{ "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", "mp.quiet(quietval=True)\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 = 30\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 = 0.5 # blueprint (or intermediate) design field thresholding point (between 0 and 1)\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 = [mp.EigenModeSource(src,\n", " eig_band = 1,\n", " direction=mp.NO_DIRECTION,\n", " eig_kpoint=kpoint,\n", " size = source_size,\n", " center=source_center)]\n", "\n", "Nx = int(design_region_resolution*design_region_width)\n", "Ny = int(design_region_resolution*design_region_height)\n", "\n", "design_variables = mp.MaterialGrid(mp.Vector3(Nx,Ny),SiO2,Si,grid_type='U_SUM')\n", "design_region = mpa.DesignRegion(design_variables,volume=mp.Volume(center=mp.Vector3(), size=mp.Vector3(design_region_width, design_region_height, 0)))\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 = ((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", "SiO2_mask = border_mask.copy()\n", "SiO2_mask[Si_mask] = False\n", "\n", "def mapping(x,eta,beta):\n", " x = npa.where(Si_mask.flatten(),1,npa.where(SiO2_mask.flatten(),0,x))\n", " # filter\n", " filtered_field = mpa.conic_filter(x,filter_radius,design_region_width,design_region_height,design_region_resolution)\n", " \n", " # projection\n", " projected_field = mpa.tanh_projection(filtered_field,beta,eta)\n", " \n", " # interpolate to actual materials\n", " return projected_field.flatten()\n", "\n", "geometry = [\n", " mp.Block(center=mp.Vector3(x=-Sx/4), material=Si, size=mp.Vector3(Sx/2, 0.5, 0)), # horizontal waveguide\n", " mp.Block(center=mp.Vector3(y=Sy/4), material=Si, size=mp.Vector3(0.5, Sy/2, 0)), # vertical waveguide\n", " mp.Block(center=design_region.center, size=design_region.size, material=design_variables), # 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", "\n", "sim = mp.Simulation(cell_size=cell_size,\n", " boundary_layers=pml_layers,\n", " geometry=geometry,\n", " sources=source,\n", " default_material=SiO2,\n", " resolution=resolution)" ] }, { "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(sim,mp.Volume(center=mp.Vector3(x=-Sx/2 + pml_size + 2*waveguide_length/3),size=mp.Vector3(y=Sy)),mode)\n", "TE_top = mpa.EigenmodeCoefficient(sim,mp.Volume(center=mp.Vector3(0,Sx/2 - pml_size - 2*waveguide_length/3,0),size=mp.Vector3(x=Sx)),mode)\n", "ob_list = [TE0,TE_top]\n", "\n", "def J(source,top):\n", " power = npa.abs(top/source)\n", " return npa.abs(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", " decay_by = 1e-4,\n", " decay_fields=[mp.Ez]\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", "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(\"Current iteration: {}; current eta: {}, current beta: {}\".format(cur_iter[0],eta,beta))\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(False,ax=ax,plot_sources_flag=False,plot_monitors_flag=False,plot_boundaries_flag=False)\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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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": 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\n", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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": 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\n", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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": 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\n", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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": 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\n", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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": 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\n", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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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s5913T+T55WIn22nl0A7Z26CEHw1K+jEgRS5SOgrckv4hC2S3uTr93R6LVavVDOE/fPiAjx8/4uDgYMDK2/V4hh+pVAqLi4tYX19HsVhEJpMZkNk6nZtu/e7uLn788Ue8e/cOJycnaLVaA9JZKd7h+Wj9qbZj7G6HHfJ+ymuRxJfdgPb3c5IpK+6Hkv4zYCvzgFuRyWMeRNulty28rMOT8Ds7O9ja2sLW1paJ5dvttnF7CXldyWQSc3Nz2NzcxMbGBmZnZxGPxx1FOLyOm5sbtNttHB8f48OHD3jz5g0ODw/RarXuTNqltyAHYsjSmxTmkLh2vkHKg4flFiTktCEl/GhQ0o8J29Lz4bbjeSc4WflhhGfS7uTkBLu7uwOEZx875bZOIpx4PI5CoYCNjQ08e/YMS0tLSKfTd6w8wwGZvKvX69jd3cX79+9RKpVwfn4+IIiRn7UtPOvycqYfk3GS+NJF58Ih9f48voRTU5Li8VDSjwk7g09LdJ97L0lpZ+mdCH95eWnKciyVbW9vG8IzjmdCTerrA4EAwuEwcrkcVlZW8O2332J1dfVOxp7XI9Hr3W6esbOzg+3tbVSrVaOZl403JDxHaVObQFGOlNBSo8+4HLjVD/A+kszM6stkpGzMkfMHNJE3GpT0Y0A+iNKNpqWXibz7MIzwVKc1Gg0zg+/Tp0/4+PEjSqUSKpWKKc9JwhMkIOP4zc1NrK2tDSTvhomEbNd+d3fXuPW25JVkZc8B5cbsg2d9XzYB2b39PI4kM6+NjTjyXPKePzaMUgxCST8m7GQeraxsm72PWPLfThaehD84OMDu7i4+ffqEg4ODAcIza243uPh8PkQiEUxPT2N1dRVra2soFApIJpMDJTonsjBjXq/XcXh4iIODA9RqNRM+SLLKyoAcdUVFHSfscKKP7PyTQzJkTC/ddelNOC20w+6v4n4o6T8DkvSElNw+JoMvy3I24WnhpQKOHXSyrZTXwkUnFAohlUphYWEBT548wcLCwp04fpj6TopxKLW1KwN2T76cEMSNMThHsNlsotFo3Gn35TXbnoPM9MvvJUnvlDdR4j8eSvrPhLT4tgv6UHONrULjLHta+O3tbXz8+NFk6RnDs5RnZ//pHtPKLy0toVgsYnJy8k6PvA0ei2StVqtG2jts5x42GHF2AKfteDweU3VoNBqmBVdO8WFmX95Hp4ScUzONnfxTjAYl/ReAfAidasf3EV5Ka8/Pz3F6eoqDgwOTQNvd3cXx8THOz8+N5tzeLlq69aFQCJlMBnNzc1haWsL09DTi8fidllknMA5vNps4PT3FycmJ2URDfg+b8JOTk5icnDSkt3vuOahTdsYxJh/WMCPJbhNfVXifByX9GJDlNVssIh/IYfG8k9KOI6VLpRJ2dnbw6dMnlEols/U0a/FOAhUARgUXj8cxPT2NxcVFFAoFpNPpO1LbYSBZq9XqgGs/LI5PJpOYmprC9PQ0crkcUqkUfD6f6X1vt9vmRR2BzNoPI7z0gJg8pALPvpeK0aGkHxNSMeZkhZzeLz/npLTb29vD9vY2Pn36hP39fVOWYyup1JzLc1H6yk0n5+fnUSwWTXnOlto6XZvM2pfLZZPAk80v9GACgQBisRhyuRxmZ2cxOztrNrrkXHyO5ZYDPaR81mn4hez/t/fHu88jkD8VD0NJPwZktl1uFmEnpuT7+bdhhKfSjkk7Cm9kG6lt5Zk/IOHT6bRJ3s3Pz5uGmseUtXq9HjqdDs7OzrC/v49SqWR65YHbBYZz6nO5HObm5szknVQqBa/Xi1arBQBmZLWcZS+Jbi+U/J28tzIEsj83zNtSPAwl/YiQVpEtn0xMARiw/tIt5e+YpZfNM7a0lhNwpBjGactpWvhwOIx0Oo1CoYDl5WUUi0XkcjkjwnlMLH99fY1Go4GjoyPTuddutwfieZ4rk8mgUCigWCxiYWEBU1NTCIVCZjGTgy/sVl8pIJJ6Bnn/7Bn5vN9Sv3+f9VfcDyX9iJCEp9qMpKdVlRNopBWzZ9rdJ62VZblhghiZTJudncWTJ0+wurqKubk5x7bZ+77P5eUlKpUKPn78iI8fP6JSqQy49lLHPzs7i6WlJSwvL6NQKCCRSMDr/WkLLTl7X47Gtmf1Se283PqKC5y08rZe375+tfSjQUk/Big8abfbaDabZkiEFJoAMFZedq3JEVd7e3uGZHt7e6aD7T7CSwUgN9WYmZnB0tIS1tbWjJWXJbph4HXRrd/d3cWbN29QKpXQarUGFHETExNIJBLI5/NYWlrC6uoqFhYWMDk5aTL2fD8tvlNYYlt5e+deEl5+jj/t8EkJPx6U9CNCjpyu1WpoNBro938aJMG4lRZKDoO0Cb+/v2+SdgcHByiXy6Z5RkprpTtMstiEX15exvr6OpaXlwdKdFI0ZEMKcRqNBkqlEl6/fo3379/j5ORkYES13+9HNBrF1NQUlpeXsbGxYcqBsVgMXq/X5CgYwsiNNiThZVgid/GV23GR6LK1ltdsfwcl/uh4FOndflOli07CV6tVnJycoF6vo9/vIxwOIxaLmTifdXEuEtzwkXX4UqmEUqlkpsoy402yOcWrtIjhcPgO4Z88eWKm4ciZd8PKXAw1Go0G9vf38erVK7x48QJ7e3tmDBYAM1cvm81iaWkJm5ubWFlZMfP1AoHAQO5CNtnI8MBetDhBmCPCOXlHEtzOZdgZfyX8eHgU6d0ugqDl7nQ6qNVqKJVK2NraMo0oPp/P7Ol+cXFhNrbgItFqtVCv13F6eorj42McHR0Zsp+fnw/IU4cJUdinziw9Cb+2toaVlRXMz88jk8kgEok49snLrLckfKlUwsuXL/GnP/0J7969Q6VSMdfBPEUqlcLS0hKePn2KjY0Ncy7u3dftdk2Szd7FxlbycYhoNBpFIpEwgh6v12vCAfu6nTL3sn6v5B8N6t4/AOrQz87OUKvVcHh4iA8fPuDTp09mP3pa3nQ6jUajYR5iOcSyUqmgUqng9PQUZ2dnRnAjW03lwytdeo7ZJuGZpV9bWzMWPpvNms0q7Ak0BGPlTqdjLPyPP/6If/3Xf8UPP/yAo6Mjo7P3eDyG8MViEd988w2++eYbFItFZLNZkzOQ18z+f1mb53cBYCbkxmIxc784zAOA+YxdwpNhjnT7dUur8XAv6blzidtuKq0cAGxtbeHFixdGHcd4/Pz83Iy8TiQSpqFEuqrU0p+fn6NWq+H8/BzNZtO48kzW2eU4/mRmOxQKIRaLGeHNkydPsLKygqWlJczMzJhtpZ3GTNsKwMvLS5O0o4V/9eoV9vf30Ww2zc6z9F7m5ubw9OlT/OpXv8Ly8rIpBcoYnLkMejX8fnLYBodsMBfBLbHj8bjxFvr9/p2NM2SoI8ul8uXGZ/RzcC/pa7Ua/vCHP+D169cmRnXDzSXpe72eybAfHx8bC315eWmSd5FIxFioTqdjNrJkdp/a82azeWeIxDBXXo7WjkQiSKVSZnOK5eVlLC8vmxHW7GzjtBoZx0uhCxN25XIZ29vbePnyJX744Qcz907W5En46elpbGxs4LvvvsPq6iry+TxisZjZuYbnAG53zG00GmbDDcb5TNyR8NwWm+EIgIFtq6SQiSTn/WGzEXMndm++4mE8aOl/97vf4Xe/+x2An/YSp8v2NUPOduN+dP1+H51OB51Ox1gvezdYuSuLPTyCZL8vbqcrz62vk8kkJicnMTc3h2KxaMQw+XweqVTKEFBOkCFIGrrctVoNBwcHePv2LX744Qf8+OOP2NnZMV10kvCBQADZbBZra2v49a9/jfX19TuNOzwHcKvmazQapqLBYzJjzxZcEj6fzyOdTpvhmR6Px9T5eWxpxaWwSc7Bl+O3FI/DvaTv9/tGVglgYDvirxnSctBykcz9fn+AYJxyw3IVcNueKvdup+W7z7qzjMVGFkn2+fl55PN5ZDIZxGIxs3ee0zw+xrxXV1dotVrGur948QLff/893r17h6OjIzSbTeOay3JaPB7HwsICfvWrXw0M0pT5Ahlr08rX63WzgSYXNyndZUdePp9HLpdDIpEw21lxayvbytvbczGhymSh7NxTPA73kt7j8SAajZr/DgaDrttKiFZEtrNKCyaTY3wwuRDQGsmmkfsIH4/Hkc1msbCwgOXlZTx58gTFYhEzMzPIZrOIxWKOu986Jb4YXx8dHeHt27f44x//iD/96U/48OGD2Y6K1y4FPMFgEPl8Huvr6yZTn0gkhqr7GDo0m00T/siZ+HKyTiaTQS6Xw+TkpNkWm5DDNO0knfSoaOUl8Z2GdSqG48HsvVxBeXPdDqkOk260/LeM3YcRXs6JTyaTmJ6exsrKCtbX17G+vm4Ub3bc/tCk3W63i3a7jZOTE7x58wb//M//jOfPn2N7e9t0zkmXmP3tVN0Vi0Vsbm5iYWFhQM4rFweZVLu8vDRbZTOJR4+IuoJUKoVsNotsNot0Om1q/NfX1yYpaIty5L/ld6P3xGGbcsiH4mFoye4zQOLxAQVgEk020SVJJeE52mpubs6MqV5fX0ehUBjYM94m+zDRjeyW29rawvPnz/H8+XN8+PABtVptqLzX4/EgFAqZuXrLy8uYnJw046+c5LwyY8/96lnxoZW3S3SpVArxeNyM7pLXLXewGTYnn5ae1l7uYKuW/nFQ0o8Je1KOtFJOpOJngNvmlXA4jMnJSSwsLGBzcxPPnj3D2trawG6y902uJWyPo9FoYG9vD99//z3++Mc/GsI7Tc7ldfl8PsTjcSwtLWFlZQUzMzMDXXpO55M1//Pzc9TrdVNnl3338XjcEF7mI3is+5JzUoQDwOj6pYvPEWKazHsclPRjQnaKOcXUwO3CQAskh0kmEgnkcjkUi0VsbGxgc3MTy8vLpgwnXerHWC+SkKOrX79+jT//+c/4+PEjzs/PhxKei0k4HMbMzAxWV1exuLhoJucOO7/sQajX66aUKTsOQ6EQ4vE4MpmMmaFHxaBdfpOuul17l9dNvQFDKNnJp6R/HJT0Y8CupUtLKLvs5HtJ9kgkgmw2i9nZWRSLRaysrJgWVSdV3WMJzzLh2dkZPnz4gBcvXuDDhw+oVquOmgB5fX6/H9lsFsvLy1haWkI+nzduvVMYIZOXdO2p1/d6vcZ1p6Aok8kYAZEt6mFpU0qRh7XSysQeXX9afd26+vFQ0o8BEp4dYnTv7Ww46+7MXmezWeTzebM//MLCAgqFwsBQyce48xI8L+XCOzs7ePnyJV69eoXj42OjgXciBKfuxONxzM3NYW1tDQsLCybJNmw6rewa5Ez7TqcDr9drNrxgcpLZ+mQyaRYSWuuLiwu0Wi202+0BlaJTHoSQXYwMBZw20FAMh5J+DFDAws0dgFu3UyaxGNNmMhlMT08bss/OzmJ6etpoz9mgIzvjRiG87JZ7+fIlXr58ib29vXtl1LzGSCSC2dlZbGxsYH193UzBsdty7bzB5eUlms2m6SHo9/smbPF6vQN1ecptqeRjXM6Z+I1GY6APgdc37F7IzD7Jr5b+8VDSjwg5k46lNAADtWK6uJTPcpZcoVDA1NQU0um0SWjJzLzTjPxhYAzP3WjYPMNavNxsUkIq/8LhMKanp7G5uYlvvvnGxPJ0weW5nAjPfoKrqyuTCIzH4yZjn0qlkEqlTCzPIRksKXLRkJOCZP6DORAupPJ7S89KLf1oUNKPCM6WTyQSyGQyCIfDA3GmTNRNT09jYWEBxWIRs7OzmJycNOWqYQKbhwgvM+fcWXZ/fx8vXrzAv/3bv+HNmzcol8sDYiEeV5YKY7EYZmdn8fTpU/zt3/4tNjY2kMvljAvudD427DQaDZydneHs7MxM2JFufTQaNVn7aDSKYDBoOvIoC242m6YvQTboSK2+tOYyVyKbbvh3mbfQst39UNKPCCao0uk00um0aRihlWGMLKfFTk9P30nSOcXt9z2s0tpS5nt+fo69vT28fv0af/jDH/DDDz/g4OBgYFa99B64YFEXsLa2hu+++w5Pnz7F/Py8aXOV+gPpUUjCn5ycoFKpoN1uG3eeQzFisRii0agRFFG5yGw797cj6Wnlef+63S4CgcBAws7utJMCHimCUjwMJf2I4IYSrDuzd54WNBKJIJ1Om664mZkZszg4dYEcu/EAABZOSURBVMIRLO3ZsMlOPX2lUsHe3h5evXqF77//Hm/fvjVDPZy2gababmpqCktLS9jY2MDa2hqWl5eRz+dNmdCe6ivHdTcaDVSrVZTLZVSrVdTrdVxdXZlQQVp3Keqhh8Brl3X9Vqs1MFGYuRASnwuO3VtgK/e0ZPd4KOlHAOvPVJglEgmTgKNbm0gkTJaenWSRSMRkw4cNqrRr0pLs9tjso6MjfPz4EW/fvsXbt2+xs7ODk5MTXFxcDBCebjLJvri4iCdPnhhNP5OJ9oIkY2Va91qtZqw75bY3NzeG8PF43KjtZC2eVlguHFTvccz31dUVgJ/GgRGyJCe1ApLkzFloT/1oUNKPAPmAM3PP8U9MXKXTaaMxZ5lKdsMR0rJL4Yl8qKk6s+frffr0Ce/fv8enT59wfHxsBmpSCsxJO7FYDJOTk5ifn8fKygpWV1fNQMtUKmUWI3vSDvXtrMGfnJyYEV/VatVk69kRyIUwHo+bpiCv12usr5wgVK1WjZfA/eqB291zpKfBBKGETCjKe6WkfzyU9COAzSN0X0OhkPlvqs74chpuISEJLy0rpaV0g2u1Gk5PT3F0dITd3V2USiWzAw5VcFJ3LgdZzs3NmW655eVlE2rYU3ZkOytFN5zpt7+/j729Pezv76NcLuPi4sIQnp/lGCxZjZAyXXbgnZ6e4vT01CwctPC8R9LSy1ZbeZ9kUlFWTJTwj8eDpJfWiRlVN0G21Pr9fiQSCaRSKSSTSaMl5+9YnmI57r658zbZWQYjOeQATY7p4nw9u8QF3AqGuIHlysoKnj17ho2NDSwuLiKXy5ly2jD5MK1rs9lEuVw2O+/s7OwYj+Lm5sYIbzjqikM7pZWWY8K5aB0eHqJSqRgxD+8pdQ8kPQdt8liyeUnmGmSvvRL/8dAhGo8AyVwsFvH06VOsrq6aWXHhcBiRSATRaBTRaNS4zMMaVfhT1rzr9brZNHJvbw+lUgkHBwcmhpa1bDubLfX8yWTSdOt9++23ph8+nU4jHA47Ttjh9dCt5970pVIJ7969w9bWFvb391Gv19HpdMwMfFYt7AQbrS+rC8fHxzg4ODCegtTos5oQCATu3HNJbJvc0tLbYh7FwxhpiAb3K/vawWaQXq+HYrGIZ8+eYX5+Hmtra1hdXTWqNbv2HQgEHN15aYVILpmF50jt9+/fY3t7G4eHh8YFZqxuD9DkdbI9N51OY3FxEU+fPsV3332H9fV1zMzMmJh72J52Th1zJycn2NnZwc7ODkqlEiqVCi4uLgA4D1KRY7mYmJObehwcHOD4+Bi1Wm1g2i4XR3431vKl4IaEl9l6qYsAbhc+Jf3jcC/pI5EI/uEf/gF/8zd/Yx5mt7hQUvkViUQwMzODubk5TE1NIRKJmCy3fDDt+NPu8eb7ad0PDw+xtbWF169f4+3bt9jd3UWlUjGDJR8aninbc5eWlvDs2TP8+te/xurqqplp5zQAQ35H6XVwEw9uxnF0dGQm4cgdeyTJZNxOGW2j0cDp6SkODw+Nx8Jee1mP5yQcKbKRm2VwAXFy4/n+fv92WIeS/nG4l/SpVAp///d/j9/85jd/qev5xYCkrtVqaLVaA1l7Pvwy+cb2Tv6OD6PcmFESq1Qq4f3793j16hXev3+PUqk04PoOI7vU9VMEtLy8jKdPn+Kbb77BysrKwNTaYYQHBqW8zK6Xy2UcHR2ZjTTl9laM37nTDgAzRINuPb8fcxJMOMpMPROHPp9voKRHIst97eXiZxOf94fXc9++fYpbPGjp3Y5oNGoeSMbEEhSVUGLKh5lksxNkFNW8e/cOb968wfb2No6Pj002W+rKgVuBjcyUh8Nhs5kkCb+5uYlisYipqakBwg+zfjIhxiRipVIxeQQ5A59WmZ6F3OiC7jr/zcQdBTzMRchBmXKzSsbmXADoNciuOzmZCLjNjchhHQ99X8UttGT3AFgCsyWeMptMl1S6r3z4pPt7enqKUqmE7e3tgb3oOT3WnhIjp/NQaMNdbmZnZ80+disrK1hcXMTk5KTpWR/WnitjeFk1qFarpjrA+J0kJ1lDoZApU/r9fnS7XZPRZ+KuVquZ3YC4kMkqA6/L1s6zV4BWngM15Gdtz0fuizesFVhxF7qB5QOwR11Jt9K2lOfn5wOjm6TlOjs7w/HxMUqlEvb29nB0dGQSW3bsznNJl5oCGM7B53bRHMDBjSPshJ2T0s9W23EzTirtZJssvT05Q4AtstIqU1p7fn6ORqNhvped+LXlxrxPMhkoB2oMGz/GhVDqA5T0j4NuYDki+NDKTjcq105PT018y1if46QqlQrK5TLK5bKpVTtt5cyffLD5UHMgBQm/vLxsmnk4T0/GtXbFQDanUCHH9ljusddoNNDr9Uw1IB6PD7S6yoSklNVyXJbsi3fabls2//C/SXoAd8Zay9Kk/f+AVQuKpDSmfzzUvR8TcvoLSc2tqzms0VbW1Wo1Iz+l9eKDLxdWe1srbn5RKBSwuLiIxcVFzM3NIZfLGdmrnBn/ENlllxsbX7jxRSAQQCqVAnBLTpkt5waVLO/RlSfh7Ww7j0PIUEUmGeXcO3kMJ3mtnGkghVBqnB4HJf2YkNaOmvLT01PjsnM8M3e/4Rw4WnZZ9mJSTCamOE8vlUohl8uZkmGhUDDaeT7sAIaWB0kkbrFVr9fNq9VqDbS1UizDBYfH5vw9TuIhwRm/s+ogQxsuFHZrr1zQpEsuxTZ2MlOCx5GNT0r60aCkHwOytk03mdaclpzNMnzJ7jc+7NzdFhhMTMn927krjN21R82ErBgAt2TnZhDclsveOZfqPhKI6kL2wss2W1YeaH3p3fAlCU/rLMHFjLkJKvqCwSA8Ho/R4Nt7BtiQx2EJVU7lUdI/Dkr6MSDdXbrxtO5yOyuSgNacyjinxB1rzYxT+UAnEgmk02kzpcfv95uBFP3+T5tq0gVnjkFOpuGEm7Ozs4HQwuPxGALSs2B7LElPrQLdeUl4uvT83k6El51zzE2wN4Ez9WnVuROwk4WXyVTeI3l/5AKleBhK+jFhT22xBznIDLN8WGU5ji4+Y1xO12VyihZRkp1lwWazeUf445RDYMwuicsyZCKRMKSnZyFn0wO3+/Jxpv75+TnOzs6Miy8Xt2GE50LGJiW2HHs8ngGPw8lSSzLTytOt5wKlmfvRoKQfE7YqTMpj6WrTwktQmEKis/dd/uR7pPSZ+QEZszPEYG5BhhpMzsltsnl+GQMzWRiLxcy23JyGS4+E7n21WkWlUjFz7qV45j7Cc9YAJ+PKfex4HJnY43gtJjl5TGoFOLlIzitQ1/7xUNKPCelySmksOxHtcpMkOpNYrHlLovNBp5tLS8hEFzPb3OSBJS6+5BbZ/Awha/g22TnjTi40FN2wt57tvYzjWUe/j/Dc4WZ6ehrT09Nmq21aea/Xa3QOvEe21p6LqRxHxrHaw3bTVQyHkv4zQOtOi01CAzCjm/k+SfhQKGRcebsNlwRnfoAadFpyEpovuQ+cHCzBRUeGEfQe6Monk0kkk8k7ZS+pgWe3HHv7z87O7igICSfCc5jH3NycqToEg0F0u10zz4+9DcFg0HwnAAP3jwlHHjOZTJowxKl7UDEcSvoxIWN2vmixSRo7HnV62SU2Wm+pdGs2m8ZVJ+lleWtYNx7Py1Ica/72SC+53ZTMD9RqNdMPf3BwgHK5PDCaa5iCkITnqC6pK4hGo/D5fLi6uoLf7zf1fuYueGzZOiutvFyopD5B8Xgo6T8DJD6tqD2RhpaQLaT8jPw7J73K9lYq3Ribc+sndqpJt9rubZdxMcMIjvSShM/lcshmswNjr2XHG/vqOQCDwiMpLJL3gfeCMTwtfLFYNMpBbt0FwIQtrVbLzNejmpGlSG4Rxsk60WjUzOFz2oVH8Tgo6ceEfNClRbcnu5D4Xq/X1O4DgQAuLi4GRkzJibG07HxR6ebUWy6vRdaxZcxOV17O8JM7z8hBFmyVrVarODw8RKlUujMAQ7rdtmSYDUHT09PGrZ+ZmUEmkzFWnosGs/py8hBr9uxsBDCw+SfDAOYd7ISq4mEo6T8DdhxpJ9xkdhu4W6aTlsqO4ymgkdn3hwhvW3bO7aN1lzP8WBYkeajMo9KuXC7j8PAQ5XJ5YACGfV4AA6IiuvUzMzOYnZ3F1NTUQO3f6/Xi+vrahETMcUQiEcTjcdPOy/Ii7xvfx2Yf3eRifCjpx4B84CXx7bicQh2n+j2TU8Btp5mchiv3Xr+P8FL8QmtIqz45OWnKZCQ8N8tkGEA5sWwOYtcdZ9pJ+TCvW8bzcqsvhg65XM7MwZe78RLy89QohMPhgQm5Tj34vFe8Zt2bfnQo6T8DkvBSpUfyksBST87P2e2vfI9dlrNn40nLTjJIlVoymUQ2m8XU1BSmpqYwOTlpNsyUbbE8J1uDqctn152cuisTalTzSTLKigAnA9ObkPp92XIs74lNfKoYWQGhJafikN4QKxtOG3UqhkNJ/5lwIr6Mj+X+6TZ5JeSiIR90PvxMasnf2Vp9Sfh8Po9cLmfq2bS2wG0CkYlDCnqoz2fyUG6gwXPJfniWKxnL8yVn33MRk620Tt10dtgjCS/Vj4FAwOQ62MQkcydaunsYSvrPgExikYi2CysfWlvIMmyqDXCrMyfZZScecDsXjtbRyaVnOS4YDBrC2o1C1Ojz1Wg0TBad5wkGgwBucxZOpJeDLDgtqNVqmRKm1MfTu2Bj0jBLLXMkdPW9Xq8hPKsaMumneBhK+jEhCS/HXzOZdnl5aayWPT1GJqh4LP4kuWm5bBkvP0cxkOzIY/1aqusk0Smp5cQblgRZHqTllNadZOVusnLxYj6Boh4nsrMiIcU/UgtASy1zFzLMoUfAoRwABq7V3vRD8TCU9J8BuqQyHqXAxGnUE2vycnCGnRS8r3HELhPK5B1bVRmzk3DMlgO3FQLp0rNxhlUCuZkkLTnDFVpd2+IzTueWVzwPxUWsq7PLEBicJCxFR7akmNfERQuAieXtEEHxOCjpx4RMpLFMFovFzAhr+T4uDsyWS4msHSIwTLAXBHk8YNC9l11mTHTRw2i1WgOLgCwJSrKTVFyM6EkAt0k4Wl8uDLLDTlpukp2LEUeHyxo7cDs0lNN4eD0cOmL3EPDabLKrlR8NSvoxIcksSW/vwioTU36/3yT17ESdrOFLme594OJA63p5eQkApu9dJt5kKdGW89o7xdB74ULEBYNJOFmlkFaYMbesq0ejUTSbTTPaiiVDLoDML3AhYqwuFyNJbjlog/dPk3ejQUk/BqQ7LneaicVipqQlNfl8j0xcyThfZuMl8eQDLeN8kpQWmIksEqjRaJgmHjnlh1aaVlKO2JLZefvchGwG4sIhKxN2g4900/m9O53OgLVnBYEeguwxsGcV8PvIBZX9DtpP/3go6T8DdiIvHA4bRZltvRkj87+l9ZLuvdxkkr8jcWl1ZVWAeYJhoh972IfdDists7SeAExSkV4EewLkcEwq5+R3kWVGmdPggkVFHj0H6gRkck5aeFnqlDP2KOO1hT+K+6Gk/0zYxGdDCTC4V5zT3DenrLMcKMn387MkgZ1Fd0pi8dzSHXaa7kNvRKr9er3eQJstR3DJuJsqPenay3tihy+0yiQnFwVJ+mHeA98vNfhyDgArDOrmPw5K+jEgH3BJID7cXACCwSCurq5Mn7h0Re1OPAB3svry+DKDbg+QtK2ptPBywXDS7NOzkMk6klPO3ZNZdZkLGNYLwO/D6+axGR7Q2+GC4tQyLMMFVis4IZiTc7iFl1r6x0NJPyZsCy4HOtpS2WFyXb4kYfhTPsQk9TDSy2sBMLAY2AuDTU7Op6NFt11lOaVHZtLt/ALxkMW1FXZM2NlJOzs/QNVfJpMZUBsq6UeHkn5M2PEyH1hbeitf9t9kbzwh43MAA5ZU1selqy5fkuAyJLBbUHkekouJMkpm5TlkbV6SlvdBXruEnWuQ04G4yMgKgB3DS8LHYjGk02nTvTc9PW3GgevM+9GgpB8DNglpBaWghBluvuzOOX7GKQkmLb4k6zDLPexlk92uafNctpfC99ihgfQqhtXGZSJP5jqcxoLZi6AkPD9PwqdSKeTzeRQKBczOziKXy5nx1zojbzQo6ceELVih0k3GvSS7/J0kva1sI5weYqcuPdtDkMdh6ZCQxJfgcZxCEHux4GedCG8LjOTmklQqhkIhE1LYzUl2RUG69Ol0GrlczozeKhQKyGazA669kv7xUNKPCNuNti2VtFh2kk7O1JPW3SazfL9Tnd4pkWiTiC65/Olk/eVx5PUOs+w24aULz1o/R1ux8y8ej5s2237/pw06GFLI8p0sFQYCATNJN5/PY25uDouLi1hYWDCuPY+p8fxoUNKPCdavSXLZcWa76LZcV8pLpQWX4pz7VHlOZT5gUKwjFXgybpbehUzG2eVFDvaU5UNJTH43qeCjZWZPvZ1h93g8RozDCbiRSMSERPI+MobP5/OYnZ1FoVAwo7cmJyfN+GuN50eHkn5MSOLRFeUDS+vPMVCxWGxgfzsnRRxwuxEGPQI7ATasHs+/2fJYOSpbZt6dknJS7EMLbGsCpNcia/xsNuIQD86l5zCNUCg00HIr5wBSY8/zeb2D47OnpqYwPT2NfD5vWoY5H4CEV9KPBiX9iJCJKlpuAEbRZnekSRLKkhstq+yakzp9e7KuXYe3/5vEdJrcI3MJsqpgJ+qkck9ev71AyWk9nH7LZBu3reKWWUy0MVtP0ksFHhdBAAOS5kwmg2w2a2YDSDGOuvXjQ0k/BihbjUaj8Hg8iEajA/GvXVaTL2BQ0CO19tK1t2v1wKClH1aqk8lFuWX2MAGMLP0Nu3bbysu4nRtJkuhyayzulsNrZwJTdtPZVp4LaTweNy/OB+AwEHXpPw+eYaWX/w/tWXSAtIp0h+8rmTkl4GR5TibtZAac7xuWuLP/bQtf5Fgqu3Igh1bYC4CtdwduW3nlpBw5vppEJzGd9gCQJU5ek7x/9HZ4fE7jsbf9Upf+0XC8SUr6MeFEcvk3p59OsAkufz50fqf/thcAGZfbbrsMOSTxpWWXHXi08Ozhl4SUpJRkl4uWfV12qc72fIYdT/FoKOn/knjgvhp86YfYaTGwvY9hL6dFzC7JDSPkY0n50IJoVz0UnwUlveIW93kmThjHG1H87FDSKxQugyPpteahULgMSnqFwmVQ0isULoOSXqFwGZT0CoXLoKRXKFwGJb1C4TIo6RUKl0FJr1C4DEp6hcJlUNIrFC6Dkl6hcBmU9AqFy6CkVyhcBiW9QuEyKOkVCpdBSa9QuAxKeoXCZVDSKxQug5JeoXAZlPQKhcugpFcoXAYlvULhMijpFQqXQUmvULgMSnqFwmVQ0isULoOSXqFwGZT0CoXLoKRXKFwGJb1C4TIo6RUKl0FJr1C4DEp6hcJlUNIrFC6Dkl6hcBmU9AqFy6CkVyhcBiW9QuEyKOkVCpdBSa9QuAxKeoXCZVDSKxQug5JeoXAZlPQKhcugpFcoXAYlvULhMijpFQqXQUmvULgMSnqFwmVQ0isULoOSXqFwGZT0CoXLoKRXKFwGJb1C4TL4H/i75y9yFQqF4i8GtfQKhcugpFcoXAYlvULhMijpFQqXQUmvULgMSnqFwmX4fw/OQGE8+ZuBAAAAAElFTkSuQmCC\n", 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" ] }, "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": 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\n", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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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FQuHIXZ7M7snJSVy7dg1jY2OiEOYoDg4OEI/HsbCwgD//+c949eoVcrmcuC75p0qlEkU0drsdNptNnMHJtG+VaSj/mXZwyuqTHXb031Sp95fym3zKsOh7hG7gZqWyJ9nQQT7v5vN57O3tYWFhAffv38fjx4+xsrKCdDrdthGmRqPB9PQ0PvvsM5w9exYej6dtxxlyoq2vr+PHH3/EixcvEI/Hj3wPKiu2Wq0wmUwixfYoYcrfJf1U1g3ItfzKzjzcQKM7WPTHQBY97TxHdb/pFqXTbnd3Vwj+0aNHQvB0tm6FVqtFIBDA7du38cUXX2B4eLht3zvg53FWkUgEb968wf3797G1tdXyuXItAkUwtFqtiMfLZrrSAUffmdxGDMCRxTTkT+GdvntY9MdAvkGP6nrTKyT4QqGA/f19vHv3Dj/99BMePHiA9fX1jgQP/HyO/+yzz3D37l2cO3cODoejo8y7fD6P5eVlPH36FCsrK0d22VWr1dDr9Q2lwwBE/J1CblQkIyPv9OQTadaTj96HwoLKLjtMZ7Doj0Ez0Z/UDUhOu2KxiGg0isXFRTx8+BCPHz/G2toa0ul0Q0eeVtfncrlw+fJlfPvtt7hy5Qq8Xm9HHvuDgwMkk0m8fv0aT58+RSqVOvJ9yLQns55i7VQPkE6nRY6+spuPbKqTM5Ri95QDIDtGyXnKO31vsOh7RL4JWz16hUziUqmEZDKJtbU1PHv2DM+fP8fq6qrouttuhzebzThz5gzu3r2LGzduYHh4uKNEHKrW29/fx8LCAlZXV1GpVFo+X05JpkQlWrASiQSi0SgSiYSIv8vmPV2L3D2YhEyCl99Hbrgpl/8yncOiPwbNauCVu1K3kOOOet9tbGzg5cuXePLkiTjDdyJ4g8GAoaEh3LhxA59//jmGh4dFN5p21Go1ZDIZbGxsYGtr68hdHvjYQ9/hcIiy11KpJHoI7u/vNxTmtDLvSfj0vTVr4kk/5UYkTHew6I9Js5rzXlCWoaZSKWxtbeHly5ciAy6RSBxZIy/jcDgwNzeHW7duYXJyUqTEdsLBwQFisRg+fPiA3d3dI5+rUqnEYAwqNNJoNCiVSojH4wiHw4hGo6Lrjdy3Xl6AZHFrtdpDloVsEchdhDlO3z0s+hPiOOa9sm9dMpkUO/yDBw/w5s0bRCIRIZp212EwGDA2NoabN2/i7NmzcDqdLVNgm1GpVBCNRvHu3bu2E3Oo3oDag9ntdqhUKtGsk3Z5ZXdeZXKOvJu3+o7oeXKYlOkeFn2PnFTOt5x4UygUEI/Hsb6+jpcvX+LRo0eYn5/H3t6eMI3bva9KpcLg4CDOnz+PCxcuYGhoqCPHHUGx+UgkgrW1NSQSiZbPVavVooMudQqyWq0N9f2JROKQA0/+DK2y8lr195M/J9MbLPpjcNxOrMrEm0gkgqWlJTx//hxPnz4VRTSdNMUAPu7yU1NTuHHjBsbGxmCxWLraESuVCuLxOHZ2dhAOh1sm/ZBZ73a7MTExgenpaQwNDUGv1yORSCCTyYif1AyzWYNO2cRXltzKlgF9VwAamnUw3cOiPwbKG7Fbk15Ord3d3cX79+/x+PFjPHv2DMvLy4jH48Kk7+QcbzAYMDw8jEuXLuH8+fMi667T66rX6yiVStja2sKHDx+OdOBptVo4nU5MTk7i3LlzmJmZgcvlEvMA8vm8CNPJzTPk91Jel7yzV6tVkcxD35Xy95u9LtMeFn2PyAUwcgFJJwKTb2xqSvH27VuRWkvNMDrtDEOeb6fTiQsXLuDy5csYHR3tepenLjWLi4t4/fq16GOvRK1Ww2KxYHx8HJcuXcKFCxcQDAah0+mQSCREYk8ul2voc98Jcr693FyTFj1lOi4LvntY9D0ip5bKIbp2wpcFT5l2b9++xU8//YSHDx+KTLtmmWvNIG+3xWLB1NQUbt26hfPnz3ftvKvX62IQ5/v377G8vNwyA89kMmF0dBRXrlzB9evXMT09DbvdLo4pNAVHNuuboZxoS98LWUD0Z6UvgL4XrqfvDRZ9D8g17cViUVTaNYvP05/lG5ZEQam1Dx48EMUzNASyE8GTF9tsNmNiYgI3btzA3NycyK3v5rhRq9WQTCYxPz+PhYUFxGKxps8zGAwYHBzElStXcOvWLZw+fRoDAwPQarXI5/Oi8YXsvGvGUdEO2u2VffTIupILcpjuYdH3ALWOopn01ESDnFtyIonyhqUzfCQSEcUzDx48wMrKijCHO7mZyaS3WCwIBoO4ceMGvvjiC0xNTYlJs9147PP5PNbX13H//n18+PCh6aKjVqvh9Xpx6dIl3L59GxcvXkQgEIDRaBS17yrVx353R3W3kWPyFHen74sWRvpJ358Mn+l7h0XfJXRzZ7NZRCIRJBIJUUJar9dhNpthMBgaREc3KA2NpHr4hw8f4uHDhyK1tpPiGeBj2qvJZEIgEMD169fxxRdfiJJZalbR6ecpl8vY3t7Gs2fP8OTJE4RCoUPPU6vVcDgcOHv2LO7evSssCvIbUK48pfAeFWKUY+3KPHpa9JTneFnc8vfKgu+ejkTfz19ss92yXC4jGo1ia2sLsVgMRqMR+Xwe5XIZLpfr0FgoSrpJpVLY2dnB+/fv8fz5c7x69aqrajm6Hkp7HRkZwbVr1/Dll1/i0qVL8Pv9HbWyJkjw1BXn+++/b5lnb7FYcO7cOdy5c0eEA20226HZ9XSupzDjUZ9BHu5Jc+vk40CznVw+/7Poe6Mj0XMixMcbMJ/PY2dnBwsLC3j//j1SqRQMBgOi0SjS6TQCgYCYuqpSqUSHV+pLv7i4iLdv32JxcRF7e3vI5/Mdm/TAz6Eyq9WKsbExXLt2DXfu3MHly5cRDAbFlNlOIwiVSgXhcBjPnj3Dv/3bv+Hx48dIp9OHnmu1WjE9PY27d+/iyy+/xMTERMMRgvwZ5KugCb7NjghylZzVahX5+mq1WnS4Per6ZSceT63tDTbv20BjmbPZrGgBPT8/j6dPn2JtbQ3VahVGoxE+n0/MiHe73TAajTg4OEAul0MkEsHW1hbW1tawsbGBvb09EZJr1/GGoOoyu90uvPSff/45zp07h0AgIHrvdyJ4KugJh8N48eIF/v7v/x5/+tOfEIvFGoRKPorx8XF8++23uHv3Lk6dOtUyMlCpVJBOp0VxTbPCGtrhbTYbvF4vvF4vzGazKPKhKbfA4d1c/ik7+5juOFL0tFr320par9fFjbeysiJSYWOxGLa3t7G8vIxQKIR8Pg+1Wg2z2YxoNCoy2axWK1QqFYrFIpLJJKLRKPb39xGLxZDJZMSO1g16vR5+vx/nz5/HjRs3cPXqVczOzmJgYEBUz3UyoYZ2462tLTx69AjfffcdHjx4gJ2dHWHW0+6t0WgwMTGBu3fv4quvvjqUx6/0WeTzecTjcSSTSeHEI+QqOovFIib7+nw+6HQ6ER5Mp9MtM+6UffLk5B2mc44UfTKZxLNnz/Du3TvhHOqHL5hEX6/XsbGxgcXFRezv7yMSiYiKMYJEXywWkc1msbe3B41G0zCxJZvNiq4x3ZqjRqMRLpcLY2NjuHDhAq5fv45Lly6JyTQ0+63dDk+OxEQigeXlZTx69Ajff/89nj9/jv39/UPZblqtFkNDQ7h9+zb++q//GhcuXBAZfsrFhUKY1MOPqgFlxxvt8larFX6/X/Tdd7vdUKlUSCQSKBaLh+oElDs9iZ6GYXYa3mQ+0nan/8Mf/oA//OEPAH6O0R7VTOFTgSar1Ot1GI1GGAwG4YxTfn4ylVUqFarVKlKplHCQVSoVEavuZkeSm1IEg0FcuHABN2/exPnz5zE2NgaPxwOz2dxREwkSCUUN3rx5gx9++AH37t3D8vJyy4k4LpcLN2/exLfffovLly/D7XYfOayiUqkgmUwiFAohHo8fis+TWe/xeDAxMYHTp09jbGwMVqsVlUoFarUasVhMNOuUTXvZi0+7PM27lwt52PfUGUeKvl6vi3bHAFAqlf7iF/RrQN45CoUCCoXCkc+nnadZ6+ZeHE3UAOPixYuYm5vDxYsXMTU1Bb/f3xAZ6KQDTrVaRTqdxurqKv785z/jxx9/xKtXrxrMeSUWiwWnT5/GX/3VX2Fubq5tiy0y7WOxGPb29pBOpxt2eQrP2e12BINBzMzMYGZmBoFAADqdDtlsFrlcTjTrlGPwyvRbEjxNvZEtKBZ9ZxwpepVKBYvFIv6bRjj1E53s0LQDKR1N3Qpepfp55NTMzAyuXr2K27dv4/z58xgeHhZi76YnXLVaFT3rf/jhB3z//fd4/fo1MpnMkb83MjKC27dv49q1a6JyrtV70sKSSqUQCoWwv79/KH2XSnC9Xi/Gx8cxPT2NYDAIl8slnkM9+CmBqZkDD/h4TCmVSigUCsjlciiVSiJTj2lPW++9vOt1mg/eb8g7Uq9ZYlqtFh6PBxcvXsTdu3dx+/ZtTE5OwuVyCUddNztZtVpFMpnE27dv8U//9E/4h3/4B6yurradgmMymXD27Fl88cUXGBkZadtii44ylLcg9+CnXV6n08Fut2N4eBgTExMYHh4WRxRK2SULie4x5fx6gnrvlctlUclHQzTb9fFnfoa/pRPiOGmhKpUKgUAAt27dwtdffy0m0Njt9q6KZoiDgwNkMhmsrq7iX//1X/GP//iPHQlep9NhenoaV69eFaG5dj31SIThcBibm5vIZrNi1yWz3mAwwO12IxgMYnh4GG63W4QY6TsjEZPfRP4+le9Hs+2KxSJSqVTb6T5MIyz6E0BZVNMNJpMJ4+PjuHXrFr766itcv35dFMz00t6Zqv92dnZw7949/PDDDy1z6Ztdy5UrV3DlyhUMDAxAr9cf+Xwy7bPZLMLhMMLhMIrFYkNDS9rl/X4/hoaGMDAwIJpn0u5eKpXEuZ7aarVaPOWBlpQIRL/DdAaL/pjQjtZNPgN1uHE4HJiYmMCdO3fw5ZdfisYXJPheqFariMVimJ+fx3fffYd37951vAsGAgFcuXIFp06dgtls7igyQGFA6oVHOfjAx3Cm2+3G8PAw/H5/g/VCgs9kMkgmk0ilUg2ibwaJngZZyoU9TGew6I+B3JFV2ewB+NgdRr6BdTqd6Dhz+fJlzM3N4cKFCxgfH4fb7e6oL30ryIv+7t07/Pjjj5ifn2/rtCO8Xi8uX76MM2fOwOv1igk1RyFP0I3FYmKSLe3iRqNRmPXBYFAsaBTeJMHH43FEo9GORC+H7Ej4HKvvDhZ9j9BcehKHPEKZzqO0IGg0GthsNvh8PgSDQYyPj+P06dM4e/YspqenRSrqcaa11Ot1kWn3008/4d69e4hGox3//uTkJD7//HOMj493VLRDXvZsNit2eQBi0AVZMqOjo8J553A4xDm+Wq0ik8kgFoshHA4jFoshl8u1jZbQkYKcfXKzDaYzWPQ9oFKpYDKZ4HQ6YTabRSGOfNPSedZqtcLr9WJkZEQInWLuDocDZrO5q1LYZpCZHQqF8PDhQ9y7dw8rKysdpfqqVCr4/X7Mzc3hypUrGBwcbOsFp0WNHGnxeBzFYhEmkwm1Wk18br/fj+npaUxNTWFwcBBms7mh3p7i+nt7e4jH46Ictx1ycw0SPyfodA6LvgcMBgNcLheGhobgdDrFrpXNZkUjCXrO+Pg4ZmdncerUKYyOjsLn88HhcMBkMp3IhBa5PPbFixf453/+Z8zPz7f11BMOhwOfffYZ7ty5g/HxcVgslrbtvihWnk6nEYvFkE6noVKp4Ha7RWnxwMAAgsEgxsbGEAgE4HK5hBVQLpeRTCYRDoexu7uL/f39Q5N75L6DSuQeevTfVHzTqy+kn2DRd4larYbNZkMgEBBhNaohp3ixTqeD2+0Wgp+amsLQ0BDsdjv0ev2JDWqQBf/48WP88Y9/xNOnTzs26/1+P27duoW/+Zu/wdzcHFwu15FHDFnw2WwW0WgUkUgE5XIZDocDFosFZrMZHo8Hfr8fg4OD8Hg8sNlsMBgMqNd/7rabTqcRiUQQCoWwu7srdnnKaKRmHK1q5pUxfDLx+6Eu5CRg0XeJXq+Hx+NBIBCAz+cTJi0llWg0GjgcDgSDQUxPT2N0dFQ4sE5y9hpVy+3s7ODFixf4l3/5F/zHf/wHQqFQ25vf4XBgaGgI18vCWHEAABjPSURBVK9fxzfffNMQJjxK8LRLZzIZhMNh7OzsiF56g4ODsFgs8Hg88Pl8Quz0uclxJ6fr7u7uispDSgmWZ9o3S8Ml5L8nfwqf6zuDRd8lJHqv19swH85iscBgMIiY9OjoqDBrqRLuJJDDXJubm3jy5Am+++47PH36FOFw+MiCKJ1OJ8Jyt2/fxtWrVzE5OSnKc5vl85PwqHtvKpVCOBzG1tYWdnZ2kE6nYTab4XA44PP54PP54HK5xPRaCs3VajUUCgUkEgmxYIRCIVFdR6W8ciceqnZUxuDlRUHe6Vn0ncGi7xJqAEE3NWWf0Ty3QCAgrAAqfT2JczulqMp98h89eoQnT57gw4cPDQ0wlGdho9GI8fFxnDlzBhcvXsT58+dx+vRpMYaKQmxKwZOTjJJn9vf3sbm5ic3NTYTDYeTzeTHWamhoCIFAAB6P55DgC4WCMOspc4/Meur+S45P4GOVo/xQ5t/LI695p+8OFn0XUAMIk8kkerpRPNrj8Yh5bh6PB1ar9VheebrZKc2VylbX19fx4cMHvHz5Eq9evcL29vah3Z0EYjKZMDg4iFOnTuHq1au4fv06Tp8+DZ/PJ0pzm53haXenRSYSiWBjYwMrKytYW1sTmXcWiwXDw8Ow2+3wer3weDwNCx2Jk6bwhkIhMf46HA6LhiJA43x62t2V8+kJZXts7qLTHSz6LqDYM+2OVExCGWeUgEKNHrs16eVzcz6fRyaTQSqVQiwWw+bmJubn5/Hy5UssLy8jGo2K6jIlarUadrsds7OzuH37Nm7fvo1Tp05hcHBQONVaXZvsrEsmk9je3sa7d+/w8uVLLC0tCcedxWLB0NCQaIxhs9lE+JEccbRgxeNxbG9vY2VlBcvLy9jd3RXtwuSOOjqdTlhONFegVf2+LPRu+xX0O21FL+9UOp2u73Kc5bixRqOB1WqF1WoV51iXywW/399QSNJJcwsZMlGp+040GsXGxgaWlpawtLSE7e1t7O3tiZZbcuceJWq1GsFgEFevXsWdO3dw7do1TE5ONmT7tQvJVSoVJBIJrK6u4vHjx3jy5AkWFxcRi8VQKpXEsaZSqYjOvCR2yk6k6jn6LAsLC3j37h02NjZEOy0AYnGkufO06MhzA9qF7Vjs3cFNNDqA2jSfOXMGc3NzOH36tPBOu1wuuN1ukWjT6nzcDDnJJRaLYX19HYuLi1hZWcH6+jrW1tawubmJWCzWUdzdaDRidHQUt2/fFtV65JXvpGkmLT7kJHz06BHu3buH+fl50QJLNtsp5ZYWODmKQem5y8vLmJ+fx9u3b7G+vi6GclJLLvpdavypbNvVStB0bKBNqNPvnOmyiYbRaOy6oeNvEdnjPDY2htnZWYyOjuLq1au4ePEiBgcHodfrhUlKwxq6ETyZ0NQLf2FhQeyqq6urSKVSXfXCNxqNmJycxFdffYVvvvkGly9fFh1vOj1m0AIUDofx5s0b/PTTT5ifn29YdDQajThSkGDlI4lKpUKhUEAkEsHq6irm5+fx5s2bhh1eHoxBryf7MMhpSf8Pmn0Hcv49WQos+s44UvRmsxl/+7d/i7m5OWGG9YspRedGavM0NDSE8fHxhoESys4uyoaOzW5C2TlHo63+9Kc/4fHjx+Ks3mpwZDNoYT516hS+/vprfP311zh//jy8Xm9XxTu0S6fTaaysrOD58+diXLbcCgz46HSjs3cul0MikRD18NFoFCsrK1hYWMDi4iK2t7dFC3Fl3J3elxYOqpyjuvpWx0ky72u1mui/x51zOuNI0TudTjHgoB8hM7VSqQgTv1mvOGVYSRYIIXvE0+k0NjY28Pz5c9y/fx9PnjzB2tpa18cntVoNp9OJ2dlZfPXVV6JNtdvt7nouPX3WcDiMxcVFLC0tIRqNNnTBkWfPUXiNzHjKm4/H49jY2MDq6irW19cRDodFpiJ9R3RdNAyEwoIkfGqBddR5nY4i9Xoder3+RHMhPnXa7vT9jt1uF7vNUc0oyTIAPraJIugMTNloa2trePz4sWhSmUwmuwo30RAKl8uFM2fO4JtvvsHvfvc70e2m28w/qlFPJBLY2NjA2toaIpGIOLfLDTEMBoMIWVarVSQSCXGOT6fTCIVC2N7eRjgcFh76ZuKVE3BowIVy+GWnBUM0MYdF3xkcsmsD3VStkLPCaHcCIMx/Op9mMhns7e1hYWEBT548wfPnz8Ucu26bZxqNRjEu+s6dO7h58yampqbgcDi6Munl8Byl1tLuXC6XhUedFhG9Xg+z2SySb8rlMsLhsOiAG4/HEY/HRQurVuO6lN1u6bgDAMVise0uT98vnePJp8LmfWfwAMs2dOLxpoKbTCYjTFn575PJJHZ3d7G8vIyFhQUsLCwgFAp1dXYHPs6xGxkZweXLl0XH2l766SkXJEqtJcEbjUY4HA7Rk57OzfRQq9WivVUul0MqlRJNKrvpZCOf6eWuOO1Cw5QjIU+8ZUdeZ/AAy2NAN2yhUEA8Hm+oCydvdjKZxN7eHjY3N7G2toZQKCQ8861KR5XQLutwODA2Noa5uTl89tlnuHTpEoaGhsT02G7ChJVKReTwR6NRkRpbKBRE4g2dmWlXJeuF8vAzmQzS6TTS6bRw4nVa7SbvyrQAkdg7eQ2dTgej0XjihUz9AJv3PSJnnCUSCWxtbWFlZQU7OztIpVKiPXMymRTtoNLptMg176RrrjyW2u12ixZb169fx5kzZxAIBBpy51tdJ/AxakA942l3ps41VNNuMpkwPDzcIHTgY1Uf1dBTarD8mToN58p+Alr4lPn07dBoNDAajbBarUcO4mAOw6LvEdrxKDd9fX0d7969w/b2NpLJpOikk8vlRMdWirsrhz8qodRUufPO1NQUzp8/j0uXLuHUqVOirLfZXDml0MnfQEKPRqNi4Cadv6kPwODgIKxWK0wmkzDjqS0WefP39/eRzWYbpvl2as7TZ5PDfrSA0vV2+joWiwUul0u0GmM6g0XfI3IziUgkgu3tbWxsbCAUCiGbzYo2zXIfd3l3o5wHOdGFHmS62mw2DAwMiAQh6r7jcDhEyIzCg8p5b3TsoE6zsVgMkUgEkUgE+/v7Iq5O4vF6vXA6nfD7/XC73WKiTr1eFxmDVAJLNQH5fL7rklYSOyU30aJC195pMpJGo4HZbIbX64XVamXRdwGLvkfkKrRkMolkMolMJoN8Pi/mq5EZL8e4aWeTE3rIlKZ4M+X1e71e+P1+BINBjIyMiAw7cnjJ7aHIPKZxT+l0GtFoVPgTtra2xERZEi8NoRgZGRE97YaHh+FyuUQb7oODA9GTnoZoJBIJscN3k6FJMX6j0ShSlumI1E2OAlXjWSwWsUCx6DuHRd8jZN5TFpmyFTPtRnIVGdC4o8tCNxqNMJlMsFgssFqtsNvtcDqdcDqdYrQVDaMsl8sNC0ilUkGxWBTtpPf39xEKhcQAilgshlQqhVwuJ8pwyTtPba68Xm9DxxuyJCiGXqlUEI/HEQ6Hu2piSZD332azwel0wmq1AoBYTKi7TifQ92Sz2WC32481J6AfYdEfA3nHlmPalCgiZ6CRyCnBhURuMplgtVpFnT55pKm9Nu2GFBIjxxeZ8PLOTmb8/v4+otGo8C3IxwsKv1Elm9VqhcfjwcDAgGhqSdltFHosFApiVt3Ozo7Y5TsN5dLYbY/HI6bcmM1mlEolRCIR4SQ8qhkmodVqRaGT3GCUHXmdw6I/BrLDzWg0wmKxIJ/PNwgGQMM53Ww2i/Jch8MhuvBQlpscFiOfQaFQEI03i8WiGJ9NU1vpQc8hy0PuwU/XIfsUqPnF4ODgobJgugZKs6W0WqoN6EbwVqsVw8PDmJ6exsTEBHw+HzQaDRKJBAwGg1i0qH6+nehdLhd8Ph+cTidn4vUAi75H5ImstFtbrVbk8/lDnV8oiYRMUofDAafTKRpy0G4FQAiNilji8TgSiYTwGVBCDEUD5Ekvzfq/00/5WEHNQMhfMDAwAJvNJjr9KAW/vLwsauEzmUzHZrhOpxMDLy5evIhz585hdHQUNpsNBwcHomtvKpUSjsV2I74pfEmi72XAZ7/Dou8R+axuMBjEWTyTyTTEnIGPOz099Hr9oXJciqFns1kkEgnhZafQmpwAo9zFlQJpJXjZzKbJM8FgEG63W8S6Zc8/Cf7t27eiiUanZr1er4fdbsfU1BTm5uYwNzeHqakpeDwe6HQ6lMtlmEwmFItFRKNRkatPry9bSnKI02g0Cj8HTb5luoO/sR6Rd3o6g1MHmWaTVyuVihivnM/nRcOIUqkkjgP5fB6JREJ43WOxWIOnnApb2o3EVoqdxkXbbDZ4PB4MDw9jampKTJ6xWCzQaDQiwaZUKiEej2NtbQ2vXr0SacOFQqEjwZNJPz4+jrm5Ody6dQuzs7Oi665KpRKNNNLpNAKBAHZ3d5FIJMR3RAuQ/DnIB0GtuXiX7w0W/TEgQVEoShk+k0NaGo0GpVJJnMnT6bRYJACIktJEIoFYLCbMeTqjd9oHTj6zy1lrLpcLg4ODopffyMgIAoGAMJHlrrWpVAqbm5uiToDmzneSHkuhtGAwiIsXL+LatWs4ffo0/H6/2JkptbdcLsPlcmFgYAA+nw+RSETUI9BiSJDvxGw2C0djN5OCmY+w6I8B7fbkIJM96iRuudKMcujl4Ze0U5Hoc7kcMpmMOLfLYu9E8CR2eWen+PvQ0BD8fv8hTz156Gk2XSgUwtLSkmhxlUwmW1bMyVDK8MDAAE6dOoVLly5henoaPp9PJPtQuy0KV9Io64GBAQwMDKBQKIjvSukMlXvxKQeGMp3Dou8RObsOaCxkIROewmVyko6c004PEracwUfFJ90IXpm0Qt1+xsbGEAwG4fV6RZiLnHaU6CMXB62vr2NpaQmbm5tIJpMtu+7KkLVD031mZmYwNjYGr9fbMLdP/t7kcl2XywWv1yssCrVaLd5X2ZmICn5yuZxov9XJaG3mZ1j0x0QWvbzT04NMfBKu7GSTf1euNJP7xbUTvJztp9frYbVaMTg4iPHxcczMzGByclJ06pV78VMasTwjfm9vD1tbW1hfX8fOzg6SyWTb8Jzs0JQXG7/fL2b3UX0AfRZlpyH6XbvdDofDId6Tzv5y7T0tqmQVUZJQq/ZkzGFY9MdA3rGAxn7stFvLteLK3VLZXUfuJiMLrVnsWtmvjrzlPp8PU1NTmJ2dxczMjPDO03lapVKJdtt0fo9Go2KYpNz1hs7X8mdUtrySjxNmsxl2u10sLgDEd0AWDgDx/cg98OhoQIU+Op2uIW5PwqacBSr2IScnjcFm2sOiPyayM0+r1TY0c5B3Nrq5ZfE2ayFFkNDktF7l+9KDnHVUnEMz4ZXDN0jw5D+g7L3d3V2EQiHs7e0hEokgk8mI7reUZ0DvqawboH+XO+xQJ55kMgmTyQQAIvlIDk9SgpF8BJK/C9l6IitIblZClX7k++Ca+s5g0feIvMtTgo7ZbIbZbIbRaBQ7KQmzmadZaZLKpr/swGr13nSOphLTwcFB4ahzOBwwGo3ivUk4lKMvT44NhUKIRCJIJBIitx+AEDt1BW4WLiTznt6HBlxsbm6KBSCXyzXkyMs9AzOZjEg6InO92fGIfByUuEQ+Eypb5pFWncOiPwaUx05lsG63Gy6XSxS2KJtltMpkk+Pq7UxU5WJjMBhEgY7NZhNOMxK4Wq0WoqAhknR+p6IcSv6Ri2jkKIOyF73sdwA+tgyjEVbUP58q/fx+v5hzJ1fv0XPkrEO5E49crUgLBVU20qJ6VC8+pjks+mMgd7ZxOBwYGBhAMpls6CJLQqZdX3m2V3qzlX9uBv0bidJgMDQk+6RSKWi1WhSLRXG2psmzlPxDI7LkJpby+ZosFKCxolDegQE0WDDkK6CR1pFIBKFQCIODg/D5fCJ6QNl/dAyg7j3RaFQkI1HkQ5mQRIsLXcNRAzGY5rDoe0ROgqGYOMWZ5Q6t1Cwin8+LXHmlKSrH1+W6+6O64sjhPxJ7JpMRJnU8HhfmPaXVUiVeKpUSYpevh0JolJ8vT5Cl51Fpruy0lJ17KpVKhCzpXB+JROD1ejEwMCBKd6mUNpfLiXLgSCSCZDLZMgOR3lduzdXse2KOhkV/DEisVEzjdrtRqVTEQmAwGES9fDKZFEMc6GaWhUJHBXIK0gJA53vZISib1ZSrTiG4dDqNSCTSkAhDoifPN5nNcnEOZbzRIiInHsmtrGinb7YLy8iWAZ3Ds9ksksmkaNVNPgDqI0hZiLLgmzlA6bsnXwq3v+4OFv0xkMVKHnSarUZFNeRso12ZRCe3eZZz5OUogNK8lhcAORONPOHyQiGLlc7CyvlwVFMvWwxy8hAtLvT6VLort6lu5UCTm1zST7lXn16vF6m/2WwW6XS6qeCbiZ1CeiaTSfgxWPSdw6I/AUj4JpOpobGjbAI3q4qj3nZyoo78e8363tFPOYFHiWwKk+iPygGgUBxBVgM53OisTuW8nY6IpvcGIJyKFDYkLz4dBSi7rpXgacGjDD7qmkMZhlxT3zks+hNC7oxDDTWKxSJsNpuYZy8nnQCNk17IxKbdV2nay2Inb3WzGXr0uvTf8tFA/jegMcFHfh614wI+DoqUU4O7CY/R65K5Tw5Hyp+nxUQ+LjQTPF2rwWCA0+mEx+MREQEeXtkdLPpjIAtPNmWBw8U49Hw5O0/Z511OMGm289OOLb+GvKvTT3k3b/Yc+XUpWUZeXOj9W/kSevmeZPETZO53InhydFLzj9HRUQQCAeEUZDqHv60ekcVAOyGZp7R7yS2ulN1u5KQTGaWpD3zcwVvl5Cv/TM9tJXbl51BaA8qU2+OGw5RFSbTYKRuKHiV4rVYrinkmJycxOTkJv9/PPe97gEXfI/INTEki5KGm9NBkMolEIoFEIoFUKiWyxyjG3MzzLYte3m2bOfBk6LlyNl+znP2jPo/ymHBclJEJ+lz0vckhv2bpxvIOb7VaMTo6inPnzuHs2bMYGxuD2+2G0WjknPsuYdH3CAmQOr2Q4MkLnUqlRCiKOtnKOz/t8q0ErCzGofdstqsrxfprSUmVQ5JUFCRHFWQ/QavFSaPRwOl0YmRkBHNzc7h+/TpmZ2cxODgoeuez6LuDRd8jdD6VyzwpH5yELfeTkyesUucX2YEGNGbnNZvC2sohJ/87gAafgewsPClzvR1yEQ71D6QafkokKhaL0Gg0DR57ui65kMjhcGBkZAQXLlzArVu3cOnSJXGW53ZZvcGi75F6/eMoasoFl1tjyc0hVKqPc9fkvHFlggzd7BSnp3h5qxu71aJAVoRc209/pt1VuSCcRAcalUoFo9EoQmlOp1OU2spz8YrFoki1pZ+UUktxeIvFAqfTicHBQczMzOD8+fM4e/YshoaGGsZys+i7h0V/ApBoqTOuvHNTXzdKyiHBK8NflJQjJ/XI3WbofZQ7tez5lxNxyG+gdB7KDkQ5EtAsqqA8c9O10oIkL0pUAETTcqjvndPpFMkzSsErK+soZ4EWDp/Ph9HRUUxNTWFiYgJ+v7+h7RbTGyz6HpEFrcxNJ0++XCIq77Cy2OUUWGW+vtLEV5rp8k+l4MmElhcaWmzkKjnZc69MJqIFQk7IAdBgussTeShDzuVywePxNLSprtfrDb4Pmo8nL4LAz6Y9zfLz+XwIBoMYGhpqGKrJgj8eqjYmHZcutYCSWGgnlTPuKIxHP2Why9+3nAKrfMgJOkDjLt/s0Uz4coprOp1uOIYo4+7KLD4Svnz9ZH6TRdJM5DSiixYCcrTRcYjSeem6aMJvrVYTWY00x49+2mw2GI3GQ5YP05amXxSL/hgod0ulcJTOs2ahOdk8VobrmtHMtG8mWNqh5dFXVFUn5+DLO7syjCYfU+i4QbUEcgMPmtpD4qTdWLkj06Ik9/+XHZ7UsttisYhmJHJHHhZ717DofwmaiRQ4HI8+6feUTXXZ6pDP77SLyya83CgD+NjlVq/XixbUVI0nWylk8stFP62uTU4yUpbm0uux0E8EFn2/0yxVVxag/FPe5ZVlv/IuzqL8VcOiZ46mnVXCAv/NwaJnmD6jqeg59sEwfQaLnmH6DBY9w/QZLHqG6TNY9AzTZ7DoGabPYNEzTJ/BomeYPoNFzzB9BoueYfoMFj3D9BkseobpM1j0DNNnsOgZps9g0TNMn8GiZ5g+g0XPMH0Gi55h+gwWPcP0GSx6hukzWPQM02ew6Bmmz2DRM0yfwaJnmD6DRc8wfQaLnmH6DBY9w/QZLHqG6TNY9AzTZ7DoGabPYNEzTJ/BomeYPoNFzzB9BoueYfoMFj3D9BkseobpM1j0DNNnsOgZps9g0TNMn8GiZ5g+g0XPMH0Gi55h+gwWPcP0GSx6hukzWPQM02ew6Bmmz2DRM0yfwaJnmD6DRc8wfQaLnmH6DBY9w/QZLHqG6TNY9AzTZ7DoGabPYNEzTJ+hbfPvqv+Uq2AY5j8N3ukZps9g0TNMn8GiZ5g+g0XPMH0Gi55h+gwWPcP0Gf8ff+tLu5/B47cAAAAASUVORK5CYII=\n", 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" ] }, "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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lxHUBzS25lM2ggCZ5CRTnaPWZtKpIVA7NkAt9yBMgb4sF3x0s+h6RK+GoCk3ZNXcWyMMqstksdnZ28PjxY9y+fRs//PAD3r59i3w+33YQpkqlwujoKFZXV3Hx4kUEAoG2Vp5y6OFwGH/961/x4MEDxGKxY59fo9GIlmKLxQKj0SjiHceJnT63Vr0HhHIbQF16P2Zm5GOGRX8KZOHL/z6rm1DOw6fTaYTDYTx8+BC3bt3Co0ePsLOzg2KxKAZXHIdarYbX68WVK1dw48YNjI+Pw2KxtLXyFK1/8uQJvv32W2xubp74eK1WKzoKqY+erDS55crmH7mUmCoBaRE97j3RY+SmJaZzWPSnQFn3fpaWXq5Zz2QyCIfDuHv3Lv72t7/h8ePH2N/fR6lU6mgf7/F4cPnyZdy8eRPLy8twuVwfdM8poZz8mzdvcO/ePaytrZ2YGZALcqiTEHhfo18oFESzDbnnygGXFCOhIB+lAmXXX36c3MvAdA6L/hTINyH9+ywsPd3wVHiztbWF+/fv49tvvxWCpzx1u+uz2+1YXFzEP/zDP2BlZQU+nw96vb7tNR4dHSGdTuPx48e4f/8+MpnMia9Drj1ZeZVKhVqthkKhgHQ6jWQyiUwmI65bvnb6e3mQKDXhHB4eNi2i8pgtWiCY7mDRnxI5/SRbrV6FL0fp8/k8dnZ28OjRI3z//fd4+vRpk+DblZ8aDAbMzs7iiy++wOrqKkZGRjqqvKOCmGg0ipcvX+Lt27cnehRqtRoGgwEWi0VMvSEvJZVKIRqNIhaLib55ZfxB9phIyNSoo+xXICtPMwZ5T989LPoeaZVyUgq+25uRBE9R+r29PTx+/Bi3bt0SFp5aWNuh1+vh9/tx+fJlXLt2DSMjI6JHvh31el14GFtbW0in0yc+nubq0VTdgYEBEXg8ODjA3t4eYrFY09y+VoukHBil3vzjHqPValt2AzLtYdGfAlnUp7XwclquUChgd3cXjx8/bsrDU+15J9hsNqysrGB1dRXT09Ow2WwdH2p5dHSEZDKJV69eYW9v78TH0l7e6XTC4/HAbDZDrVajVCohmUxib28Pe3t7SCaT4vrleYFy0408MrvV4km/J8HL1X1M57DoT8lJOedOIcFXKhXkcrkmwd+/fx9bW1tCMO1cepXqXQfd8PAwVldXsbi42HGpLUFR++fPn+Pg4ODEx2o0GjgcDvh8Pvh8PlitVjGUMxqNYnd3F9FoFLlc7oNW2OM+u1YpO6LVUFGmO1j0PSI3egAfir3Tm1EZpd/e3hYu/Q8//ICtra2O0nLy6/p8Ply4cAFLS0sIBoMdBe4Iys1Ho1FsbGyc6NpT8M7v92N0dBR+vx9msxn1el249gcHB0in0y0DeEoxy9cgf77HpfiY3mDRnwG9dnjJgqc8/IMHD3Dr1i08efJETJg9bs6dEupwm5mZwerqKsbGxsQeu1NqtRpSqRT29vYQjUaPDeCpVCoYDAZ4vV5MTU1hampKZAYymQyy2SxisRiSyaToxFP20MufgzxgA3hflCRX/bWafMu99N3Doj8F8k3arfDltFw2m22Zh6dIdzvBU2WbTqdDKBTC8vIylpaW4PF42ubjlddUqVSwvb0tuuiOQ6vVwuVyYWZmBgsLC5iYmIDT6UStVkMikRDjuGW3/qTRXfT6FLOg+np6/0rBy9N8WfjdwaLvERItdZeR8DoRmNwtRwMwHjx4gG+++QZPnjxpitJ36tLTFN5PP/0UKysrGB4eFkG1TqnX68jn83j9+jWePHmCYrHY8nF0ou3k5CSWl5dx7tw5hEIhaDQaMaY6n88jm82KqTqdeCpyX74sdvnv5ec5qWqPOR4WfY/QjUlTX4APh1W2Qu6HLxQKiEQiePTokXDpu8nD02Kj1WrhdDpx7tw5XL16FefOnYPdbu/aylO77suXL/HmzZuWFXjUSTc2Nobl5WUsLy9jfHwcVqtVzOqjmfjyVN520GdInytZenmeXqv+exZ997Doe4BES6fD0Ngsiia32rfS39HfksCePn2KW7du4eHDhzg4OOha8DqdDna7HfPz87h+/To++eQTEbzr1sqn02k8e/YMz58/RzKZbPk4mq23srKCy5cvY3JyUmwjaLINjb0qlUpt3XrKy9NnJR99pRQ2i/5sYNH3gHy0Uz6fF4cyKAtJlDckWbFisSjaYylKT1NvOs3Dk+AdDgdmZmZw7do1XLlyRQzG6ObMdqqzD4fD+Nvf/oZXr161vA6NRgOv14vl5WVcuXIF586dg9/vF6fG0naETrOlPvjjrl8uxqG8OwmeLLx8Bp9S9K2i+0x7WPRd0mg0xJ41kUggnU6LE2TJWul0ug/cfHkAxv7+Pl68eIHvvvsOd+7cEWm5TgVPwycdDgemp6fx+eef4/PPP8fk5GTXOXkakrG7u4sHDx7g7t27LQty1Go1HA4HFhYW8Ktf/QoXLlxomq9H759cfDo8s5UoZQuv1+vFF5Xeyi49XWOr9B6LvTc6En0/f7itxFOtVpFMJrGzs4NkMgmz2Sz2nw6HA/V6vUl4cvPM3t4enj9/jrt37+L+/ftYX18X/fDd7OHtdjtmZmbw+eef49q1a5idnYXb7e4qJ6+civPnP/8Z6+vrLdN0FosFi4uLuHHjBj799FMRKCSPgq6dmmwoat/qPdCwEZ1OJ5p0qA23lWVv9bmwle+djkTPVU/vC0ZKpZIQ7uvXr5HL5WA2m5HL5VCpVFCtVmGz2YT4yJ1PpVLY3d3Fq1ev8PDhQzx79qzjfngZCtrNzc0Jwc/NzcHj8Yh9fKcZhFqthmg0ivv37+M//uM/cOfOHTEVR8ZqtWJ2dhY3btzAtWvXMDY2BqvVKnrZlVaeZtS3itiT6A0GgxirZbVaRSygVquJuoKT9uy0p+d9ffewe98GORJdrVbFUIn79+9jc3MTR0dHsFgsIiedzWbhcrnE+emFQgGxWAzb29tiTPXW1hZSqVRXe3hy6d1uNxYWFnD9+nVcuXIFU1NTcLvdTZNm20Elv9FoFD/88AP++Z//Gd988w3i8XjT9VBJ78TEBL766iv8+te/xtTUFGw2W1PwjeIXVHOQTqdbip7q6w0GA+x2O7xeLzweDywWi0hf0ll8xHHDM5XFPkznnCh6+h/Xbx8sDcQAgPX1dZFKSyQS2N3dxdraGiKRCIrFopj+SmetRaNR2Gw20XSSSCSwv78vGk9SqZSosuvmc9Xr9RgZGcEnn3yCK1euYGVlBePj43A6nR1beLKOxWIROzs7uH37Nv7whz/g1q1b2N3dbRo22Wg0oNFoMD4+ji+++AJffvnlsSOz6XnL5TISiYRY0Fr1zOt0OthsNgQCAYyMjMDr9UKn04magGw2e+yeXb4XKa3Hwu+eE0WfTqdx//59vHjxQvQu98MHTKJvNBrY3NzE69evRU94PB5vskRarVac5VYqlbC/vw+dTic8hFQqhUQiIXLW3YqdOtgmJiawvLyMy5cvi5p62gt3IngKJKZSKaytreH27dv4y1/+gnv37iEWi31Q9KLVahEMBnH9+nX85je/wcLCApxO57G5/6OjI+Tzeezv7yMejzdtWeR9vMVigd/vx9TUFMbHx+F2uwFAdOHFYrEPFhRlQK+To7iZ42lr6X/3u9/hd7/7HYB31qaT8Uy/dGif2mi8O5tNr9eLk1qV759y7qlUCoeHh0gkEqKclQ5moBFRnd6c8iSaUCiEpaUlXLlyBUtLSxgdHYXT6RS98Z2481QIFIvF8PTpU3z99df4+uuvsba2hmKx2HIRcjqduHLlCm7evImlpSW4XK5jswKUwkyn09jd3UUqlfqgk44m5VKt/vz8PEZGRmCxWFCtVqFSqZBIJJoCg/SlrL+nwh2KoZC159hTZ5woemqRJOjMso8dWZylUgmlUunYx5LloXJTWjCoEq1byw68H4CxtLSElZUVXLhwAdPT0/D5fE0ny3biztNeeWNjA99++y2+/vprPHz4sMmdV2KxWDA/P48vvvgCy8vLbefj05jrRCKBSCSCTCbzQYpNq9XC4XBgeHgYs7OzmJqagt/vF55SoVAQr3FS4Q259XToBQX/WPSdc6LoVSqVOC4YgLB4/UQne0aqv6dFsVWuuRNUqncz7SYmJvDpp5/i6tWrWFpaQigUEmLvZhDk4eGhmFn/l7/8BX/605/w+PFjZLPZE/8uFArh6tWruHjxIoLB4Il5f1pY0um0iHuUSiUhQirAMRqN8Pl8mJycxOTkJEKhEGw2m3gOvV4vBoweV5EHvPcqaDtFWyt5tBZzMm2j97LV41NCW0M3qhxd7vZzUqvVcLlcIhd+7do1TE5Oish8N3X0wDvBZzIZPH/+HP/2b/+Gf/mXf8Hbt2/bemtmsxnnz5/H1atXMTw8LLICx0Gpv0QiIbISygwAlQoPDw9jfHwcwWAQTqcTBoNBpPmA90dY0XSdVpF7akWm7ZPc1MN0BqfszgjZKvUS7PR6vfjss8/w1Vdf4fLlyxgbG+u6uo6goNrbt2/xhz/8Af/6r/+K9fX1lsUyMlqtVnTOzc7OwuFwtO3Fl4du7OzsNAU5KXhnNBrh8XgQCoUwNDQEp9MJo9HYdDoQWW55QlCr1lm556FUKiGdTosaf6YzWPRngNwP3q3gdTodhoaGsLq6iq+++gqfffaZGGLZy0x3CnTt7e3hm2++wZ///Odja+mVmEwm0Tnn8Xig1WpPfDy59nTUFnUIyjPtyMoHAgEMDQ3B7XbDZDKJ56b4Rz6fRyaTaRJ9q8+THk/ilxt7mM5g0Z+SXoNHGo0GZrMZIyMjuHbtGr788ktcvHgRXq9XuPO9QEMtHz9+jD/+8Y948eJFxwVAgUAAy8vLHZ9zR1mKdDqNWCyGVColeuKBd56DyWSCx+PB8PCwmKFHB2GQq04FPfKI7OMWTxI9nWRLB2iwe985LPpTIA9npH19q+46JQaDAaFQCOfPn8fq6ipWVlYwMzPTVErbC1R48+LFC/znf/4nHj161DZoR3g8HnzyySeipLedlafXo9x6IpFApVIRvQEqlQomkwlerxcjIyMYHh4W8Qkq2aVBoKlUCvF4HJlMpu2UHXmOgXyENYu+c1j0PSIfwQS8D3gqi1yA9+WsDocDfr8f4+PjmJubw9LSEhYWFjA0NASLxXKqOe7UF7C1tYXvvvtOlNV2ysTEBK5evYqxsTExG+Ak5AM5YrGYGK1F5cd6vR4ulwtjY2OYmJhAMBiE1WqFRqMRAbtcLodEIoGDg4OmibknLZr0uiR0uf+e6QwWfY/odDpxhBMV7lQqFbEPpSo0KjuldNXi4iIWFhYwPj4Or9cLq9Uq0lW9bhUoELa/v4/bt2/jm2++wZs3bzpy61UqFfx+Py5evIjl5WX4fL62Wwu57JZm4ZVKJdFEQ2OxA4EAZmZmMDk5Ca/XK9K/tVpNzMWnwzDkufjtkIdmKoducK6+PSz6HqAZcV6vVzSLZLPZpjPidTodzGazuPEXFhYwNTWFUCiEwcHBMxE78F7w1Dzz7//+73j8+HHbSD1ht9tx5coV/OpXv8LY2BjMZnPbcV/yEBFqNNJoNHC73XC5XGKRGx4exujoKAKBgMhEUAltJpNBNBoVU3fJtZe9o+O2SsruOnL36/V6V5N/+xUWfZeoVCpRPz48PAybzSaizyR6tVoNu92OYDCIubk5zM/PN1m7Tuvl2yEL/u7du/j973+PO3fuHHuGvBK/34/V1VX89re/xcWLF+F0Ok9chGTB5/N5xONxRKNRVKtVWCwWmEwmmM1mDA4Owu/3w+fzwe12i+Aduea5XA6xWEw0ISUSCTEmmzykkybjKK17r5WP/QqLvkuon31oaAihUAhGo1GU4ZJ1NRqN8Pv9mJmZwczMDIaGhmC328/0aGV6zb29PWHhv/76a0QikbY3Py1Ily5dwldffYVLly5haGhIBNlaITe65HI5HBwciCEidMCG1WqFx+OB1+sVYqfiHoq6FwqFps7Dg4MDYeUBiD2/csqw8lrkL9nSM+1h0XeJXq/H4OAgfD4fHA6HKDAht1iv18PtdmNsbAxjY2MIBAJN3XCnhaLe+XweW1tbuHv3Lv74xz/i3r17ODg4OLEhijrnlpeXRZntxMQEBkrA3pQAABiESURBVAcHmwZ7ypB1p8aiTCaDg4MDbG9vY3d3F9lsFgaDAQ6HA16vF16vF06nE2azWdTSU8yjXC6Lct2dnR1EIhFRXNNoNEQxj0aj+aCzTlmKK1fsUSSfRd8ZLPou0ev1sNvtsNlsMBgM4veUd3e73QgGgxgeHhZ7/m5LaJWQlaUZe5FIBM+fP8etW7dw7949vHr1CvF4vKmzTRaJwWDA2NgY5ufnsbS0hMXFRczNzYn2XLq+Vi2tcmotGo1ia2sLm5ubiEajInjn9XoRCAQQCATgdrubtjBktenYrv39fWxvb2NnZ0dE7OkMehqwITfdyCO0CFqE2NL3Bou+C9RqNcxms4jaU0edRqOB1WqFz+dDMBhEIBAQJ7j2Knj5hpctZDgcFiO3Hj16hO3t7Q+sOwme9tezs7O4ePEiPvvsM8zNzWFwcBAmk+nY893lFlZKyYXDYayvr+Pt27eIRqOoVCqwWCwYGhqC1WoVQTzav5NLf3h4KAQfiUQQDoexubkpuvGosEa28nQNtFdXLmJk5ek7iZ739J3Bou8Co9EIu93eZB3Jwnu9XoRCIdFM0k2/OyHvm4vFohi/Rc0sT548wcOHD7G2tibSZK1GUlG33uzsLK5du4bV1VXMzMw0VcQdF+UmwcsHaj579gyPHj3C69evxYAMo9GIUCgkBmNYrVYYjcam56a4A80HXFtbw9raGnZ2dpDJZETzDwmeAngAmg4RaXWN1JQjp+9Y9J3RVvTyB08pl35CzhsPDAzAbDYLK2kwGGCxWODxeBAIBJoE380eXrboFBXf3NwUItne3sb+/j6i0ahIkR3HwMAAhoaGcOnSJVy/fh2ffvqpGKtFe+x2KblarYZ0Oo21tTXcuXMHd+7cwZs3b5BMJlGtVkUw8/DwUIyxprZf+f1Q0G5zcxPPnz/H06dPsb29jVQqJWoaaN69Wq2GXq8Xi468KLUSM3kB8t6eRd8ZPESjA8iln5+fx8WLFzE1NQWHwwGj0Qir1Qqn0wmn0wm73d5VG6xytlw4HMbr16+xvr6OcDiMcDiM7e1txGKxjvLutHe/cuUKfvOb32BlZQWBQABGo7GjrIE8dCMcDuPWrVv461//imfPniGdTgvrazAYxPXIz0tbAioHjsViePv2LZ4+fYqnT58iHA4jmUyKASP0OdF4Mjrsgq7lJDHLM/LkA0aY9nQ1RMNgMHTcvPFLhiLO9Xodo6OjmJubw/j4OFZWVrC4uNh0GqxGo4FWq4VOp4NOp+tY8JTvzmQy2Nvbw7Nnz3D37l3cuXMHb9++/aBYpd31mkwmTExM4ObNm7h58yYuXLgg5uB3WrBCC9D+/j6ePHmC77//Hs+ePUMikWgamqmcokOBukKhIAaCyoJ/8uQJtre3kUwmxaJAYqe9v7xHp6DlSeW1FCugheisUqH9wImiN5lM+Md//EdcvHhRuG/94kKR1aMxT0NDQxgZGYHP5xMRZmX/fKfWnW7YWCyGZ8+e4bvvvsPt27extraGWCzW8uDI46Biofn5edy8eRNffPEFFhYW4Ha7TxxxpYSsdCaTwfr6Oh4+fChcelmo5IrT4kaHW6RSKRSLRVQqFcTjcbx9+1acDbC3t4dsNiuCdjRRhz5DctMpIFcqlYSgj9tOyhF8rVZ7qkalfuNE0TscDty4cQO//vWv/17X87OCusgODw/FXp7ObSPk1JI84kl5A8r57lwuh83NTfzwww/iaKuNjY2uxA68n7Zz7tw53LhxA19++SXm5uZOnFrbCro2OnLr1atXePXqVZOFB95PtdVqtSLKTm48fU6pVApbW1tii0KpPWV9PFlmEjYtCBTEbDfemj5LOk2oG4+m32lr6fsdm80m9o3HWRLlMEe55RZ4b92pySQcDovGmB9++AGJRKKrHLNcBLSwsICbN2/i2rVrItbQbbceRetTqRQ2NzexsbEhDr6gXHurs+fq9Xcn3dJgSsrD7+7uinr648RLHhJ5GDR8o1qtNk0Q7uSzoK0Vi74zOGXXBtq3n4TssisXCLqpC4WCOPv9zp07uH//PtbW1j6YHNsOtVoNo9EoKuuuX7+Ozz77DOPj47Db7V0fXik3z0QiEVF4U6vVxOEUZJ31er0IXmq1WnFKDo3nohn/mUxGjAtv9d7kUVgU6adoPnUrthsqSlsM+n5WFY/9AB9g2YZOI950PLOcO6ffU2EKnZbz/Plz7OzsNGVGOoFO0xkdHcXKygquXr2K5eVlDA8Pi171bgQv97VTLf3BwQGq1apok63VamIwhk6nE1ZerVaLM/oKhQIymYyYfNPpJBuy9hQzoIj8SXt5gsSu0+m6nhLc7/ABlqeAhEMVcwcHB01n1NFhjlR6SoUplKfuZMoO8N6600k3KysrWF1dxblz50Rtf7dpQnmhisfj2NraQiQSQblcFi3B5F7THpyQ/zabzYoOQ3LJO31P8vaHxE7f2z2HVquFwWAQKVK28p3D7n2PyHXp2WwWe3t72NjYQCQSEae2ZjIZpFIpJJNJxONxcbwVWcJ2NzZN56GZ8TMzM2JwJVXYtSv1pdcgN5oOiiDrrJxcYzQaMTQ01HQUFYmS3ms8HhceTCaTQbFYFJH3TlDm1emz7Kayjk6+NZvNXR3PzbDoe4bc+mKxKCzlq1evsL29LYSQy+XEWe10xJW85z+u8IRcVzrdNRAIYHJyUjTLTExMwOPxwGAwNB32KHsOZNEpFVapVFAsFpFOp5FMJpFIJJBIJMQCdXR0BK1WC7/fD7PZLEpqKcKez+cRjUZFxDyXyyGXy6FYLHY1mFJeTKgaTw7qdVrxSTUkLpdLTA5mOoNF3yNk/WggxM7ODjY3N7G7u4t8Pi8CUvRFNzOJXRa+bPko/WQymeB0OsVMPToKivbvNLiSrCQJXt6rU1mv7G1Eo1FEo1FxnDSJx+PxwOl0NrXGarVaNBoNkXUol8toNBrI5/NiQet2Eq2cBaCgI6UFO40d0cJBXY0Wi4VF3wUs+h6Rc8pkPVOplBCD3OMt74mVBU5k9ShQZjabYbPZ4HQ6xQQaOiSCCm5oYg49N12PbNFplFUkEsH29ja2trZwcHAgZtEB7yosaUKt1WqF3+8Xo62ov56sPHkDuVwOyWQS+Xy+63ZWirIbjUaYzWZRjQe873HoRPhUJ2AymeByuVj0XcKi7xE5aq88nVa25ADEDSm7tlqtVgSjSARU42+1WmG325u+aEIPWVe5oo3mv5PQafYc7dVjsZjYctAJsTSt1ul0iqahwcFBYTnJk5Bny6dSKezv7zcFKzuFtivUhmuxWABAnJrbTV8H7eWtVquYa8Ci7xwWfY/IlXhknagoR6vVNnWKkUtLnXkmk0mI22q1ihvYZDKJo7Gp2IQ8A4qUU8BLPuyhUCggm80ilUohFoshFosJF75QKDSd6ioXs2g0GiF4r9crrCbFCihXXiqVEI/Hsb29jUgkIoKRnbrjdOjF4OAghoaG4Pf7YTKZUC6XRasu1e23y2jQUFKXyyUWw9MOKek3WPSngEREo65JsPL59hSsMhqNsFgswnV3Op1wOByw2WxCaPRYedpMPp8X7jX9TEc75/N5kTKjoBpZc3L/ZfdbLn+VR3P7fD64XC4x4oo8FDpcMhaLYWNjA+FwGPF4XBTSdIJWq4XFYkEoFML09DSmp6fh9Xqh0WiQyWQQDoeFl1IqldqKntp6fT4fnE4nl9/2AIu+R5SCNxqNMJlMYi9MYqOgFe3V3W63+HI4HGL4BLnTNBO+UCg0Bd8SiQRSqZQYtU1ufqVSESKnxUIWjdzcImcFnE4ngsEgQqFQ05ReEh1lJqhb7sWLF9ja2hJ7+U7QarWw2+0YHx/H+fPncf78eYyOjsJqtaLRaCCRSEClUoltST6fF17MccKnbcng4GDPB3z2Oyz6U0CuPJWnkqWXLSy1fZKLL7fhyoMnKPBHHWsHBweIRCKijp2GZ5AllyfHKFGKgARPgUKv14vR0VFMTExgeHhYnCJLixX1CcRiMayvr+Pp06d48+YNEolEx249HVw5OTmJlZUVrKysYGpqCm63G1qtVkzfoWOuDw4OkM1mheDlAh05p280GuFwOESGga1897Doe4SEJJeDKvvpyerStBlKoRkMhibLTlFsKmulkthIJIL9/X0xMZZSf7I1byVAEgktOBQwtFgs4hCKqakpTE1NiQIf2sNTBiCZTGJjY0OUDe/v74upte0gl358fByXLl1qms1H8QIq7y0WiwiFQohEImLABmUl5EGf9FlTHIS8I67E6x4W/SkgwVMZKLnG1CpKKS2NRiMCb5VKRZSwygM2q9UqstmsOOqJ0mvZbFa0psqjoY5D7nmnWILNZoPH4xEHdAwPDyMUCsHv94smHZpnVy6Xkc1msb29LSbebG5uiqm17UQvn8b7ySefYGVlBfPz803Vg8C74Obh4aHYnweDQUSjUdFeTCfTyu9Jp9OJYCeNye7nvpBeYdH3iGxNlR11JGzZaqnVauRyOVGaS735ct49n88jnU6LY5vJlW+1Vz/ummgbQdV8g4ODCAaD4nAOv9+PwcFB2O12UcIqd7el02lEIhG8efMGz549QzgcbmqfPQmNRiNKhmdnZ3H+/HlMT09jcHCwafY/ZT4oFuJyueD3+xEMBkXDEg3kkF18avahBaObWn/mPSz6U6JsGqF+cOX0F1mQVFwiT7ahAJ4y59+p4OVtBlXYDQ8PY3x8HGNjYwgGgxgcHBR5bRKgfPIMNQ1tbGzgzZs3CIfDSKVSbQ+SoPdGZwKMjIxgdnYWY2NjcLvdIq0mN9mQJ0JBTrfbDZ/PJ4J5tC2RC5zIS6DPSl4UOzlam3kHi/4UKA+HkC09WXulYGT3W96P0t9S9Foe7dzuGihQqNfrYbPZEAgEMDExgZmZGXFMNKXkZLFT1J+q7KgbcGNjA1tbW6IbkBatk16fKuQ8Hg+CwSD8fj8cDscHKTXlwEsKMFosFjidTrhcLtHAQ88vB/fos5V7GuSCKKY9LPpTILv48n6eAmLKc9QJeryy00w+rqnVPHtlKk4WPB0t5ff7MT09jfn5eUxNTWFoaAgOh0PM4QfQFLDLZDKIx+MiU0AFOOl0WrjX8mspr0t+fbPZ/MHpP/RaVGREATq5q46suJz21Ov1TXl7+hzJwudyOVG3UK1WYTKZWPQdwqLvEaXoKKAnD3OQG2DkoJNSvESr38s5f/l3ct6d0mPUnDM9PY2JiQkEAgGRjqN8Nu2FqQ5ATg1GIpEPDpSktCT9rBwEKlf4UWEPnYxDwUr5JCBZxBTYlGv46Tnlvn953DUJnmoZcrmc6F7kSH5nsOhPgTwoko5pppbUSqUiTmCldBghi6ZVLpr+TY9V5qLljjxyjV0uF3w+HwKBQNPenYRKoqFz6cid393dxd7eHmKxmKgFoDp46rKTW2DlBUzp6VBBTzQaFZN8qD/BYrE0zd8n0ZPlpngG/UwHXlLxEV1/qVQSFYpUpVgul/kcuy5g0feIbGlNJhOsVqtoYKGqNXJhiVa94rJoSOhKN/W4Cjsq/aUGHarfp+g2DZuUj4qWBU91ALFYTHQH0v5ZDjaSJSbh0b/l66LgWjKZbJq7l0gkMDQ0BI/H03QYiJyxoNZf6lTMZDLCmlPqjl6fvBRaGEqlUkeZBeY9LPpTIO9F6ajmVCrV1AWnUqlEQI/cXLlaT077yVuGVnt+ek0ATUU3er1eCIlafQcGBlAqlaDT6QBA1PFTU040GkU8Hkc6nUY+nxeCpuemYCO9NllbCv5R1FwWP8UJqCcgHo+Lc+iDwSC8Xi8cDofwQKhtlxah/f19xONxMXePPjc5gyFPy6Vr4nPsuoNFfwrI0suiLxQKaDQaojpPq9WKgZGtTlclYZMLLQtO3qMqC1Hob1QqVdPYLpXq3RjpZDIpCn+ovJesfDqdFoEwqiWg56R9uZxSpCi7XB4rH1Kh3OeTm57JZJqKjeS0oU6nazrvjmIKsVhMFCTJgVA5HkK/B8Addj3Aou8RZcMNtaiSlTcYDGJ6rE6nE+4qWUhZJHJLLllwEr+cFZCzA/QzAFHQQsKPRqMfpOYo8FUsFj8YM03XQME+eeQ3WWR5VDW53HL9v3JBIqtPCwDtv9PptLD29Xq9KaAoT/SRKxpbBQ+B98Mx5c5Apj0s+lMgi4WOsSY3niw9WXD6mU5vUZ6GS9ZdFr5c6QegycqSGGgoRqlUEgUvsltO7rEcDJPTgrTgyCk1eg7lKG/aS8tFR60CaK2yFnKaMJvNNok+lUqJvXwrwSs/cxq1RSXG1CzEdAaL/pQohW+z2ZqGVCqPu5JdaVn4dHOTEGVByYMz5OId+XmVyH8r5/9bbRNkgdO1yDEIuShGrhQ8aR9Nr0ONNWq1Wmw/KpVKk3tP6T3yhI6z8BRgpMCpxWIRgzS4265zWPRngDJnbjQaUa1WxTinbDYrCk7ItQbeC112kWnfTBZYPidPGT2X/0ZeNOT9r3JhaFULQFaenpO2KLJrL/cAdJMeU1p5ymxQOo9Sda328K1ceir1dbvdIj7Ah1d2B4v+FNCNKQtQ2dZKrj3dtPRYWbiEXGBClksWrby3Vo7qkr+3Er38GPn6KRAov49W5cXdir3VZ0VFNgRtG+QYwXGCp8+SipBGRkYQCAREPQDTOfxp9YgsBrqZZRdYrr+Xx2GT+ypH8pXpOBK+PHZLFuVxFX4nWfyT3odcbKOsJVBuB077mdHzy9ZfPov+OMFrNBrY7XaEQiFMTExgYmJCzNpj1747WPQ9QiIksVOUmnLUmUwG6XRanPFGVWRyhZnS0gMQten0XRalHBw7DmWVnxxfaPd+zjrXrWwukjMRrXoTlIsfZRLUajUsFgtGRkawsLCAc+fOYXR0VMzI45Rdd7Doe4RuXrmUlARPok+lUqI3Xpkukw9pJGEStD0glFZbKVDZusuP+amhhVHZSkxbFdnrOe561Wo1HA4HhoeHcfHiRVy6dAmzs7NiKAfPyOseFn2PUGS6XC6jWCw2iVp5cqs8Apsi9sdNq5Vde+Uhj0DzAtDqmugxyo49ZeDvx4T6AuSDLagngdKMxWIRGo2myb2n66L3ToNARkZGsLi4iNXVVVy4cEHs5VnwvcGi7xEKTJGVl6fk0LBMi8UiLJ3FYhHjq+VcN4lRzpdTbp/+fVIve6ugG3kRtPWg71S6KltX5QJxGuh0XeoFUI74pmwA5fzl8d50XVSjQOk4n8+H6elpLC4u4ty5cwgGg7DZbELwLPruYdGfAmUQjCrEgPdWmybDOJ3OpqCefCQz7V3lAZvkEiutvTJYJ18LCV6exyeLnWIJ8pFbcjZB3m/LP8uPo+uRC4rkWgWz2YzBwUH4fD54PB5xRBY1AVFlIH2RlyTX/hsMBthsNni9XoyMjGBychLj4+Pw+/1NY7eY3mDR9wjVqZvNZtTrdVFhJjelyAdY1mo18SW72vLE2lbjseXqOmVBjjLAJ598I2cOlC2q1JXW6vlkT4H23bRQHB4eigWKvBk6I56+6DAPt9stxlRTMxBZeKr7p6Yaeg3g/fFXdrsdXq8XQ0NDGBoaEqfvsOBPj6qNS/fTR4N+plDBCt20ytp4OUIt59hlz0B26ZWTdZUNN/Saymi+/Hulpafec2pVVXauKT0F+i7n5eX0Ij1eLkKy2WxwOBzi1Fs6k4/28OSG04KoDHrKTT8DAwPiyC+HwyG+qBdf6fkwbWn5QbHoT0Grqjjll9KSEnJfvPyd/lurG7tVxJ5+lhcA2UrLjTa0d5Zn8Cm/WjXRyLEG2naQVyLv4WkevbxwyVsTOWpPAVC5H57GbtFAEhrgyWLvGRb9T8FxQgWa89Fn/ZqtXHVZ3MrCImXREFl1+RQf6hiUtx5yM5FyS3LctclxBNnjkGMFLPQzgUXf77TK9cvRe2WaD/hQiMpefxblzxoWPXMyx3klP5ZHwvzosOgZps9oKXrOfTBMn8GiZ5g+g0XPMH0Gi55h+gwWPcP0GSx6hukzWPQM02ew6Bmmz2DRM0yfwaJnmD6DRc8wfQaLnmH6DBY9w/QZLHqG6TNY9AzTZ7DoGabPYNEzTJ/BomeYPoNFzzB9BoueYfoMFj3D9BkseobpM1j0DNNnsOgZps9g0TNMn8GiZ5g+g0XPMH0Gi55h+gwWPcP0GSx6hukzWPQM02ew6Bmmz2DRM0yfwaJnmD6DRc8wfQaLnmH6DBY9w/QZLHqG6TNY9AzTZ7DoGabPYNEzTJ/BomeYPoNFzzB9BoueYfoMFj3D9BkseobpM1j0DNNnsOgZps9g0TNMn8GiZ5g+g0XPMH0Gi55h+gwWPcP0GSx6hukzWPQM02do2vx31d/lKhiG+bvBlp5h+gwWPcP0GSx6hukzWPQM02ew6Bmmz2DRM0yf8f8BdM6R1YOqVl8AAAAASUVORK5CYII=\n", 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" ] }, "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", 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" ] }, "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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vJxjJ5n67IiXmeFj0J4CcVHRzyvnrv4TgKQU2HA7jxYsXuHv3Lh48eIDt7W0Ui8VjRa9SqeD3+3H+/HlcvXoV4+PjHc164J1nPZVKYXV1Fffu3cOzZ89EVp7SC6/VakX40uPxwOVyCROdKuj0en1TNqIcn1c20pA/u7KJiFy+y7X0vcGi7xM5FfeXFL3cOCOXy4kuOffu3cPDhw+xsbGBXC7X0dS1WCxYXFzE7du3MTMzA6fT2bHjDBW77Ozs4O7du3jy5Ami0WjbhB9qyOF2u+FyuWC1WkVMv1U2IqX2yscDuSqvVQSChE+P/SX8Jp86LPoTQDcrZaC1yqc/yc0oCz6TyWB3dxdPnz7F999/j0ePHmF7e1ukvx7n0DKZTJiamsKtW7dw7do1+P1+6PX6jtdWrVaRTCbx+vVr3Lt3D1tbW23fR66Yo5Cl0WgUnn36LEpvO4lWLuMFICwEpfDlCkO5LwHTPSz6PpF3K7qJ5Tz4k6IU/M7ODh49eiQEv7+/L2LVna5xeHgYX3zxBW7cuNGz825zcxPLy8tYWVlBLpdr+3jZtKciHa1Wi2q1KppglEollMvlptRZ2WIiH4lKpRKPIUdhqzp/quTjXb43WPQnQN5xADSZqSfd4clhlc1mheDv3r3bJPhuvNc+nw8XL17E7du3MTs7C5vN1lUjyaOjI2SzWbx8+RLLy8tIpVJtH0vVel6vV2QiUgqu3GwjnU4L34OyeSZl8ZF5Lzf+UDr7yGGq1+s/uv9kEGDRnwASvbzTfyzBVyoVZLNZ7O3tNZn0e3t7om69U4zaYDBgZmYGt27dwsLCArxeb9edY6vVKhKJBH7++WesrKy0jf/T2dput8Pv98Pr9cJsNoviHCoCikajSCaTyOfzTRmD8u5NZcL071SWK4tfzo8gpyCLvjdY9CeEbkTg5Du9LHhquPn06VPcu3cPT548wcHBgUhK6YROp4Pf78eFCxdw6dIlBAIBsTN2gkp09/f3sbW1hVgs1naB0Wg0MJvNCAQCGBsbg8fjgdFoRKPRQKlUQjKZRDgcxsHBgcjTJyEDaHLg0Q4OvMu3VzYYobAg5fXzTt8fLPoToHTYKZ13vdyMSsHTDn/v3j08fvwYu7u7IuW1GywWCxYWFrC0tIRQKNTVOZ6gMN2bN2+wv79/7HtqtVp4vV6Mj49jbGwMLpcLer1eNNw4PDzE3t4ewuGwSB6i16OQnSxsZQdd5XdK6b50nmcnXu+w6D8CJ/XWk9OuWq0ik8lgb28Pz549w/fff4+ffvoJW1tbQvCdTHp6f7/fj8uXL2N+fh4Oh6On4ZNHR0eIx+P4+eefj52YQ2Z9KBTCmTNnMDo6CrvdDo1GIybv7O/vY3d3F4lEQnwGMu3lo5EsevlzKJGdfjxqqz9Y9B8B5c7ei/hbheWePHkidnhKvGmXttoKl8uFmZkZnD9/HmNjY6LXXLfXUy6XEY1G8ebNG8RisZaPU6lUMJvNGBkZwcLCAmZnZ+H3+8Uc+1KphHg8joODA0QiEVF0Q2E7WfDKsJzc3qtVmy86DnB8vj9Y9CdAmYIK9G/SZzIZbG9v4/Hjx+IMv7Oz0/UOT+h0Opw6dQpXr17F1NQUHA5HT2OfarUaMpmM2KEp+06GPOh+vx/nzp3DuXPnEAqFRFUdlb4eHh7i4OAAiURCdLmhOD0l2MiCl/viy22528X26TtkeoNFfwLo5qU/9yv4bDYrBP+f//mfePLkSVNYrtvOMHq9HoFAAIuLi7h8+TKGhoa6SsKRqVQq2Nvbw5s3bxCPx1s+RqPRwOVy4cyZM7h06RJmZmbg9/thMpnE9VInn2g0KhKIZPEqxapMs6Wzvxyvl5/Tqtkn0x0s+j6hG1EOPfX6XHks1tOnT3H37l0sLy9jf39feLm7ubHJ3HW5XFhcXMS1a9f6milPzre1tTU8f/68bTKOyWTC5OQkLl26hMXFRYyOjopOwNTCKpvNIhqNIpVKNfWyk8/wrb4XCucpB2LSc+VFg2vp+4NF3yfyjqQMK3WqWiPztVAoIBwON8Xh5R2+mxuaHFsOhwOzs7O4ffs2lpaW4PF4etrl6Sx/eHiI169f49WrVy0n4BoMBgQCASwtLeHy5cuYmJgQjkJ6DermE4/Hkc/njx2rRclN5MlXjtmSi2uUO32nWX1Ma1j0fUA3HLVwoppxuTEE8GG1GPC+MywJnopnHj9+3JPg5ew0u90uBH/t2jVMTEw0TZfthnq9jnQ6jZ9//hkvX75EJBJpmffucrlw9uxZXL58GdPT03C73aJaj66bhlOkUqmm/nnK15LTlluV1NLCSt+f/L0et5Awx8Oi7wMyQwuFAvL5vEgokW9epeBa1cM/e/YMd+/excOHD7sqj5WRq9qmp6dx69Yt3L59G1NTU7Db7T3lpMtNMu7du4fXr1+LDDy5/NVisWBqagqfffYZzp07h0AgIKbNABC7sjzui6bZKK9dto7kmDud42WnXztxs+j7g0XfBxSSSiaTSKVSbaenyh5mZT087fA//PCDiMN36npDkFBI8Ldv38atW7fEzttt5h1dW7lcxsHBAZaXl/HDDz9gZ2fng8fpdDqMjY3h8uXLuHz5MsbGxmA2m8XiQuIj7388Hm+bTERilyfz0CgushZkB6ZS3PJRgIXfO12JfpC/1Fa7ZbVaRSqVwsHBAWKxGEwmk2jfRLPW5BHNdBRIp9PY3d0VLa6Wl5exubnZctLscddDZ/iZmRncvHkTN2/exNzcnOh318sOT80uHz9+jH//93/HmzdvRHdbEpRWq4XH48Hly5dx8+ZNEQqk+nj56FIul5FMJhGNRlua9pRtRx2HrFYrrFYrdDqdyLWna1OKWrYYZG8/0xtdiZ4TICBuwHK5jEgkgp9//hmrq6tIJBKwWCyiFXSlUhH97gGIY0A8Hsfu7i5ev36NJ0+e4PXr1zg4OOjJSw+8y4JzOp1C8F988QVmZ2fh9XrF2bqb/18k+Gg0iuXlZXzzzTd48OCBqKaTr8fpdOLChQu4desWzp8/32RNyNYMDbWMxWKIx+NNY6WB94Knvvt2ux1ut1tMssnn86IbLr1mu++Fd/r+YfO+A1TemsvlxA6/srKCn376Cevr66hUKrDb7YjFYshms8hkMk3557lcDoeHh9ja2sLKygrW1tawt7fXNHqqG2iHJ8F/+eWXuHXrFmZmZoTgu604ox05Go3i2bNn+Kd/+if8x3/8B8LhcNMRQ6VSwWq1YmZmBn/4wx9w5coVcY5XLi6NRkMkGUWjUSQSCVQqlabXItEbjUY4nU4MDQ3B5/OJ45FarRadcmWUsX05ns9hu945VvQ0GnjQvlQ5w259fR2vXr0S01zC4TDW19exu7uLTCYjztbpdBq5XA6xWAw2mw0AxK5H2W3hcBiJRKLn3R14t8P7/X4sLi7i1q1buH79+gfe806CJ7EUi0Xs7e3hxx9/xL/927/h3r172NnZESIl016v1+P06dP46quv8Nlnn4nCnVaLizwIIxKJIJPJiJJYcgRqtVoh+JGREUxMTMDr9UKv14tFlZpodErikctuB+3+PCnHij6VSuHRo0d4/fq1MOcG4Qsm0dfrdezs7ODt27eIRqOIxWI4PDxEKpUS3wPdsDTBJRwOQ6/Xi10vHo8LK6CfKatqtRp2ux2jo6M4d+4cbty4gStXriAUCsFut3ddXkrJQKlUCmtra3j48CHu3LmDH3/8EYeHhx+cl2n67ueff44vv/wSU1NTsNlsba0Jsmr29/cRiUREzT/QfI632WwIBoOYmprCqVOn4HQ60Wg0EI/Hkc1mRcqw7LWXHXq0w9MgTJ5l1zsdd/o///nP+POf/wwAYmjBpw4JvtFowGq1wmQyoVqtivnqMrVaDcViEclkEtVqVdSe0zz2YrEoxjN3e3OSKWwwGOD1ejEzM4Pr16/jypUrmJ6eht/vb5oq2wkKE8ZiMbx8+RJ37tzBt99+izdv3iCfz7dchDweD27evIkvv/wSc3NzcDqdbQVP/gEarxWNRpvuE4rHm81m+P1+nD59GnNzcyICUC6XUa/XEYlEPhC9ElnwlMQjT8BlOnOs6BuNRlPBRafpKZ8Ksjhp/rpsciofSw4seYwz9Yaj6rhednedTgePx4PZ2VlcuHABi4uLmJ2dxfj4eNOQyW7MeUqJ3djYwPfff487d+6IVF/5zC1DAzFu376NxcXFjv3x6/U6SqUSYrEYdnZ2EIvFmspnKafA5XJhYmIC09PTmJqagt/vh0ajQS6XQzqdFhmEypbXykw8Ejz13aMFlUttu+NY0VNCBmEwGAZuqkg3qZ60+8hmqJxg0i2UPx8KhUTW2+LiIkKhkGg22UvjzVqtJrrZ3rlzB9988w2ePn2KTCZz7PNGR0fx2WefYWlpqWPRjrywRCIRhMPhJuuBTHuz2Yzh4WFh1o+MjMBqtQKAGBSiUqnEd6n83uk3hT9J9Pl8XlgKLPru6Oi9l2/aXkzUQaJVMkkvDiYy5QOBAM6fP49bt27h0qVLmJiYgMfjgclk6tqUJ2q1GtLpNF69eoW//vWv+Mtf/oI3b950tNYsFgvOnj2LGzduYHR0VIybPu6zU6x/d3dXhOqA97u80WiEy+XC2NgYJicnMTw8LCyWarUqOgorzXX5+5Q/Fz2uWCwik8mIfACmOzhk9xEgkXcTX26F0WjEmTNncPPmTdy6dQtnz55FMBgUnWt7bQlFTrWNjQ18/fXX+Mtf/oK1tbW25jyh0+kwNTWFpaUlMRCj0+4pF+psb28jm802mfbUKZd66I2MjMDlcon0XdrVy+XyB/6PVt8jhRtpp89ms01OQ6YzLPqPhPLc2Q0qlQo+nw9zc3O4desWPv/8c8zPz4swVj9NH2nn3d/fx3fffYdvv/0WKysrXeUDmM1mLC0t4cKFC/B6vV212KLioWg0Khp3yg1FaJcfHR3F6OiosFxoQAgJPpvNihbZx1lJStHncjlh3jPdwaL/iHQrdhr0SN1qv/rqK1y7dk2E4Xo15WVqtRoSiQRevHiBf/3Xf8WrV6+6TgAaHh7G0tISpqenu6rSowWGEnKSySRqtZp4nsFggMPhwPDwMMbGxhAIBETKLfC+hiGTySCRSIisxuPCmtRajJyllAXJou8eFv3fCLkU1uVyYXZ2FlevXsXVq1cxPz+P4eFhWK3WnlpbKanX6ygUClhZWcGdO3fw5MmTjk47wufzYWlpCXNzc13v8iTaRCIhWmKp1WqR/2+z2TA0NIRQKITx8XG43W7Rr4+em81mRdpuJpMRqbvtksJooaHkHI7V9w6L/oR0Mr+pcytloo2NjTWF4qampuB0OsXghn6h3ICdnR18//33uHv3btumlq04deoUbty4gVAoJNJsO70fxf9JsADEEAqj0Qifz4fTp0/j9OnTGB4eFsk98vSeWCyGcDiMaDQqsvKOs5iUKbj9REkGHRb9CaBwFEE3HhWV6PV6UVgyNDSE06dP48KFCzh79ixCoVDT+fYk/dtp9wuHw3j48CG+++47rK6udmXWq1TvZtZfvHgRly5dgt/v73rsFZ3FE4kEyuWyCO/qdDq43W4Eg0FMT0/j1KlTYgiGSqUSJcbULffg4ADxeBylUumDcVftEnSUjTY4Qad7WPR9Ijd/AN5X4VH4zWQywel0ikEQ8/PzOHv2LE6dOoWhoSFYrdae6t7bIVfLPXv2DP/yL/+CZ8+edZ1I5XK5RLXe+Pg4LBZL1ym91Cwjl8uJ2oBGowGHw4GhoSGMjo5ibGwMPp9PzLc7OjpCsVhEKpVCOBwWNQmyaU/fbzuPvLLYRt7tOVbfGRZ9n5CTymQyCVOXctatVmuT4GdnZ0Wb6F4KZDpBse14PI5Hjx7hr3/9Kx48eIBIJNLV84eHh3H9+nX88Y9/xNLSkphZf1wijiz4RCKBeDyOSqUCq9UKi8UCq9UKn8+HQCAAn88Hh8Mhmm1Q5l4mkxGTb/b390XDDeV8u3ZtrpWJO5TQMwh1IR8DFn0fGI1GeL1eDA0NwWazid326OgIRqMRdrsdLpcLfr8f09PTWFhYQCgUEmf3jzGKiaraqLHm119/jW+//Rb7+/vH3vwqlUoU8Fy9ehVfffUVrl69imAweOxQDNpRqZrWq7EAABkxSURBVINvNBoVglWpVAgEArDZbPB6vfB6vXA6nbBYLMKpR153Muup8vDw8FC01QLex/ZJ1K12e2XiDjn1+FzfHSz6HqGadprdZrVaRe872unNZjMcDgdGR0dx+vTpppz5k+7u8ry73d1dPH78GF9//TUePHhwbD498K4icHh4GBcvXsSNGzdw8eJFnDp1Cl6vt23mHQmsVqs17dL7+/sIh8PI5XIwGAxwOp3w+/3weDxNu7ucWkue/v39fezs7IihlnSWl5tlykMx6DqU1ySX2XK2aPew6HtEp9OJ7LLh4WHo9fqmm5NKSN1uN0ZHRxEMBuFwOHoeOiEjm9XFYhGxWAyvX7/GDz/8gAcPHuDVq1eIxWIfDIYkjEYjQqEQ5ubmcP78eZw9exYzMzMIBoOwWCwtR0TJO225XBbNQHZ3d8UOXalUYDKZEAgE4Pf7MTQ0BKfT2VLw5XJZnOO3t7exvb0txl3RQkXOT/n9W53t5UWWd/reYdH3iM1mE3PYqVmGDGWheTwekXJKZ/heIKHLY68ikQi2trawurqK5eVl0WNPWe5LgrdYLPD5fJiZmcHFixdx9epVzM7OwufzNZXmtupUI5/dKcV2fX0dm5ubiEajKJfL4phgsVjgdDpht9ubXpeun4ZZ7u3t4e3bt9jY2MDBwYHoHkSz7WiXp2uo1Wpta/fl+gYSPZ/pu4NF3wMGgwEulwsulwtms1mYocD7eL1GoxHea7fbLR7XDbLYqIIsk8kgmUxif38fr169wvLysujkQ4MtZSiMaLfbRR896rJD5+7jcgLoGqiR587ODl6/fo2nT59ibW1NWBQ0+poq6CwWC4xGY1P4Ue4avLOzg7W1NaytrWF7e/sDwVOYU3bOaTSatmd62WPPbbN6o6Po5R2KQi6DhBzrVqvVsNlsMJvNwnSVPc2UXut2u5vCVN3UvZMZXSgURKfdt2/f4s2bN3j79q04Qx8eHiKdTn8Qz6bX0Wq1GBsbw9WrV3Hz5k1cvHgRk5OTom9fp0mv5JRMpVJYX1/Hjz/+iB9//BFra2siHm8wGFCr1TA0NCRMcjl1WB7oEYvFsLGxgZcvX+LFixfY2NgQo67kECfNnafvgiyQdkKW22XRdbPou4ObaHQBheAo9BYMBqHVakXhB2EwGGCz2eByueBwODo67mhXrVQqSKVS2NnZwfr6OtbX17G9vY2trS1sbW3h4ODgg3TaVhV9NptNZNb97ne/E/XwVIffS9ONra0t/PDDD/juu+/w4sULkVdPuzGZ1rI4ybtP6cDRaBTr6+t4/vw5nj9/jo2NDZGEQ4InnwiN56IwJIAmZ50S+b0AfJQQ6KDQUxMNo9HYdfHG3zO0i9frdYyPj2NhYQFnz57FxYsXMTU1BZ1O19T1leq5aeKM3W7vKDTlWX11dRWPHj3CTz/9hNXVVcRiMZTL5bYVZ/K/abVa2Gw2zMzM4Pe//71ocUWtqrs9XtD5OxKJ4MWLF7h//z6eP3/e1NlWdlqS2MlRR7PvyNkoC35zcxOpVErUy1OjzFadcbpJr6WuRHQM6GWiz6BzrOjNZjP+4R/+ARcvXoROp2s6c33q0M1sNBrh9/sxPj6OYDAoGjkWCgUEAgHR+JJ2Yjrbyg4p5U1NZ914PI6VlRXcv38fDx48wMrKCmKxGHK5XMfvmQRHrbWWlpbwu9/9Dp999hmmp6fhdDq7OloQ5EvIZDJYX1/H8vIy1tbWkEwmRRWbPIqKFrRarYZcLodEIiE88dFoFG/fvsXLly+xurqK3d1d8d/kjjoAhF+E3p9+yzX1x/3/OTo6glarPXHtwiBxrOidTie+/PJLfPHFF3+r6/lNQTegSqWCyWQSZ0/g3bhmq9UKh8MBq9WKSCSCQqHQVEVGZab0HLnQZGdnB0+fPsX9+/fx6NEj0aSyWxqNBiwWC0ZHR7G0tITbt2/j+vXrCIVCx3atbfdaZJKT1bG2toZ4PN4UBgTeh9UotEbefeoRmEgksLm5Kbz0h4eHwuEoC5689fKxQA7v0UJzXF09WUF6vb6vCMmg0nGnZ/DB7gRATGmhG1e+qcn7Tt5nijUXi0UkEglsb2/j0aNHuHv3Lp4+fdokrk7QOdhms2FychJXr14VDSwpp78XwQNo8itsb29jY2MD0WhUhMzksmCj0QiTySSGeaRSKbErkwNSzqcnMbfqgCOb8rS4yi2zunEa03XxTt89HLLrgnYCkoVAOw2lqapUKpTLZXFuLRaLODw8xOrqKh4/fownT55gY2MDmUym66QSig74fD6cO3cOV69eFW2xfT5fy8kzx0FHD7I+KB5PYTna1RuNhkg6slgsIhZfqVRweHgonH9UF0/NMNqVyZITT06uob+T6DvF3eW4vjz1lukMD7Dsgk4iopuNklmKxSJyuZzY6fP5PKLRKDY2NrCysoKVlRXs7e2hWCx2fQ3kJAyFQkLw58+fF51ye22vJecEyLn01LPebDaL3ZZi/waDQSxwGo1GnNOp1RWF4nrpZEPCp/M+DQTp9Hw5VEg9C9iR1x08wPKE0JmU8uHJ8UU3cC6XQzwex97eHra2trC/v490Oi3M2U4LKo2C8nq9OHPmDC5fvowrV65gZmYGgUDg2My6dtdLJnW5XBZDMPb29hCJRMQAzmAw2NTVln4ANDWlTKfTyGQyohV1L5lxdL0kcDomdGPWk/POaDSeqL3YIMLm/QmQBU+15ZFIBLlcDoVCAdlsFslkEvF4HPF4XNSedzODjer1LRYLxsbGMD8/L/rgT05OftCAo1M+AF0rOcqKxaK4vmg0isPDQ+TzeeEcBNC0e9Ikn3Q6LT5LKpVCKpUSn6kXvwS9Nr2+3Bijm0VDrVbDbDaLCcEs+u5h0feJMj89lUqJ6rNUKiUm2NJOWCgUUCqVmua70evIkNgps29iYgILCwu4cOEC5ubmMDo62jT4ot3rABAiol7xJPRUKoVEIoFkMilaSNdqNeEgNJlMYgcFIMJy5NwLh8Nil6c5fr0Uu9DADjLL5aq5bjM+Kf2XRl2z6LuHRX8C5OaOiUQCsVgMkUgEqVQK+XxeCIo6vALvw1WyaU//Rk5BKuoJhUKYnZ3F/Pw8Tp06Bb/fL3LnlbPh6bdyR6cFiSwOcrbR+ZsSsDweD9xutyiNJSuCnJCxWEy0p87lcmIh67W6jZxver1eJNS0Kp89Dvq+6LppPgDTHfxN9Ql5nUn0qVQK6XQa2WxWOPNkQVA4Sd6RKCtNq9WKXnput1u0jJ6YmMD4+DiGh4c/KN5pNVFHzowj0z0SiWBnZ6epfp0ciBQJMJlMYqGhhYVM5lqtBp1Oh3w+j1qtJtpVkxOvlwxNtVotzuFkSTQaDeHpp8/SCVowSPQ0PpvpDhZ9n5DZTCKTp7NQqEr2etPNTGYt7epWqxV2ux1Op1MU6vh8PlG+63Q6Ra94Ok6Qs4ycXvKIJ2o2ubu7i729PdFpNpFIIJ/Po1KpiGQjanphtVrh9Xrh8/lEBaGcB69Wq1GpVJBIJBCJRBCPx8Wi1i0kePq8NpsNarVa5OFTmm83zk1aIOl1+EzfGyz6E0DCJyEC73dvunFpB6L8cBK6zWaD0+mEy+USprXT6RQZfvK5mkzsQqEgElkqlQoKhYKY+JpIJBCNRhEOh7G/vy/Cb1TCStdDC47BYIBWq4XD4RAtrqjjDR0fyJooFouIRqPY3t7G3t6eOMd3a45TL3yn04lAICBKfGnAZqPRQLFY7Eq4Op0OTqcTHo8HTqdTlPNyhKl7WPR9Qudn2XwnU51uQsrW02q1MBgMsFgscDgccLvdQmh085LQ5bMu5fhXKhVhUZCvgMzseDyOw8NDRKNRcVYnUdLxQrYyKNGGxk1R1xs6x8vhL/LYHx4eYmNjQ2TqyYtIJ8jL7vF4EAqFRDdgk8mEfD4vWnzReKpOfe/1ej3cbjdGRkbg8Xh4l+8DFv0JIRNep9OJH71e3zTeSa/Xi755Xq9XnJ19Pp8QvFykI9fW09k8FouJHxJ3NptFNptFLpdDPp8XDkO5Bzw5/ORUWovFAq/Xi2AwiGAwKM7F8mIjz6h7+/YtXr16he3tbRGe6wYSvN/vx9zcHBYWFjA1NQW32w21Wo10Og2DwSAWMvIbtOp3R9dlMpnEd9hrURHzDhZ9n8iNM0j0tEtTIovcFYaSSciRRQU8cmspOp9TIw0y1w8ODhAOh4XgSSBUekuhOeX1yYMkybfgdDoxNDSEU6dOYWpqCsPDw3A4HEI8dB3ksX/z5g2eP3+O1dVV0e66lzj6yMgIFhYWcPHiRTG+y2QyiVx9lUolFrZsNiv8FXKSj1ygY7VaRfcieaFiuodFf0LkG1LOMKMdl7q8UhZbqVQSO7jBYADwrjmJSqUSMf94PI5wOIy9vT3s7u4Krzt5zOWy03bJLLQoUXjMbDbD6XRieHgYoVAIMzMzCIVCTZ1wyV9AXWvfvn2LZ8+e4eXLlzg4OECxWOxJ8ENDQ1hYWMD169exuLiI0dFREV6jvIBarSZ8EnKTTFoI5c9C7cUdDkdTJiLTGyz6E9BqKAMlwsgpqRqNRjj7KJ+ddnTZM18oFESYjXb3aDSKTCYjvOVyJp8sQLoG2fqgsVrUnjoYDGJ8fFz0BvD5fKIqT54CS9V2z58/x4sXL5rM+k6iJ6ed1+vF3Nwcrly5gvPnz2NiYkL0/ac6fADweDwIBoNiam21WoVGo0E+n//gmEIOUJptzy2y+oNF/xGQ216Vy2Wxo5PQ6SxNHniqSLPb7eIGpmGQdH4nEZAjT27+2O5Gp8iBRqMRHWp9Ph/GxsYQDAZF226v1wu73S489eShJ8Hv7u5idXW1qaddJwcb8D4s53a7MTk5icXFRczPz2NsbAxOp1N8VnpsvV4XAzJGR0eRyWSEL0Sv1zflAVAGHlUS0uLKXXB7h0V/AuQdnpJjKGZeKpVEt1fqAUfdbVOplEhQkXe+YrGIfD4vfuimlgc0trsO6iZLffp8Ph/Gx8dx6tQphEIhjIyMiLbdFAqkMzxZHdR1d319HSsrK9jY2EAymRSf4zhIqDabDSMjI5iensaZM2cwMjIiYumUfkvfGYUw7XY7/H4/stmsOOoYDAYRhaDEHUo7JquoUCiIen3OyOse/qZOiLIpJNWDl8tlIRb5bErip3i5LAJaNOhHbu/c7r1lwdM47GAwiKmpKZw5c0YInpJu6D3peikfn5J6Njc3sbGxgZ2dHTF95ridVNlgw+VyYXh4GKOjoyIq0K4KkBKVTCYTHA4HfD4f8vl8U3JToVBo6llIxUK5XE6kOQ9ah+aTwqLvE/kGVp7paWem3V++KUmkcqmq/Hy5DZRSbMr3pNegAh1Z8HNzc8I7rzSt6drkKAGNmqLyX3ncFL0f/Si96uQ/sFgsIruQxC6Pk1bWC8gJTJS05HA4YLPZmtKZAYgFkcSeyWRESW+lUmk7lov5EBb9CZBvekrKUTbElPPj5Y4x9Hxl8wdlt9lW/d/lcCEJ3uFwYHh4GJOTk5ienkYoFEIgEBAVeWT+yvUCiURCRAkoN58KhigBR+7xR8k9StGT1UINLSifnkqMqW8gvZ5sHcktrOXkJuD9NFryk1C1H71uPp8XST0UHmU6w6I/AUovudlsFudleTdXetxJ/ABEWypl/z16fKuQHC0Wclqvx+NBIBDA0NCQqDwjf4E8CYYEH4vFPsjRp7CgLHg6+1PFnXxcIQHT8QJ4F35MJpM4ODgQBUJ0lKCMQ7l3vnwkkh2hdGan3Z6y9Ujo9N9l0TPdwaLvE9pt5Qo5mudGXmhKg6VY/XHxdHlX74S8u1KFHOXs065K53UKGVLCTSaTQSwWEzn6lPQjRwpI8NQfT54d1y6KQBZEKpUC8D6rkLLtAoGASKih3H5yIpIDk0Z4Ua0/XRO14KIswVwuh1KphGKxiGKx2FMdAMOiPxHK8zRVxxUKhSYzHXh/jpZRnu/lbL5WPd/IQlDW31P+eb1eF2E/AMjlck3mNpn0h4eHIl8/lUoJsZOY5d1bNsUpv4B2aDk5iCwK2qmpjp/qA8bHxzEyMgK32y1yE6i6LpvNIhqNivyEg4MDxGIx4aija6OFlCIjZP7zHLveYNH3iew5p7BTIBAQU1yUyTJUoqqcQSc74+ioQKa7skZcvrnl58qTYSmcdXh4KHrTkwOMwoWpVEo4weRSXTnOT9cjm+LlclnkFCh3fvkz0S5MDjf5PSmSYDKZoFKpmkZYb21tiTHY8mIkhyzlYRhkkfBZvjdY9CdAzmm32+3wer3I5XJi1JLcUJKE3yqER0Kj3HzK05edXnIuAN38ZB7LGX7JZLKpUk/OHaAzspw4JH8WcqDJjjt6f7k/PZ3D2/W1o/elsKX8UywW4ff7RYurYrGIeDyO/f19bG9vY39/X9TrKwUPoGmBoaMVp+P2Bov+BMhmNuW2BwIB0TaaHkOLA016IZNUWbQjm/byYiGH8BqNhsi9l01r+bVo95cXBjKNWzXllHsAyCmy8t8pRZemz8gLkBL5WmXLRE6ssVqtUKlUohsvRQ5isRgKhYIw35XXKi+O5M/gcF1vsOhPiFL4DoejSRSyyGVTWN5laRcn05kWDHkcFglWmcPfquhG3hXpua2ESNcvWxP0fNqp5RRjem8yrY87R9NnAt559KnAiD4jVdrRHDzZv9BO8MC73Z264NpstqZUZqY7WPQfAVn41CzDbrcjm82K3/l8XlSVkRjkBUCj0TRl4cnxcVosZOHLO7kyH4B+yz/HVePJ8Xd5wAXtzPKi1al1t4x8LKAZAORn0Ol0TZ2EqdFmK5NeLhOmrENqQiKHJpnuYNGfgFaCkpN15IQVOd1Wfo58PidRyz3h6XVlT7Wc5UavKb82/Vm+rnZCVSYN0evKu78ctjvJ90RhQ/qeyMFIsfjjBE/OReoHMD4+Lmb3cd59b/C31SeyQGj3lX/IHFaaxfRb2fyCnGbyLiuLXl4cZLErhQ6gadfvRqitzt+9PL8Tyj4DlD+gjLUfJ3iq3guFQpiamsLk5CSGhoZgNpv5PN8jLPoToBwkQYkoyh9KMJHP97J4ATQNwWgVhlLutt0Ksl1SUCs6WQW9IqcZ0w99hmq1Kjz6yln0tEjIO7zVasXExATOnj0rhn7I9flM97Do+4RESB1xSPRUECILnkRPnm85EUZ5o9M5utWN3OqcLv83+fdvATo2GAwGkaIsNxQh0dOxRnntlBXocrkwMTGBS5cu4fLlyzhz5gwCgYAYyMGi7w0WfZ/ICStkotKupRxyodfrxcRXOQzWKkNPDtUddzN3CpUpPfvtKvd+CWSnJkU0KLTWaLwf7Emfr1KpQKPRNB11KP+BuuieO3cO165dE332uF1W/7Do+4Qyw2iXp/xvuQiGnHJmsxkul0t48eVdX461y5VmlBHXaUBlq1RdSqKR6/PlQRxyrP64Ut5ekesQqHkl1SPQ2ZtqAuSjkNzkkywDSm0eHh7G9PQ0zp49i5mZGQwPD4s+e7zD9weL/oSQWMgUNZvN4iwrx+7JQy0XkMiFIvR4g8EgLAOl519+P/oz/ZZ3dGUzjlaiV2b2yY5FOc1WfpycCCQnEdHfDQaDaIYxPDwsWnxTtZ1cMENeezr+UAIRid5ut8Pn8yEUCmFyclKUClMHXN7h+4dF3ydyQk69XofRaBRJLHLnW/qRhSdX4AEQuztlmpHgabeXvd/K2LxSuHL0gCwK+pHbb8mvo3wteowclZCzCOUji3x0oWEeHo+nqae/ssaecvJpAaRpvrKl5HA44Pf7MTo6iqGhITHLj036k6PqYNL9drxCvzFk814ZgpNTXmWRKwtUaKekwhbKwZer7ZQNNpQxfln0svCVbaXIqSh7y9s5AuWdX5m6K4teHrrp8XjgcrlgtVphsVhE9R99Fvq+qNyWrouOO9TnTi4VdjgcsNvtomSYTHo267um5RfFoj8BsuCUoTTlLtyqBl3ptKPfx93YrUx75fvKzSno/KysS5cbayjbe8nX3Ko7EB07yFFHveipAaa8aAHvw4bytZEvhK6p0Xg/bou63pLFIx8jmJ5g0f8atBMp0Bymk3+f9P1kD77cp0+2NOS/0wIhWyiyNULTe6h7L1kkrbIPuyl1la0SuSmHXMfP5/aPAot+0FFaBe0cebJVIlf+yWJXNvVkfpOw6Jnjke+F4ywS5u8GFj3DDBgtRc+HJoYZMFj0DDNgsOgZZsBg0TPMgMGiZ5gBg0XPMAMGi55hBgwWPcMMGCx6hhkwWPQMM2Cw6BlmwGDRM8yAwaJnmAGDRc8wAwaLnmEGDBY9wwwYLHqGGTBY9AwzYLDoGWbAYNEzzIDBomeYAYNFzzADBoueYQYMFj3DDBgseoYZMFj0DDNgsOgZZsBg0TPMgMGiZ5gBg0XPMAMGi55hBgwWPcMMGCx6hhkwWPQMM2Cw6BlmwGDRM8yAwaJnmAGDRc8wAwaLnmEGDBY9wwwYLHqGGTBY9AwzYLDoGWbAYNEzzIDBomeYAYNFzzADBoueYQYMFj3DDBgseoYZMFj0DDNgsOgZZsBg0TPMgMGiZ5gBg0XPMAMGi55hBgxth/+u+ptcBcMwfzN4p2eYAYNFzzADBoueYQYMFj3DDBgseoYZMFj0DDNg/H/R9u6yYogv2AAAAABJRU5ErkJggg==\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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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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z+pR9oNSj/Gc5VUfXYjqHRd8j9IWlphA5P33WX0Sl4CORCF6+fIl79+7h0aNHCIVCKJVKJ1p5lep9//nMzAx+//vf4/z58zCbzW2tPE3ZffXqFe7fv4+VlRUxqEN2zYEP+3kau2W1WoU1N5lMoolGFj29Pv0qC58sPT2UAzWUvQpMZ7DoTwF96ahg5KytO9Dawr98+RJ3797FgwcPsLW1JfLyJ6HX6zE7O4tbt27hypUr8Hq9Iid+HJQd2N7ext27d/H8+XOkUqmWz5Ur/BwOh0hZUiVfq1Fb8udFW6VWC6ayd0DuBqRFhOkcFv0pkL+wcr/7Wbv11NEXiUSwurqKH374AQ8ePMD6+jry+XzbXLXBYMDo6Ci++OIL3Lp1C8FgECaTqa1YqtUq4vE4VldXcf/+fezu7h77XCpBdjqdTXt3qrGnSjxlxF0WPmVAaNtw3J6d0qWtMgFMe1j0p0TOOcuiPwvk4pt4PI7Xr1/j3r17ePDgATY3N0Uq7KT6euD9gRW3bt3Cl19+iZmZGTFiqt1rF4tFvHv3Ds+ePcO7d+9QKpWOfT5V+JGVl3voKf9OBTZ0z3TfspUn0VPunmr5lV6BPJWHRd8d7BedAvlLKEewzwI5fZVMJrGxsYFHjx7h8ePH2NzcFL3l7XLUXq8XV69exVdffYXLly/D5XK1desBiFLbly9f4qeffkI6nT72uRqNBmazWezlTSaTyLGXy2XRf59IJJDL5ZqKaggSsixm2ZLLe365HZgDed3Dlr5H5Dr64x69Qq4tDazY3t7Gs2fP8PTpU6yvr4uGmnaCNxqNmJ2dxe3bt7GwsNDRPp5ev1KpIB6P482bN3j79u2J+X+y8oODg3C5XKJ8lqbtxGIxHBwcIBaLCdHLI8Tk2IgsdDlAqtwCUP8/i757WPSnQNlAoxR8L19GWfBUbffixQs8evQIa2trSKVSYvLMSej1evj9fly9ehXXr1+H3+9vW4Qj30Mul8Pe3h52dnaQTCaPfS4NwhgcHMTw8DCcTif0ej2Ojo5QKBRweHiI/f19hEIhJBIJEYOQRQ98mA0gD95stYjKgz9I9Ex3sOhPiTLPfFoLT2Wn2WwWe3t7eP78OR4+fIhffvkFh4eHTXPfT8JiseDKlStYWlrC6OhoR0U4xNHREZLJJNbW1rC3t3fiAqPT6eB0OhEIBDA8PAyHwwGtVitKhA8ODrCzs4P9/X2xYMk5djnroWzNle9X6REoJ/gyncOi/zvQ7RdRWYJKFv758+e4d+8enj9/jnA43LZ7jl5bo9FgeHgY165dw9zcHBwOhxgx1Qm1Wg3xeBy//PILIpHIia9lNpsxMjKCiYkJ0ZqrUqlEI9D+/j52d3dxeHiIQqEgrDxZc3k0difbI4rcK/P9TOew6HvkpHny9OdOryNPlkmlUtje3sbKygru37+P58+fIxQKfTRD7iRcLhemp6dx+fJlBAKBtlV3MvV6XbTqbmxsnOjaG41GeL1eTE1NYXp6Gj6fT0z+LRaLot334OBABB7l/ncqbDpuUq88MlsZ9GOh9w6L/hScdvyyspY+kUhgY2MDP/30Ex4/foyXL1/i4OBAWMhOXkun02FsbAzLy8sYGxsTo6U6pVarIZVKYW9vDwcHB8em6bRaLZxOJ6ampnDx4kWMj4+LzACNq45EIjg4OEAikRBeinIv3+rzkAdtHDfcU/l8pnNY9KfguCmznf4sNZcUCgVEo1G8efMGT548wZMnT/D69WscHh42tZC2Q6fTYWBgABcuXMDi4iJ8Pl9H0XqZcrmMUCiEtbW1Y628Wq2G2WzG6OgoFhYWMDc3h6GhIVgsFiHUbDaLSCSCeDyOQqHQJPiTREpip2OslMU88q88Mac3WPQ9IteBA2gKSnX6s7VaTQylePXqFR48eIBHjx7h7du3yGQyHQ9+pNe0WCyYm5vD4uIiJiYmYLfbu7LyR0dHyOVyWFtbw8rKCrLZbMvn6fV6DA8P4/Lly1hYWMDo6KgI4MmDLqLRqBiNfZLg5Xp7Erm8FWg11Veux2e6g0XfI/QFlSe5Uvlou661Vs0zP/zwAx4+fCgKb+TW0ZOgwJ3RaMS5c+fw2WefYWFhAYODgyL91en7oYM4V1dX8fr165auvVarhcPhwNzcHJaWlnD+/HnRk0/vvVQqIZ1OI5lMNs3rayVQOWJPiyhZePkUXLpHQtmIw3QOi74H5Eg7nd0m15K3cvnl0VDk0ofDYaysrAjBr6+vi/FTnXyRSfAGgwHBYBBLS0u4fv06xsfHO+qgk6nX60gmk1hZWRH98q3uwWw2Y2JiAsvLy7h06ZII3lE3HS0eqVQKyWRSTNZpFfhUnmorf7ay4Fvt3Xk/3zss+h6QLXU+nxdTcYHm02PkBUC2Yvl8XnTL3bt3D/fv38e7d+/a1tLLyBbe6/VicXERt27dwuzsLAYGBrqy8jTDfmtrC/fu3cPr169Fo4yMTqfD8PAwrl+/jsXFRYyMjDSdqENueD6fF1a+lcci9yhQzp0KbeQAnjKQ1+q+me5h0fcANcEkk0mkUilx9htZJWUjiOwZyCOu7t+/j0ePHmFrawu5XK7jCL1s4T0eD65du4Zbt25hYWEBPp+vqxQdldzu7u6KIRn7+/sfPU+r1WJwcBBXrlzBzZs3MTU1BYfDIerf6b3Tfp7O0zvuuGyNRgO9Xi9O56F7puu0cuuV3hRb+t7oSPT9/MG2Eg8Nedzf30c0GoXBYBBn1zkcDpjNZhE1lzvlkskkdnd3sbq6iqdPn+LFixfY2dnpqD1Wvh+yjj6fD1evXsWtW7ewtLSEYDAIi8XScecZCT4SieDx48f461//io2NjZYTeCwWCy5fvozPP/+8aeqOXFwjT+eNx+MoFostrTzVz9NBIVarVZTu0msrRd3qs2Hh90ZHoudCiA+uZKlUQiQSwZs3b0RprMFggN/vF6eukgVUqVTiHPd4PI7d3V28fv0aKysrePPmjZgm283sdpVKJY7OWlxcxO3bt7G8vCxKbTstTSXBh8NhPH78GH/5y1/w5MkTZDKZj55rtVoxMzODzz//HJ999hmGh4dFJ528hSHXnjrqlFsVefAFjcmmU4DUarUYa63spz/OtecgXm+we98GqoMn9zuZTIp8+tu3b1EqlWA2mzE0NITDw0MEAgG4XC7o9fqmgyG2trbw7t07bG1tIRwOdxWhBz4Ihspel5eX8cUXX2BxcRHBYBB2u73jBhSquotEInj69Cn+/d//HT/88APi8XjT/ahU76fbjo2N4euvv8YXX3yBsbExMSOfngN8WETS6TRisZiYvy9fi96DyWSCy+WC3++H1+uF2WwW3lMul2t6D8qIvfx72vez8LvjRNHTdNV++1CpGQQANjY2sLq6inA4jFQqhXA4jPX1dYRCIWEVbTabsG77+/uwWq0A3n9+iUQC0WgU4XAYsVgM2Wy2pdvbDo1Gg4GBAczMzGBpaQmfffYZ5ufnEQgEhIVvJ3iyjoVCATs7O3jw4AH+/Oc/i308Be/k1OPo6Chu376NO3fuiAEcrQp+6vU6isUi4vG4aKGlGnu6llarhdFoFA06Y2Njot03n8+LDIIy4yH/qkzr8QGW3XOi6FOpFJ4+fYpffvlFBGz64QMm0dfrdezu7mJzcxOxWAyxWAzRaBTpdFqIlspOS6UScrkc9vf3odVqhVufTqfFeW/UEtvNZyifOTc7O4vl5WUsLS1hcnISAwMD4ijpTgRfqVSQSCTw9u1bPHjwAN9//z2ePXv2UXqO3r/P58PNmzfxL//yL7hw4QIGBgZabh8obkHvPxqNftQcRC2x9F7Onz+PiYkJDAwMoNFoIB6PI5fLiTPp5Wsr3wfl8Kljj6P43dHW0v/pT3/Cn/70JwDvZ611Mmb5t44cjbZarcL9JHHL0PHQKpUK1WoViURCuLp0NHO3FklOxw0ODmJubg7Ly8tYXFzE+fPn4fV6YbPZOpoco6z8W1lZwXfffYe7d+9ifX1dHDGtxOFw4Pr16/jqq6+wuLgIt9t9bEkvRe1TqRR2d3cRi8VEnILcegrceb1enD9/HrOzszh37hwsFgvK5TLq9TpisZhYvOQgnby3pxw+1UjIZ9Rz7KkzThR9o9FAPp8Xf6aDCj91ZMuRzWaRzWY/Kroh6EtJX1yKYivntXeDwWCAz+fD/Pw8Ll++jIsXL2J6ehrBYFAMqegkQk+CT6fTWF9fx927d/G3v/0NKysrTe68EqPRiOnpaXz55ZdYWlqCx+M5Me9Prn0ikcDe3h6SyeRHI6r1ej1cLhdGR0cxNTWFiYkJcV2an0evQZ+p/Kv8WrSgFotFUfbLou+cE0WvUr2flU4YDIa+O0qIhNGuSUReFNoVlRyHWq2G2+3GxMQEFhYWRNUbBeooRdbp9JtqtYrDw0Osrq7iu+++w3fffYeXL182LeStCAaDuHnzJpaXlxEMBk+cuEPWN5vNIhwOIxKJIJ/PN71vCkD6/X6MjY1hYmICQ0NDsNvt4vMiL6JdgI7m7lUqFbGlogWXp+h0RtvovWz1qtUq759aQF98OXXVrXXX6/VNlXWUhnO5XOKc924sGbXIrqys4JtvvsF//Md/YHNzs+32zGg0Yn5+XkTqzWbziU07tLiQlU8kEmKeHtXVU/FSMBjE+Pg4/H4/nE4njEYjarWaiBXR6TXkJbXKw8uuPR1hTWfqUUaBORn+lM4I2RXtVvDUA//73/8ed+7cwcLCgjg+uluxAxCWd21tDd9++23HgtdqtRgbG8Pi4iLm5ubgcrnadunR1iYWi2F3dxfZbLap81CtVou9fDAYFHP05Im5lEKkmAm5662sPW0lyL1Pp9Oi8o/pDBb9GdJLZsNms2FychK3bt3CV199JU6fkc986wba84ZCIfznf/4nvv/+e7x9+7ajezOZTFhYWMDVq1fFPbR7fRqASWlJCmrSg1J0w8PDCAQCcLvdTd4DBUKz2SzS6bSw2ifV21cqFXF8dT6fF+490xks+jNAFkanwtfr9XA6nZiZmcFXX32F27dvY3Z2VhT29Lo/pfl2L168wF/+8hesra11fE8+nw/Xrl3DzMxMR4M0KWCZyWQQj8eRTCbFARUUvLPb7fD7/RgZGYHP52sq7KHyZKrVT6VSbSsUqYeBTsyhKj4Wfeew6E+JPBdPjiAf96VVq9WwWCwYGxvD1atX8bvf/Q6Li4sYGxuD0+k81YRXsrqvXr3C999/j9XV1bZBO8LlcuHSpUuYn58X58q3g9zyRCIhRmKpVCrhIVitVvh8Ppw7dw7BYBADAwPi38jC04IRi8VEPcNJMRHa+1PqTp6uw3QGi/4UUD5dFrry/DWqNdfpdLDb7fB6vZicnMSlS5fE3tnn8zXVsvcC9bFvb2/jxx9/xL179xCPxzv++fHxcXz++ecd9+LL+f/Dw0NRnWg0GqHX66HX6+HxeDA+Po7JyUkMDw/DZrNBq9UKwWazWcTjcezv74tqxZMO1aDXpQi//GDRdw6LvkfIfVWmmgCItJpWqxUnuQ4ODmJsbAzz8/O4dOkSJicnhbtLefdeoWKg/f193L9/H3fv3sW7d+86FgJ16y0tLcHn87W9F8pWlMtlZLNZJJNJlMtlWCwWNBoNaDQaOJ1OBINBTE5OYmJiAoODgzCZTACASqWCQqGAeDyOg4MD7O/vixHZndyzXP8gLwCcq+8MFn2PkJjNZrNwVymnTz3iVqsVLpcLwWAQ09PTmJ2dxdjYGHw+nzjZ9bTjnOX22GfPnuHbb7/Fy5cvO66cdDqd+Oyzz3Dr1i3RTNPpXp6GZWSzWWg0GgwODsLtdguPJhgMIhAIwOv1wm63CytfLBaRTCYRDocRCoUQiUREg04n8QfZutMCRH8+zeLZL7Doe4BOdaF8MwAx/JFSVFarFW63GyMjI2IuPFXUUZHNaa1So9FAuVxGNBrFw4cP8c033+DJkycdu/U+nw/Ly8v44x//iGvXrh1bWy+/niz4w8NDxONxlMtlUa5sNpvh8Xjg8Xjg9XrFfAESPB1oGY1GEQqFsL+/j0QiIeb6yyfZHNdaq8zf04LbD30hZwGLvksoQDU0NISxsTE4HA7RN0+Wxmg0wmazYWhoCNPT02JPS5Hrs6gcI4u5t0ZeB2MAABkKSURBVLeHp0+f4ttvv8Xf/va3E0+kIex2O4aGhrC0tISvv/4aN27cwMjICIxG44mCl6f/0F788PAQwPsFxGKxCGvvcrlgsVhEJoKCbvLP7u3tIRqNijZj+nw1Go3YJrQK6imHa9C1eV/fGSz6LjEYDPB6vTh37hwCgYDYp5JrTyeqUjnt5OSkmGhzFmevyUdfbW9v4+HDh/jzn/+Mp0+fIhqNnujWa7Va+Hw+LCws4He/+53o1vN6vccGEsm612o1UQwTi8Wwt7eHcDgsOuOcTic8Hg8GBwfhcDhEFSF9NtSwRO3Hu7u7ODg4QDKZFK3GFPCULXmrqjy6H/p7eXIu0x4WfZfQXDqakKM8ZFGj0cBqtSIQCGB0dFQcAnEawcvdZdQtJ8/Ye/PmDQ4PD491b/V6PYLBIC5cuCAaeObm5j6q+lPWG5CgKGBHLjl10tEAEZ/PB6/XC5/PB5fLJcaFARAjsGhCLh1oGQqFEIvFxKgw6sSTkefkKT8PeXIOW/ruYNF3gVqtht1uh9vtFlF3OUVHrr3H48Hw8DC8Xq9w6bsVvByZLpfLSKfTCIfD2NrawuvXr/Hs2TP8/PPPCIVCx1p3as2dmprC4uIibty4IfLwJPaTrDu58pFIBDs7O3j37p2YLVCtVmGz2TAyMgKr1Qqn0wmHw9Hk0tP+n+YD7u3tYXNzU0wPohTd0dFR09n0VIsvH2ktIx+CoQzkMe1h0XeB2WzGwMCA6HgDmvPxVHLq9/sxNDQk8tLdTKYly1gsFpHL5US1WigUwsuXL/Hs2TMxX++4CTwqlQo2mw0TExO4efMmPv/8c8zNzcHv97fNGpDgyTLv7OxgdXUVL168wPr6OuLxOKrVKqxWK4LBoJjZZ7FYYDQaxcguEi259Lu7u3j79i3evn2Lvb09pNNpsY+XBQ9AxACOC3Yqhd5rC3O/0lb0svuq0+n6rrFB7jnXaDSw2WwwmUziS63Mx1Pk2uFwnNiSKiO70fl8XnSsvXv3Dmtra9ja2sLBwYE4G67V8EpCpVLB7/eLKbnLy8tNp9Ao3fhW91KpVJBMJvH27Vs8fPgQjx49wsbGhuig0+v14nkkWDlASSLM5XLi9NuXL1/i1atX2N7eRjqdFrMZqHiJ9vP087QAnFSOy+OyeoOHaHQA5dsvXryIK1euIBAIiAWQeukpmOV2u0VarpOqNrmUdXt7G+vr69jc3MT29ja2trawvb2NSCSCYrHY9j6NRiOGh4dx8+ZNfP3111heXsbIyIhImXUydIMGgW5tbYlCn19++QWpVEqkJEnwNFaLBEpBxnq9jnw+j2g0ivX1dTx//hyrq6vY3t4WhTwAxOdG16Egniz44xpvyCNSDutg2tPVEA3qf/7UUalUwnUcGRnB5cuXcenSJVy7dg2Tk5MwmUxiBl42mxUjtKxWKxwOh5hbd9KXkFpS0+k09vf38fr1a3Fi7fr6OpLJZFfn2RmNRoyNjeHOnTv4wx/+gIWFBXg8HhGV7wRagA4ODvDixQvcv38fr169QjKZFHEDqkSk39NCUSqVRCCuWCwKwa+srODly5fY3d0VBTi0UOp0upaTcTqx4tRwQwvRWWRG+oUTRW82m/Gv//qvuHr1qgj69IsrRS630WhsahpxOp1iz0n7bhI+DYxQWqpW16XDIl+9eoUff/wRjx8/xrt378RevVNo/z47O4svv/wSd+7cwcWLF5vc+U6gwB2N1vr555+bFh8qcZVLjNVqtci9JxIJMcUmEolgY2MDr169wps3b0TQTq64oyOsKPUmjxijIaLy8dat7peer9PpTl3K3E+cKHqn04k7d+7g9u3b/6j7+VVBXywKVsmCNhgMMBqNogotk8mILjO5EQT4YBFlYW1ubuLnn3/GgwcP8PTpU2xtbbU8JfYkdDod3G435ufncfv27ab23G4DiDQaOxKJiIBbKpVq8uyUZ88B74enxmIxFAoF1Gq1pm3Kzs6OWMTkijm6LzkQJ3fO0SCNdt128jFincZPmA4sPYOPvqwEnSdHrjoNbCTByQEpKk45PDzExsYGHj9+jB9//BErKytNI7U7gebH+/1+XL58GXfu3MGNGzcwPj4uzonv9sTacrmMVColYgnxeLxplJUcsDSZTOIYqlQqJTyBdDqNg4MDhEIhUWl3nJsuxwcoiKlSqVAul4Wlb7eVpP08W/ru4JRdB5xkMSmIBEAIn4Y2kvjppJuDgwORY19ZWRHjpTrdMtEX3G63Y3JyEsvLy7hx4wYuX76MYDDYU4qQ9uRyPj4ajaJWq4nqQhK9Xq8X6Tm9Xo9KpYJoNCrGcyUSCdFmq7Tuytele6TqOvp7En27qDwtQuR5nFV5cz/AB1h2QDsRkaXMZrPIZDIiAk3uPE2K3drawps3b7C+vo5oNNpVNoSGb/j9fszOzuLatWu4du0a5ubmRMCuF5eeBB+LxURfe61Wg8lkahIkWVOj0Si2OdR0Q4d6kNg7rY6Tq/5I5NS41C41TIsQCf4sGpj6BT7A8pTIlWt0Cg598alW/fDwUHSURaNRFAoFEStot6DSl9vhcGBkZASXLl3C9evXcfnyZZw7d67jbAGhrPSjwzVDoRDC4bDomAsEAk3z5GnIJQARxKS5drlcTpxF3+1hnPLgERJ7J9eQF6FOz/Bj3sPu/SkgS0l79VAoJKrN8vk8MpkM0uk0UqkUUqmUCPbJzSLHQa68yWSCx+PB1NQUFhYWsLCwgKmpKVHx18kATXotEhRNkqUBGNFoVCxGVqsV586dE/dA16W0XCaTweHhoajYo2m03R7GKd+z3NTT6aKhVqthNpubPgOmM1j0PUIikhtJtre3EQqFkEwmkcvlhAWUT2IBPp6rJ0Nil6fITk9P49KlS7hw4QLGxsYwODgomlqOG8opC52KZkjoqVQKyWQSyWQSmUxGRN71ej2GhoZgNBphNBrFdoEKdii4F4lEkMlkkM1muxY8vUcSPQXzuj2Blg7QGBgY6GiIJ/MBFn2PKGvLI5GIOOGF9ralUkmcZQd82CYpLTMtApR6or70YDCIqakpzM7OYnJyEkNDQ00z4+WFQ37IFj2XyyGdTiOZTOLw8FA8aNw08D5LQz3wbrdbtMZqtVqRyqPBl/V6XdQmkEvfreC1Wq3Yi1OWQ34fnVyDYhxut1sEMJnO4E+qR2TXnlx4OseeUk7yoQ8UXab8NuW8NRpNU1R8YGAAHo8HgUAAwWBQHBBBX276edkqUscZnRBDFp0Wo1AoJPbs1L8OvJ9z73a7ce7cOdhsNtEiSw1FlHmgo6RrtZpw73O5XNftrOTFGAwGGAwGsajQSOtO0ev10Gq1QvQWi4XTdV3Aou8ROb9MJ67Igxzk6S8UDJNzykajUQjdZrPB4XDA6XQKa0uW1+l0wmKxiBp1WSC0D6ZBk+SCh8Nh7O3tYX9/H5FIBNFoFKlUSrjiVGw0ODgIl8slRnt5PB4MDAyIWn2KptNkIFpEUqmUOJSiU8iToVFiNFuQTs3tJpNhMplgt9tht9ths9lE1yDTGSz6U0CioyIRymvX63UxE44aUkjoFosFdrtdiFz+1WazwWKxwGQyiVHStOctFovI5/Oieq1cLqNQKAj3PZFIiOmyBwcHCIfDImcuH0dNrjUVs9hsNrjdbgwODsJut8NsNjeNuKJ6fDq26uDg4KOS2nZQYw29Fp1yU6vVxAm38jboJGg+IS2K3aYqGRZ9z8hVelSZZzKZYDKZmlJxarW6SewkMPryOxwOWK1WUeUmu6kUKKQHiZyyAiR0GlCZSCTEXls+BEJZ705z6WnEFbUCU3BQDq4VCgWEw2FsbGxgc3MT0WhUVOB1AqUcaSownXSj1+uRzWZFExd5Ie2i93q9HgMDAxgeHsbAwMCJR2gzrWHR9wi568o9OR0UQS49pd0cDgfcbrfYN1MLrtVqFblmCmpReiyXyyGVSiGRSCAWiyEajeLw8BCJREIUw1CWgBYG5Qx4cnvlo6ZoLzw0NCTiBeTSAx88GGqPpeaZ3d1dEenvBGpA8ng8mJiYwOzsLCYmJuByuQAAiUQCer1eNC5RYc5Jwqc4hNfrhdPpZNH3AIv+FChFT245RaHl9BstCrQwmM3mpsISuWCGgnDRaFRMjQ2Hw4jFYiLNRiKnIJ4yoCYLgQpraEovnRM/Pj6OQCAAu90u2mUpdSY336ysrGB9fV0M0eg0wm4wGODz+TA9PY2FhQXMzc1heHgYZrMZ1WoVTqcTjUZDpBGpaIm8DBnKVlCwk6btciVe97Doe4SsKNV+U7pNp9OhVCoJ4ZOYqRmHxFosFkX0mkp25bPd9vb2sLOzI/bR1LpKLrB8ok4rEcrZAdnb8Pv9GB0dxdTUFCYmJuB2u8WWRPYy4vE41tfX8eLFC6yuriIcDh87nqvVa9OswJmZGSwvL+PKlSs4d+6cOPSiUqlAp9OJrsNEIiG8iGKxKLwl+bM2GAwigCdvRZjuYNGfAllYZHHkFloK8MkDHinqXywWhWsvF8BQDTyV7coHOyo71mSxk7VTLkYmkwk2mw1erxdDQ0MYGRkRswG8Xi9sNhs0Go2YKEtDLLe3t8UAjFAohFwu11G0niz8wMAAJicncfXqVSwsLGBiYqLpAEvKQNAgkWQyKY61ovl58jZFq9WKyD/VKXSa12eaYdGfAtrXk9jJopM1pzy2VqsVe2+qxZcj5Y3G+8MnaaZ8NBpFLBZrSrPJFWvHfdFpESKBOBwO+Hw+IfZAIAC/3y8i9RaLRYz9ooq9VCqFUCiEtbU1rK6uYmdnR7TIthMYxQzsdjtGRkZw8eJFzM/PY3R0tCluQF17FosFLpcLQ0NDopy30WhAq9WKYKRc60CZDVqk5DQp5+k7h0XfI8p9pFwcUygUxLnpFPSivb9er4fZbG4ayiF36VGnXj6fR7lcFl/8k1pNZY9DHtA5MjKCsbExjI2NNRX4UIktxRIoHZhMJrG/v4+NjQ2sra1he3sbqVRKpPw67RXwer0YHx/H+fPnEQgERFMQdcPRteizoGg8WXqNRiOKiOQYAt0zne7TSwkww6I/FXINPUW8ad8up6CUlXmUK5e3BFRkQ9V85XL52CCd8vVJ8FSvHwgEMDk5iampKYyNjYnyXblenxaaYrEoquz29/fFEA2aaScXzRzXFUjvy2g0wuFwwOPxwO/3i7p42nsrS48pnUfBuaGhISFyrVbb1MxDi5/cQ5DNZrsuEmJY9KdG2fBCwTASMX2J5aCUvO9WLhqyVW/VjCP/nqLyZGFdLhcCgQCmpqYwMzODiYkJDA0NiVp6eWottf5Slx3FEShwSPtq5X3LwlfeA40Po9N8yZWnNJwcnJNrB/R6vTgwg+oMqMqRPkMKdNI2iURP9f9cldc5LPpTQF96st40NBJonuGmHApBVk8pJDniT9cnS64M2tFrk+CpI29iYgJTU1MYHx9vatChHLx8TNXh4SEODg6wt7eHvb09MVs/nU6LPTy9P7rv4xYwmptHE27lngRKB1J8Q46B0HVoFBdVIsr3S54P1Q7k83lRqERDSTs5Ypt5D4v+FMiDIk0mk8i96/V6MR2XkEUrf9nlBUC+Jom/VQ6aREIuvd1uFy718PAwPB6PaJqhfTsFA+W0oJwloGYcSgtS34C8sMlHSclbFnoPVGeQSqUQDoeF9aVAoRxPoC0GDcCka8tpQ9q3U2CURE9uPQmf6hWYzmDR94jsolPRCzXIUG26XAZLAbtWLrvy0Q4SIRUFUe5aFjqlBclaU/CLBH9wcCDEHovFhJAolUZxAmVfPolS9mSADxOEaFwYTbWlYSKBQEAsRvJWg56nLDFOp9OiX58CelQWLC8E3YznYt7Doj8Fcv6Y6th9Pp8IfsnddbJFk39etpS0PZAHTLRCmYenNlUSUDKZBADk83lhoUulknDpo9GoOCJLmRak61PwjTwFuQWWuu7oPco/R9sH6vqTB3aMjIzA6/WKGAPNzS8UCkgmk4jFYqIrkEqNaW9PXgG9R7pfPqK6e1j0PSK7vRS19vl8yOVyIvqs0WiQSCSg0WiaeuzlMl3ZVZfFJg97lK2p8vXJraYJPo1GQ8yip700ncbTamIO1buTR0B5fhpyQYsGCVsuMqLgozLoqFarxfw9OehGQTgqCqKFSj4Gm0qOqX1XzmLItRByzIHLcLuDRX8K5Np7q9WKwcFBsZenYBQ9aO+ptPjKAxyVKT2CvviyyKgPXZ7iQ/tpeSoNCZBcY7mGgOIGJHZlZZ9s6cm1p4i6fFgF0DzamqwwBeLo97TtoGaZSqUi7nl3dxehUEh0C8qjsFtZc/KyqBWY6QwW/SmR01V2ux1er1f8nXwEs1arFV9k2eLLEXpZfMpMgBzhpz0sWVc6WYd+Rk4DyulDWnDk6j45NqEMzgEQ5bnksssjwFqdCU/3JMczVCoV4vG4uC6VHJMHRKJXzgCQBS+n+KjHgWIpnK7rDhb9KVGmzux2e5MrSqKjB/2bcghFvV4XVrVWqzWJXJ4U2+payuCgMsou5/6VwUS6f6V46XQeeUIQWfhOj4huNdknFosBALLZLNRqtfBODg8PkUwmkc1mW86+p89Do9GIjkUKXlJ8gOkMFv0pkS2QfOyT1WqF3W4X0Xyz2SwsJVliWbCyy04BMdlVlt1lOYAl/xzw8ew8Ze6/VfZAWSNAWwJ6vnzWXCvr3u7zoWtScY1Go0GhUBDReIrU5/P5pnZhGbk92OFwiEEk1BbMou8cFv0pkMUii0nep9NDWbRDrrdc6EKNJPR7goQmV+zJ1pyuq7wnAC2fo4SuRy6+LCC5FPg0UXLybmhCL7XRUqqOgnat9vDyyDGXywW/3y8m8FitVjEslOkMFn2PyPlr2vfSQ3aFy+Vy04P21rSvl6vv6Nx2Zb5efi1Z7EpPQf61E7Er/032LpSv3SvK90KFNxSEpFy70qWnWAAtmDQma3R0FBMTExgfH4ff7xeTipjOYdGfAnnPSoUolJ6iElS50ISCeK0i38CH8lxlGkp2vdu11/ZKJwtEt8jvhX5tNBri/csn1B4Xa6B4idVqxejoKC5evIi5uTmMjIzA5XKJ/nymc1j0PSLnjKkklERPQqcHubOULiOPQFnHLpfdtrK4QGsLLrvCf48FoVcoPkE19TQejGIT5P0cd5yVPFRzdHQU165dw9LSEqanp+H1ekVTD4u+O1j0PSKXmsqCppSWsoCEDnmgMlcqjT3OutFzlK/ZScRcDp4pf/+PWBDk92s2m2G322G1WkWJMO3ryfpXKpWmpiIqWDIajXC5XBgbG8OlS5dw48YNzM/Pw+/3i708u/bdw6LvEQrE0Z6UGkIAiGEWdIiERqOB1WoVEWplj7i8f5ULeuTc/XEotwFyyazcoUZuNEX/5fjAWW0ZqFjGbreLPgSn0wmbzSY6/ag4h7wi+jxoYAhZdypt9vv9mJqawsWLFzEzMyMO7mQL3zss+lMiR5rJOslFLzTJhrwBEryyIo6q8AwGg5iwQ5NiyJopB2Eq8/xk0WlBUQYR5WCjLHjZI5Cr/uRx1MpiIoqoy3t2g8EghmgMDQ3B4/GI4R1yE5DycE+agkuLJhXdDA4OisDd2NgYfD4fLBaL+FyY3mDR9wi5sGazGUdHRzAajU1lqiQ0cvdl0Smr1ZQTdfV6vajoa5XqU1rn48pk5YMy5C2H/PpyBkG+jjIroSzZle+VSmEtFovIoQ8ODoq5/nLTj1yLL3fL0cJDCydVNwYCAQwNDX00hYfpHRZ9j6jVajE62mKxNFlLuYCGItWtyl/lUVdy+a3cbUcoC2iUNQKt+tFJZJlMpqnBRrb0dG35deRaALkgiJ6nbOul03rIlae5AtT9RxV/dF/UiEOzAEn08vbA4XCIB8UDlEdzM72harOP+3WEgX+lKNNo9HeyMI/LqyvTWa2m6ShfS/n7Vr+SYOXDNWnfLDfayClDWijkPyvr3eVYAzUGyYE6OovPaDR+1CKsvDfyQsi1lyfa0sgt+TAQZU8B0zEtPzAW/d+Zdvnv41J0p3092fLL1lopdmUnnLILUI7Ey0dMkxDlVly5B/8klNsI5SQh2eNhTgWLvt9pVaoru/KtynvlLYgsdhI2W99fNSx65mRabSGAs/dGmH8YLHqG6TNaip5zHwzTZ7DoGabPYNEzTJ/BomeYPoNFzzB9BoueYfoMFj3D9BkseobpM1j0DNNnsOgZps9g0TNMn8GiZ5g+g0XPMH0Gi55h+gwWPcP0GSx6hukzWPQM02ew6Bmmz2DRM0yfwaJnmD6DRc8wfQaLnmH6DBY9w/QZLHqG6TNY9AzTZ7DoGabPYNEzTJ/BomeYPoNFzzB9BoueYfoMFj3D9BkseobpM1j0DNNnsOgZps9g0TNMn8GiZ5g+g0XPMH0Gi55h+gwWPcP0GSx6hukzWPQM02ew6Bmmz2DRM0yfwaJnmD6DRc8wfQaLnmH6DBY9w/QZLHqG6TNY9AzTZ7DoGabPYNEzTJ/BomeYPoNFzzB9BoueYfoMFj3D9BnaNv+u+ofcBcMw/zDY0jNMn8GiZ5g+g0XPMH0Gi55h+gwWPcP0GSx6hukz/j9VAUTIp57yKAAAAABJRU5ErkJggg==\n", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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", 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" ] }, "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(lambda r,x,g: c(r,x,g,eta_i,cur_beta), np.array([1e-3]*nf))\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": {}, "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(np.arange(1,num_iters+1),10*np.log10(lb),10*np.log10(ub),alpha=0.3)\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": 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\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(False,ax=ax,plot_sources_flag=False,plot_monitors_flag=False,plot_boundaries_flag=False)\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)],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", 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\n", 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" ] }, "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(98,100)\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." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }