGlUum7C05ol0VB6W7Qmv4eNBoN1Gq1FofW2xAX8DBY+avBYIBSqUS9XsfIyAjvDvP06VMsLi7Cbrf3nX1WKBSQzWZRKBRQLBZRLBaRyWQQDodxfHyM8/NzpNNp6HQ66PV6qFQqqNVq3lFHKpUim83i4uIC4XCYb1h+a8QlzRqNBiMjI9TL/o6Q6O9BrVbjfd9lMhlUKhWP9N12rjsJnplmsh52Wq0WjUaDR3pmymG1WvmygU3jgVaHWbabzkwvmNFEMpnkDSVSqRTS6TQqlQrvbGM2m6HX6zEyMgK5XA6lUsnTgFlLqX5yCL4mSqUSRqMRVqsVZrMZo6OjXTcxie6Q6AdE7PXGfNvF63KZTNay2SSux2cFMnq9Hna7HTMzM5ifn4ff7+eNGaVSKTfBUKvVqFQquLq64skv3W4qNzc3yGQyvOvMyckJYrEYrq+veSns2NgYr/13uVyw2+0wGo1QqVRoNBq4vr7mNfNsZnHfqT0rDFKpVKhWq3zZ0E/DColEAr1ez92JnE4n9Hp9x+pFojck+gERi154Pi9OUe0kEmaayVJIHQ4Hpqam4HQ6udmFXq/nkZstB1h311AohEgkglwu1/F0ha3d8/k8EokEwuEwQqEQMpkMFAoFpqamYLVaMTc3h7m5ObjdbkxOTsJsNkOr1fLNQFanfnNzw2cI/bjVdvvMtFotLBYLpqamoNVq+U3l4uICyWTy1teQy+UwGo2Ynp7mNQYGg4Gq6+4Aif4eCHul9xMFWfuo+fl5/PTTT5ifn4fL5eKCY+4zDPYlzuVyOD4+xubmJq9Jz2QyLTvq4uKZ6+tr5HI5pFIpFAoFyGQy7tC7traG5eVl+Hw+TExMYHx8vMXIkmW85XI5xGIxRKNRpNPpOx3hsiYfDocDfr8fHo8HOp0OxWIRwWAQo6OjkEqlSKVSba8vXCJJpVKMj4/DZrPB4XDAZrO1dfIl+oNEfw/E5/hi4Qu/tEqlEmazGTMzM1hfX8fLly+xuLgIq9XK3VzFhTDAH7XtR0dH+PjxIz58+IC9vT2Ew2Hk8/muogf+tKoG/jC6cDqdePbsGV6/fo2ffvoJHo+HbxqyxwunyqlUCpFIhDvWDnIqwVCr1ZicnMTc3ByWl5exsLDAu+hcX1/zZh/sFCOdTre5CQn/rlareWtvoR2ZeOxEb0j0AyIUJcvFZ3ngvaaXTAArKyv8+G1ycrLr429ubrgf3qdPn3ghDJva94tarYbX68WzZ8/w6tUr3mpKWKjC3hcjlUrh7OwMoVAI0Wi05fy+39RatVoNl8uF1dVVrK2t4cmTJy03mnq9DoPBgFqthkwmg6urK2QymZ5FM1KpFAqFgh/ZEXeDPrl7wL6A7HxdiFgczCab1eZ3crNhlMtlJBIJHB4e4sOHD3j//j12dnYQDodbutfchlqtht/vx7Nnz/BP//RPePr0KZ9ei2Hjz2azCAaDODo6QjAYRCqVavOf6+e6zFbszZs3ePbsGU8oYi49EokESqWSO+2yuoReMwo2E2LLKVrD3w0S/YB0i/SdjDKECAt0SqUS0uk01Go1yuVyS8FKtVrlQtjc3MS///u/c097YR6AsFutcN3LxqPT6TA9PY2VlRUe4T0eT4tpp7A4CPjjZhOJRLCzs4PNzU0cHR21TLn7gdUIzM3NYW1tDc+ePcPy8nJLiyuGVqvlrj92u52XGYs/Z+Frd0uNJvqHRH8PmNFFN+spIUzMgUAAGo0G2WwWIyMj/NiPnQCUy2VcXV3h9PQU+/v7ODg4QDQa7Zr4IxQks6JmHvcLCwt48uQJn1oLBS9O12UOs4eHh/j06VOLp90gjI+Pw+FwYGlpCSsrK5iZmekoePb5MV+/qakp2Gw2lEolXmrc6cbZz2dN9IZEfw/EkadXtGemkdvb28hmszg6OoJGo+FCZxH/5uYG2WwW0WgU0WgUl5eXHQUvPNtmR2JWqxUOhwNerxczMzOYm5uDz+dra0EtdNwF/mxEcXp6it3dXezu7iIUCrUIvp+1vFqthtVqhc/nw8LCArxeL885AP4s4BLWDCiVSt4sw2w2t1QhiqlWqyiXyyiVSri5uemrFRfRDon+Hgwy1by5uUEikeDn0+yYrNls8vz2SqXC03pLpRLK5fKtaa8KhQImk4kbRc7NzcHv9/Pzd6PRyE8HgM7TZlYpyDrPiAXPnncbWq0Wk5OTPHlGfI7eaQwymQxKpZJ32lEoFB0/z0ajgWKxiGQyiXg8jmQyCZvN1mYLRtwOif4eDLK2ZGfn19fXSKfTUCqVXBCVSgU3Nzd9r52ZCy07A/d4PFhcXMTS0hLm5uYwPT3Nz987PRf40/wjn8/j7OyM21QHAgEkEok7ldgqlUqMjY1hfHwcGo2mLTeepRALC4XYTKdYLPKbXKckIJYKfH5+jpOTE9hsNqjVahiNxrZ0ZKI3JPp7IFxjDvJlY00a7oJarcbIyAh0Oh0mJibgdruxsLCAxcVF3h1Xr9fz83cxrMY/nU4jmUwiGo1yb/3d3V2cn58jn8/3lRrb6X2x1NpisYhqtXprmmyxWOTNKFkWYKdr12o1vtdhtVp5FqFOp6PjuwGhT+uefMudZGYIabVa4XK54PP5MDc3h/n5ed40U61WA/hD3CxisvX4zc0Nz7JjnvTsPP78/Jxn3t31hlQqlZBIJBAMBvnNR6FQ8Bx5odGHRCLB1dUVwuEwTk9PeQfbXkeS+XweFxcX3JBEfIMgY8z+INHfg4c+QupmdcWQy+UYHx+H0+nEysoKVldXW1J5GWxjLp1Oo1gs8kpAVojDSmtPTk4QiURweXmJXC6H6+vreznnFAoFRCIRjI6OQq1W8xMLu92OsbEx3uuOuehGIhFsbW3h8PCwLQlI/LmwzyOfzyOXy6FQKPzwLj8/KiT6B+ChjCV6vY5UKuUGF3q9HlarlRfPjI6O8vUs8+wLh8M4OztDIpHgu+GVSoVHepZem0wm75Ri2238mUwGgUCAp9WGQiE4nU5YLBZes8+Sj05PT3F8fIzj42OkUqm+Zhhs/4Ot/b+3qcdjhER/T4RZYndZBw9KvV7H9fU1L52VyWS4vLyEXC5Ho9FALpfj6/Tj42OEw2EUCgXUajXU63U+xc9kMjx//6HJZDK8MvDk5ASTk5OYmpqC2WyGWq1GqVRCNBrlab6sA063z08Y6VlNgdB5mBgMEv09YRt53+LoqFaroVgsIhqNQqFQIJfLwWg0Qq1W882sQqGAWCyG8/NznuEm7DTzLW5QbKedue6cn5/zVlsqlQrX19dIJBL8TL5ard5qsy1EJpPRUd09INHfA9ZtRaPR8L7vbKr80NNO5oiTzWZ5p5xQKMRbWLHjMDaFT6VSuLq66rpO/haw8VxeXnKhy+Vy7uzT77JC+FlaLBbYbDZMTEy0+AQS/UOivyejo6MwmUyw2+2wWCzc+fahYQKq1Wr8rF9c3ceiOHOv/ZEszJmxJtvFH3SmwZxzPB4PN/9gBTzCx9BN4HZI9AMi9mQbGxvD5OQkXC4Xr3NnCSdfAyaYQY7VbisG+hqIfQYGXVaw5wsfz7rVLiwscN9/cs4ZHFoUDYj4izU2NsbNK51OJ4xGY0tizI/wRWSi+1ae8Q91fClcs8tkMuj1erhcLvj9frhcLl5PQDv4g0GR/p6oVCqMj49Dp9NBo9FAoVC05MsP4xfyIfrMiWcFGo2GH1NaLJYW5xxKvx0MEv09EafhduvaOuiX8qFvFr2uf9u1bhv7fcbKXlto4S2GdflhdfdCwRODQ6K/JyzKsF18vV4Ps9mMq6sr1Ot1SKXSe7WEYq/NjgX7pV6v87X/faf1/T6XmXh0GisTdb1eb2mT1WlWwDr2SKVSjI6OYmpqCsvLy1hcXITT6YRGo2mJ7hTlB4NE/wDIZDKMj4/zL6dWq0U8Hkc6nUY6ncbl5eWdzsXlcjn0ej1MJhN0Oh1GR0f7Ki5hKbepVArJZBJXV1cDXb9fHzwhKpUKBoMBJpMJ4+PjvGmGUJy1Wg2FQoEX+2QymY6vxW6cBoMBFosFLpcLc3NzWF1dxfT0NMbHx6nJxT0g0d8TiUTC/e9mZ2dhMBgwPz+PeDyOs7MznJycQKlUIpFIoFqtdmwcIXbTlUqlXEROpxPT09O8Np7V4PeCZeadn58jEAggFAohkUigXC7zSMyu12lXvVPUFUdV9lyZTIaRkRGYzWY4nU5ex6/T6aBQKLhDj1QqRblcRjKZxNnZGU5PT3F+fo5CoYBKpYJKpQKpVMp7Avh8Prjdbu6oMzU1BZfLhYmJCeqxeE9I9PdEKpVCrVbDYrFAo9HA6/Xi5uYGl5eXOD095Zlo8XgctVqtRXAsoopFz1pksdJZn88Hl8sFk8nELaN7wTLigsEg7HY7bDYbYrEYyuUyz2YD0FLLnslkkMlkWo4CmQ+/VquFWq3uWBAkk8m45ZXX64Xf74fD4YDBYGiJ9FKplCfoBAIB2O12btbBXIOE3vyLi4vw+/2w2WwYGxvjXXlI8PdHcssXaPi2nh+IUqmEcDiMk5MTBINBJJNJ1Go1/qW9LdIrlUoYDIaWDSxWqnobrGY+Eonw8tnLy0tUKpUW0TMTjVgsxgt02M3JYDDA7XbD6/XyyM066go33VikNxqNvEWW1WqFVqttS5NlNfHCTj2FQoH7C0ilUphMJkxPT8Pr9cLtdrfYfBED03HdQ6L/ilxfX/MS11Kp1GJG2etzl0gkXExarRY6nQ5jY2MDr12LxSLS6TQymQyur69Rq9X4awN/iD6TySASiSAQCCAQCCAcDqNWq/Hlyvz8PNxuNwwGAxc9g3ntsf54Op2O7z10o9lsIpvN8oKfm5sbnkUokUh4FaHRaCTB3