{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"conjugate_gradient.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyMk0o0z3TupAh+07KjYmaxP"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"tLjoDv4W1g8N"},"source":["# 1. Conjugate Gradient Method to solve a quadratic function\n","\n","Q. Consider the quadratic function \n","$f(x_1,x_2,x_3) = \\frac{3}{2}x_1^2+2x_2^2+\\frac{3}{2}x_3^2+x_1x_3+2x_2x_3-3x_1-x_3$\n","We find the minimizer using the conjugate gradient algorithm, using the starting point $x^{(0)}=[0,0,0].$\\\n","We can represent f as \\\n","\\begin{align} \n"," f(x) = \\frac{1}{2}x^TQx -x^Tb\n","\\end{align}\n","where \n","\\begin{align} \n","Q =\\begin{pmatrix}\n","3 & 0 & 1 \\\\\n","0 & 4 & 2 \\\\\n","1 & 2& 3\n","\\end{pmatrix}\n","\\end{align}\n","\\begin{align} \n","b = \\begin{pmatrix}\n","3 \\\\\n","0 \\\\\n","1 \n","\\end{pmatrix}\n","\\end{align}\n"]},{"cell_type":"code","metadata":{"id":"MvDkrmUefDX9","executionInfo":{"status":"ok","timestamp":1624444267175,"user_tz":-120,"elapsed":273,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}}},"source":["import numpy as np\n","# function to return the gradient of the quadratic function\n","def g_f(x):\n","\n"," return np.array([3*x[0]+x[2]-3,4*x[1]+2*x[2], x[0]+2*x[1]+3*x[2]-1])"],"execution_count":111,"outputs":[]},{"cell_type":"code","metadata":{"id":"7ga0Awj04Wbr","executionInfo":{"status":"ok","timestamp":1624444268517,"user_tz":-120,"elapsed":8,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}}},"source":["# The function conjugate gradient : for finding the minimum value for quadratic function.\n","def conjugate_gradient(x,Q,eps):\n","\n"," i = 0\n"," lst_x = []\n"," lst_g = []\n"," sum_g = [] \n"," g = g_f(x) # getting the gradient\n"," lst_x.append(x) \n"," lst_g.append(g)\n"," sum_g.append(abs(np.sum(g)))\n"," \n"," d = -g # specifying the direction of descent\n"," \n"," while abs(np.sum(g)) > eps: # specifing exit instance from the executing of the loop\n"," \n"," i +=1 # specifying a counter to keep a count on the number of executions.\n","\n"," alpha = - np.divide(np.dot(g,d),np.dot(d,np.dot(Q,d))) # calculating the step size.\n"," x = x + alpha*d #calculating the next value of x\n"," lst_x.append(x) \n","\n"," g = g_f(x) \n"," lst_g.append(g) \n"," beta = np.divide(np.dot(g,np.dot(Q,d)),np.dot(d,np.dot(Q,d))) # calculating beta, to calculate the Q-conjugate descent direction\n"," d = -g + beta*d \n"," sum_g.append(abs(np.sum(g)))\n","\n","\n"," return x,lst_x,lst_g,i,sum_g"],"execution_count":112,"outputs":[]},{"cell_type":"code","metadata":{"id":"XYsYm0Xp6n8d","executionInfo":{"status":"ok","timestamp":1624444270903,"user_tz":-120,"elapsed":286,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}}},"source":["# Initializing values of x, Q and function call \n","\n","x = np.array([0,0,0])\n","Q = np.array([[3,0,1],[0,4,2],[1,2,3]])\n","x,lst,lst_g,i,sum_g = conjugate_gradient(x,Q,eps=1e-4)"],"execution_count":113,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":175},"id":"YV6zAQ1f8cJt","executionInfo":{"status":"ok","timestamp":1624444272771,"user_tz":-120,"elapsed":45,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}},"outputId":"ca045dc6-9276-4154-e635-cb9d2567b163"},"source":["# Presenting the iterations in readable format.\n","import pandas as pd\n","lst = np.array(lst)\n","lst_g = np.array(lst_g)\n","g = lst_g.reshape(i+1,len(x))\n","x = lst.reshape(i+1,len(x))\n","df = np.concatenate((x,g),axis=1)\n","df = pd.DataFrame(df,columns=['x1','x2','x3','g1','g2','g3'])\n","df"],"execution_count":114,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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x1x2x3g1g2g3
00.0000000.000000e+000.000000e+00-3.000000e+000.000000e+00-1.000000e+00
10.8333330.000000e+002.777778e-01-2.222222e-015.555556e-016.666667e-01
20.934579-1.214953e-011.495327e-01-4.672897e-02-1.869159e-011.401869e-01
31.000000-1.110223e-162.775558e-17-4.440892e-16-3.885781e-16-2.220446e-16
\n","
"],"text/plain":[" x1 x2 ... g2 g3\n","0 0.000000 0.000000e+00 ... 0.000000e+00 -1.000000e+00\n","1 0.833333 0.000000e+00 ... 5.555556e-01 6.666667e-01\n","2 0.934579 -1.214953e-01 ... -1.869159e-01 1.401869e-01\n","3 1.000000 -1.110223e-16 ... -3.885781e-16 -2.220446e-16\n","\n","[4 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":114}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":265},"id":"ZSZBGrBmE603","executionInfo":{"status":"ok","timestamp":1624444275434,"user_tz":-120,"elapsed":364,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}},"outputId":"3eced3fe-4e14-4152-9095-a659e9aea20e"},"source":["# The decreasing gradient values of the function.\n","import matplotlib.pyplot as plt\n","X = range(i+1)\n","Y = sum_g\n","plt.plot(X,Y)\n","plt.legend(['gradient plot'])\n","plt.grid()\n","plt.show()"],"execution_count":115,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"7uKrrMe9JdOR"},"source":["# 2. Conjugate gradient for non-quadratic functions.\n","\n","Unfortunately, we do not know the value of $Q$ that best approximates $f$ around $x^{(k)}$. Instead several choices of $\\beta^{(k)}$ tend to work well:\n","\n","\n","\\begin{align} \n","Fletcher - Reeves : \\beta^{(k)} = \\frac{g^{(k)T}g^{(k)}}{g^{(k-1)T}g^{(k-1)}}\n","\\end{align}\n","\n","\\begin{align} \n","Polak-Ribiere : \\beta^{(k)} = \\frac{g^{(k)T}(g^{(k)}-g^{(k-1)})}{g^{(k-1)T}g^{(k-1)}}\n","\\end{align}\n","\n","Convergence for the Polak Ribiere Method can be guranteed if we modify it to allow for automatic resets. \n","$ \\beta \\leftarrow max(\\beta,0)$"]},{"cell_type":"code","metadata":{"id":"tTGwciXGU557","executionInfo":{"status":"ok","timestamp":1624444280769,"user_tz":-120,"elapsed":232,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}}},"source":["# Defining the exact line search method , to calculate alpha for every stage.\n","\n","def f(alpha,x,d):\n"," \n"," return (1-(x[0]-alpha*d[0]))**2 + 100*((x[1]-alpha*d[1])-(x[0]-alpha*d[0])**2)**2\n"," \n","# derivative of the objective function \n","\n","def grad_alpha(f,alpha,x,d):\n"," h = 0.00001\n"," return (f(alpha+h,x,d)-f(alpha,x,d))/h\n","\n","def bracket_minimum(alpha,x,d,s,k):\n","\n"," a, fa = alpha, f(alpha,x,d)\n"," b, fb = a+s , f(a+s,x,d)\n","\n"," if fb > fa:\n"," a,b = b,a \n"," fa, fb = fb,fb\n"," s = -s\n","\n"," while True:\n"," c, fc = b+s, f(b+s,x,d)\n"," if fc > fb:\n"," if a < c:\n"," return [a,c]\n"," else:\n"," return [c,a]\n"," a,fa,b,fb = b,fb,c,fc\n"," s*=k\n","\n","def bisection_root_finding(a,b,x,d,eps):\n","\n"," if a > b : \n"," a,b = b,a \n"," fa, fb = grad_alpha(f,a,x,d), grad_alpha(f,b,x,d)\n"," if fa == 0:\n"," b = a\n"," return (a)\n","\n"," if fb == 0:\n"," a = b\n"," return (b)\n"," iter = 0\n"," \n"," while abs(b - a) > eps:\n"," iter +=1\n"," c = (a+b)/2\n"," y = grad_alpha(f,c,x,d)\n","\n"," if y == 0:\n"," a,b = c, c\n"," break\n","\n"," if np.sign(y) < 0 :\n"," a = c\n"," else:\n"," b = c\n","\n"," return (a+b)/2\n","\n","def line_search(alpha,x,d):\n"," \n"," a,b = bracket_minimum(alpha,x,d,s=0.01,k=2.0)\n"," alpha = bisection_root_finding(a,b,x,d,eps=1e-5)\n"," return alpha"],"execution_count":116,"outputs":[]},{"cell_type":"code","metadata":{"id":"EvebRchBLF9C","executionInfo":{"status":"ok","timestamp":1624444284861,"user_tz":-120,"elapsed":225,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}}},"source":["# We will use the conjugate gradient method to arrive at the minimum of the Rosenbrock's Banana Function\n","def fun(x,a):\n"," pow = a\n"," if pow == 0:\n"," return (1 - x[0])**2 + 100*(x[1] - x[0]**2)**2\n"," \n"," else:\n"," h = 0.00001\n"," x1 = np.array([x[0]+h,x[1]])\n"," x2 = np.array([x[0],x[1]+h])\n"," # The gradient Vector\n"," g = np.array([(fun(x1,0)-fun(x,0))/h,(fun(x2,0)-fun(x,0))/h])\n"," return g"],"execution_count":117,"outputs":[]},{"cell_type":"code","metadata":{"id":"k_qmaqoeNEmd","executionInfo":{"status":"ok","timestamp":1624444287883,"user_tz":-120,"elapsed":232,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}}},"source":["# The function conjugate gradient : for finding the minimum value for quadratic function.\n","def conjugate_gradient_nonquad(x,alpha,eps):\n","\n"," # Initialize counter and empty lists to hold x and function values\n"," i = 0\n"," lst_x = []\n"," lst_f = []\n","\n"," # assigning the function and gradient value.\n"," f, g = fun(x,0), fun(x,1) \n"," \n"," lst_x.append(x) \n"," lst_f.append(f)\n","\n"," # specifying the direction of descent\n"," d = np.array(g/np.linalg.norm(g))\n"," \n"," # specifing exit instance from the executing of the loop\n"," while abs(f) > eps: \n"," \n"," #specifying a counter to keep a count on the number of executions.\n"," i +=1 \n","\n"," # replace the calculating on alpha with exact line search, similar to our other first - order descent methods\n"," alpha = line_search(alpha,x,d)\n"," \n"," #calculating the next value of x\n"," x = x - alpha*d \n"," f = fun(x,0)\n"," g1= fun(x,1) \n"," \n"," # This is the step, which differentiates from the above conjugate gradient method.\n"," beta = np.divide(np.dot(g1.T,g1-g),np.dot(g.T,g) )# calculating beta, using the Polak Ribiere formula \n"," beta = max(0,beta) # to assure convergence, we add this step\n","\n"," # updating the direction vector\n"," d1 = np.array(g1/np.linalg.norm(g1))\n"," d = d1 + beta*d \n"," g = g1\n","\n"," # appending values to our lists.\n"," lst_x.append(x)\n"," lst_f.append(f) \n","\n"," print(\"Number of iterations\",i)\n"," print(\"The value of the Rosenbrock banana function at its minimum:\",fun(x,0))\n"," return x,lst_x,lst_f,i"],"execution_count":118,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hlT_-VZrUT5_","executionInfo":{"status":"ok","timestamp":1624444290779,"user_tz":-120,"elapsed":223,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}},"outputId":"05f3f596-a661-4784-9afd-e14bd7a76333"},"source":["# Initializing values of x, Q and function call \n","\n","x = np.array([1,2])\n","alpha = 0.1\n","x,lst,lst_f,i = conjugate_gradient_nonquad(x,alpha,eps=1e-4)\n","print(\"The minimum point co-ordinates of the Rosenbrock function:\",x)"],"execution_count":119,"outputs":[{"output_type":"stream","text":["Number of iterations 17\n","The value of the Rosenbrock banana function at its minimum: 1.6621078990511596e-05\n","The minimum point co-ordinates of the Rosenbrock function: [1.0040663 1.00817851]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":432},"id":"pnv9duOKahrb","executionInfo":{"status":"ok","timestamp":1624444790418,"user_tz":-120,"elapsed":1180,"user":{"displayName":"Nasreen Ahmed","photoUrl":"","userId":"04649825647281041989"}},"outputId":"390cc774-2e90-431b-9451-c86650fe8e13"},"source":["# Plot of the successive points of 'x' as we progress in the direction of the steepest descent.\n","\n","x1 = np.linspace(-2,3,500)\n","x2 = np.linspace(0,4,500)\n","arr = pd.DataFrame(lst)\n","# Creating 2-D grid of features\n","[X, Y] = np.meshgrid(x1,x2)\n","Z = (1 - X)**2 + 5*(Y - X**2)**2\n","\n","a,b = arr[0],arr[1]\n","plt.figure(figsize=(8,7))\n","plt.scatter(a,b)\n","plt.contour(X,Y,Z,90)\n","#plt.plot(a,b,color='#bcbd22')\n","plt.plot(a,b,color='yellowgreen')\n","plt.show()"],"execution_count":124,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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