x8S/fdA6NM+CMI19H0KSzpdn72eMNKzGUE8Hke1WoXRaITH4+HGmixyd3ofd/EV6NbckxxvHxQS/ddGeAT1NfLAB92B7/f6bEc9lUpxq6zR0VEYjUbeZ++hxjqImL/25zkEkOiJzrDzczbNBv5sYtmpkQfxaCDRfw/umxhz3wh32/X7ef1+30O/Y70tTZei+oNBov+e3EX4D/nF77YWv8/z7/pavV6XxP6gkOiJ7vTaVCMeLSR6ojcUdf9ydPwfSBl5BIdEPhzQYShBDBkkeoIYMkj0BDFkkOgJYsgg0RPEkEGiJ4ghg0RPEEMGiZ4ghgwSPUEMGSR6ghgySPQEMWSQ6AliyCDRE8SQQaIniCGDRE8QQwaJniCGDBI9QQwZJHqCGDJI9AQxZJDoCWLIINETxJBBoieIIYNETxBDBomeIIYMEj1BDBkkeoIYMkj0BDFkkOgJYsgg0RPEkEGiJ4ghg0RPEEMGiZ4ghgwSPUEMGSR6ghgySPQEMWSQ6AliyCDRE8SQQaIniCGDRE8QQwaJniCGDBI9QQwZJHqCGDJI9AQxZJDoCWLIINETxJBBoieIIYNETxBDBomeIIYMEj1BDBkkeoIYMkj0BDFkkOgJYsiQ3/Lvkm8yCoIgvhkU6QliyCDRE8SQQaIniCGDRE8QQwaJniCGDBI9QQwZ/x8e97dC8KsREQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "opt.update_design([mapping(x[1:], eta_i, cur_beta)])\n", "plt.figure()\n", "ax = plt.gca()\n", "opt.plot2D(\n", " False,\n", " ax=ax,\n", " plot_sources_flag=False,\n", " plot_monitors_flag=False,\n", " plot_boundaries_flag=False,\n", ")\n", "circ = Circle((2, 2), minimum_length / 2)\n", "ax.add_patch(circ)\n", "ax.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, we'll check the final frequency response. We see that the response is much \"flatter\" across the band, and the worst performing frequency is much better than with the MSE approach." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting forward run...\n" ] } ], "source": [ "f0, dJ_du = opt([mapping(x[1:], eta_i, cur_beta // 2)], need_gradient=False)\n", "frequencies = opt.frequencies\n", "source_coef, top_coef = opt.get_objective_arguments()\n", "\n", "top_profile = np.abs(top_coef / source_coef) ** 2" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(1 / frequencies, top_profile * 100, \"-o\")\n", "plt.grid(True)\n", "plt.xlabel(\"Wavelength (microns)\")\n", "plt.ylabel(\"Transmission (%)\")\n", "# plt.ylim(70,100)\n", "plt.show()\n", "\n", "plt.figure()\n", "plt.plot(1 / frequencies, 10 * np.log10(top_profile), \"-o\")\n", "plt.grid(True)\n", "plt.xlabel(\"Wavelength (microns)\")\n", "plt.ylabel(\"Insertion Loss (dB)\")\n", "# plt.ylim(-0.1,0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In summary, it is very easy to implement design constraints and density parameter operations using the native adjoint solver interface. One could use this same design flow to implement robus optimization over many frequency points." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }