{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Backpropagation" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Derivation\n", "\n", "\n", "\n", "Image from [here](https://towardsdatascience.com/machine-learning-fundamentals-ii-neural-networks-f1e7b2cb3eef)\n", "\n", "In order to run SGD, for a single observation $(x, y)$ we need to find the derivatives of the cost function $C$ with respect to network weights $W^{(i)}$. \n", "\n", "First we write down the feed forward network: \n", "\n", "\\begin{eqnarray*}\n", "z^{(1)} &=& W^{(1)}x\\\\\n", "a^{(1)} &=& f^{(1)}(z^{(1)}) = f^{(1)}(W^{(1)}x)\\\\\n", "\\\\\n", "z^{(2)} &=& W^{(2)}a^{(1)}\\\\\n", "a^{(2)} &=& f^{(2)}(z^{(2)}) = f^{(2)}(W^{(2)}a^{(1)})\\\\\n", "\\\\\n", "z^{(3)} &=& W^{(3)}a^{(2)}\\\\\n", "a^{(3)} &=& f^{(3)}(z^{(3)}) = f^{(3)}(W^{(3)}a^{(2)})\\\\\n", "\\end{eqnarray*}\n", "\n", "\n", "There is another common formulation that uses $z = Wx+b$ instead of just $Wx$, which is equivalent to the above if in each input and hidden layer the last element of $f^{(i)}$ is set to the constant function 1 instead of the sigmoid function. Below we will follow this setting. \n", "\n", "The cost function is $C(y, f^{(3)}(W^{(3)} f^{(2)}(W^{(2)} f^{(1)}(W^{(1)} x ) ) ))$, and its derivative with respect to $x$ is \n", "\n", "$$\n", "\\frac{dC}{dx} = \\frac{dC}{da^{(3)}} \\cdot \\frac{da^{(3)}}{dz^{(3)}} \\cdot \\frac{dz^{(3)}}{da^{(2)}} \\cdot \\frac{da^{(2)}}{dz^{(2)}} \\cdot \\frac{dz^{(2)}}{da^{(1)}} \\cdot \\frac{da^{(1)}}{dz^{(1)}} \\cdot \\frac{dz^{(1)}}{dx}, \n", "$$\n", "\n", "each term of which is a total derivative. Recall that the total derivative of $f: \\mathbb R^m \\rightarrow \\mathbb R^n$ is defined as the linear map $df_a$ such that\n", "\n", "$$\n", "\\lim_{x\\rightarrow a}\\frac{\\Vert f(x) - f(a) - df_a(x-a)\\Vert}{\\Vert x-a \\Vert} = 0. \n", "$$\n", "\n", "The matrix form of this linear map is of size $n\\times m$.\n", "\n", "To understand terms of the form $da^{(i)}/dz^{(i)}$ (the 2nd, 4th and 6th total derivatives on the right hand side) first note that $f^{(i)}$ is an $\\mathbb R^n\\rightarrow\\mathbb R^n$ function, $n$ the number of layers in the $i$th layer (layer is zero indexed). For example for the output layer $f^{(3)}$ is $\\mathbb R^4\\rightarrow\\mathbb R^4$. Thus the total derivative $da^{(3)}/dz^{(3)}$ is of size $4\\times 4$. Since the activation function is applied element by element, the $z^{(3)}_i$ has no impact on $a^{(3)}_j$ if $i\\neq j$. Thus the total derivative is a diagonal matrix\n", "\n", "$$\n", "\\frac{da^{(3)}}{dz^{(3)}} = \\begin{pmatrix}\n", "(f_1^{(3)})^\\prime(z^{(3)}_1) &&&\\\\\n", "& (f_2^{(3)})^\\prime(z^{(3)}_2) &&\\\\\n", "&& (f_3^{(3)})^\\prime(z^{(3)}_3) &\\\\\n", "&&& (f_4^{(3)})^\\prime(z^{(3)}_4)\n", "\\end{pmatrix}_{4\\times 4}, \n", "$$\n", "\n", "where $f_j^{(3)}$ is the element function in $f^{(3)}$. From now on we denote this diagonal matrix by $(f^{(3)})^\\prime$ for simplicity. \n", "The hidden layers have different total derivatives. Since the last element functions are set to a constant 1, the last element of the total derivative matrix is 0, that is \n", "\n", "$$\n", "\\frac{da^{(2)}}{dz^{(2)}} = \\begin{pmatrix}\n", "(f_1^{(2)})^\\prime(z^{(2)}_1) &&&&&&\\\\\n", "& (f_2^{(2)})^\\prime(z^{(2)}_2) &&&&&\\\\\n", "&& (f_3^{(2)})^\\prime(z^{(2)}_3) &&&&\\\\\n", "&&& (f_4^{(2)})^\\prime(z^{(2)}_4) &&&\\\\\n", "&&&& (f_5^{(2)})^\\prime(z^{(2)}_5) &&\\\\\n", "&&&&& (f_6^{(2)})^\\prime(z^{(2)}_6) &\\\\\n", "&&&&&& 0\n", "\\end{pmatrix}_{7\\times 7}, \n", "$$\n", "\n", "and same for $da^{(1)}/dz^{(1)}$. We denote these matrices by $(f^{(2)})^\\prime$ and $(f^{(1)})^\\prime$. \n", "\n", "\n", "Terms of the form $dz^{(i)}/da^{(i-1)}$ (the 3rd, 5th, and 7th terms on the right hand side) is obvious: It is simply $W^{(i)}$, and the complete total derivative can be written as \n", "\n", "\\begin{eqnarray*}\n", "\\frac{dC}{dx} &=& \\frac{dC}{da^{(3)}} \\cdot \\frac{da^{(3)}}{dz^{(3)}} \\cdot \\frac{dz^{(3)}}{da^{(2)}} \\cdot \\frac{da^{(2)}}{dz^{(2)}} \\cdot \\frac{dz^{(2)}}{da^{(1)}} \\cdot \\frac{da^{(1)}}{dz^{(1)}} \\cdot \\frac{dz^{(1)}}{dx}\\\\\\\\\n", "&=& \\frac{dC}{da^{(3)}} \\cdot (f^{(3)})^\\prime \\cdot W^{(3)} \\cdot (f^{(2)})^\\prime \\cdot W^{(2)} \\cdot (f^{(1)})^\\prime \\cdot W^{(1)}. \n", "\\end{eqnarray*}\n", "\n", "We introduce the following notation to simplify the argument below: \n", "\n", "\\begin{eqnarray*}\n", "{\\delta^{(3)}}^T &=& \\frac{dC}{dz^{(3)}} = \\frac{dC}{da^{(3)}} \\cdot (f^{(3)})^\\prime, \\\\\n", "{\\delta^{(2)}}^T &=& \\frac{dC}{dz^{(2)}} = \\frac{dC}{da^{(3)}} \\cdot (f^{(3)})^\\prime \\cdot W^{(3)} \\cdot (f^{(2)})^\\prime, \\\\\n", "{\\delta^{(1)}}^T &=& \\frac{dC}{dz^{(1)}} = \\frac{dC}{da^{(3)}} \\cdot (f^{(3)})^\\prime \\cdot W^{(3)} \\cdot (f^{(2)})^\\prime \\cdot W^{(2)} \\cdot (f^{(1)})^\\prime.\n", "\\end{eqnarray*}\n", "\n", "Those are row vectors, and we definite $\\delta^{(i)}$ as column vectors. \n", " \n", "To perform SGD, what we really want to find is terms like \n", "\n", "$$\n", "\\frac{dC}{dW^{(i)}}. \n", "$$\n", "\n", "This notation is inconsistent with the previous ones because $W^{(i)}$ is a matrix. Let us flatten it as $\\bar W^{(i)}$ (in the same order like the numpy flatten function, but treat it as a column vector, or $\\bar W^{(i)} = \\text{vec}\\left({W^{(i)}}^T\\right)$ formally) and write\n", "\n", "$$\n", "\\frac{dC}{d\\bar W^{(i)}} = \\frac{dC}{dz^{(i)}}\\cdot\\frac{dz^{(i)}}{d\\bar W^{(i)}} = {\\delta^{(i)}}^T\\cdot\\frac{dz^{(i)}}{d\\bar W^{(i)}}. \n", "$$\n", "\n", "We know how to compute $\\delta^{(i)}$ from the above discussion. To find $dz^{(i)}/d\\bar W^{(i)}$, take $i=3$ as an example, note that $z^{(3)} = W^{(3)}_{4\\times 7}a^{(2)}$. For simplicity we omit the superscripts and write $z = Wa$, or equivalently, $z^T = a^TW^T$. \n", "Matrix vectorization has a property that $\\text{vec}(AB) = (I_m \\otimes A)\\text{vec}(B)$, where $\\otimes$ stands for the Kronecker product and $m$ is the number of columns in $B$. Using this property we can write\n", "\n", "$$\n", "z = \\text{vec}(z^T) = \\text{vec}(a^TW^T) = (I_4\\otimes a^T)\\text{vec}(W^T) = (I_4\\otimes a^T)\\bar W\n", "$$\n", "\n", "and conclude that \n", "\n", "\\begin{eqnarray*}\n", "\\frac{dz^{(3)}}{d\\bar W^{(3)}} &=& I_4\\otimes \\left(a^{(2)}\\right)^T, \\\\\n", "\\frac{dC}{d\\bar W^{(3)}} &=& {\\delta^{(3)}}^T\\cdot\\left(I_4\\otimes \\left(a^{(2)}\\right)^T\\right)\\\\\n", "&=& (\\delta^{(3)}_1 \\delta^{(3)}_2 \\delta^{(3)}_3 \\delta^{(3)}_4)_{1\\times 4}\n", "\\begin{pmatrix}\n", "\\left(a^{(2)}\\right)^T &&& 0\\\\\n", "&\\left(a^{(2)}\\right)^T &&\\\\\n", "&&\\left(a^{(2)}\\right)^T &\\\\\n", "0&&&\\left(a^{(2)}\\right)^T \n", "\\end{pmatrix}_{4\\times 28}. \n", "\\end{eqnarray*}\n", "\n", "This total derivative is a matrix of size $1\\times 28$, each element being the derivative of $C$ with respect to one of the 28 elements of $W^{(3)}$ which can be used for SGD. \n", "To write it down as a more compact formula, stack this back to matrix form to get \n", "\n", "$$\n", "\\frac{dC}{dW^{(3)}} = \\delta^{(3)}(a^{(2)})^T, \n", "$$\n", "\n", "which is a $4\\times 7$ matrix, same size as $W^{(3)}$. \n", "\n", "\n", "To summarize in terms of gradient $\\nabla$, note that the total derivative $dC/da^{(i)}$, a row vector, is the transpose of the gradient form $\\nabla_{a^{(i)}} C$. \n", "We have\n", "\n", "\\begin{eqnarray*}\n", "\\delta^{(3)} &=& \\nabla_{z^{(3)}} C = (f^{(3)})^\\prime \\cdot \\nabla_{a^{(3)}} C, \\\\\n", "\\delta^{(2)} &=& \\nabla_{z^{(2)}} C = (f^{(2)})^\\prime \\cdot \\left(W^{(3)}\\right)^T \\cdot (f^{(3)})^\\prime \\cdot \\nabla_{a^{(3)}} C, \\\\\n", "\\delta^{(1)} &=& \\nabla_{z^{(1)}} C = (f^{(1)})^\\prime \\cdot \\left(W^{(2)}\\right)^T \\cdot (f^{(2)})^\\prime \\cdot \\left(W^{(3)}\\right)^T \\cdot (f^{(3)})^\\prime \\cdot \\nabla_{a^{(3)}} C, \n", "\\end{eqnarray*}\n", "\n", "or as recursive formulas \n", "\n", "\\begin{eqnarray*}\n", "\\delta^{(3)} &=& (f^{(3)})^\\prime \\cdot \\nabla_{a^{(3)}} C, \\\\\n", "\\delta^{(2)} &=& (f^{(2)})^\\prime \\cdot \\left(W^{(3)}\\right)^T \\cdot \\delta^{(3)}, \\\\\n", "\\delta^{(1)} &=& (f^{(1)})^\\prime \\cdot \\left(W^{(2)}\\right)^T \\cdot \\delta^{(2)}, \n", "\\end{eqnarray*}\n", "\n", "and \n", "\n", "$$\n", "\\frac{dC}{dW^{(3)}} = \\delta^{(3)}(a^{(2)})^T, \\qquad \\frac{dC}{dW^{(2)}} = \\delta^{(2)}(a^{(1)})^T, \\qquad \\frac{dC}{dW^{(1)}} = \\delta^{(1)}x^T. \n", "$$\n", "\n", "These can be used to implement SGD. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discussion\n", "\n", "* Any change in the last column of $W^{(1)}$ does not have any impact to the final output $a^{(3)}$ due to the last constant activation function 1, so may need to exclude before optimizing the network weights. Same for $W^{(2)}$ but not $W^{(3)}$. Or is it ok to just include them? \n", "* GD 的 cost function 如果用所有 data point 的 cost function 取平均,那 $dC/dW^{(i)}$ 矩陣也是跑遍所有 data point 取平均(因為微分是線性的)\n", "* ANN 也是一種 regression。 Universal Approximation Theorem 說所有函數都可以表示成 $g(x) = W_2f(W_1x + b_1)$,所以給定 data points $\\{(x_j, y_j)\\}_{j=1}^m$,如果用訓練誤差的平方和 $\\sum(y_j - g(x_j; \\theta))^2$ 作為 cost function,等同於對這個模型用 MLE 定參:$y = g(x; \\theta) + \\epsilon$,這裡 $\\epsilon$ 是 iid normal。線性迴歸就只是特殊情況 $g(x; a, b) = ax+b$\n", "* 最簡單的 ANN cost function 不是權重的 convex function 因為所有 neuron 重新排列組合又得到一樣的 ANN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementation\n", "\n", "Output layer 用 identity function 作為 activation,所以 output 就直接是最後一層隱藏層 activation 的 weighted sum 而已。除了 output layer 之外每一層的最後一個 neuron activation 都被設成 1,代表常數項。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--- 3212.470108270645 seconds ---\n" ] }, { "data": { "text/plain": [ "(array([-4.21929750e-02, -2.62976844e-01, 3.35119940e+00, -2.59658129e+01,\n", " 1.64540644e+02, -1.45968095e+02, 1.02712137e+02, 1.20333637e+02,\n", " -6.87671031e+01, -7.74823574e-02, 3.96491065e-01, -3.55297051e+00,\n", " -1.02911436e+00, -2.03259965e-01, -4.99736329e-01, -5.06556070e+02,\n", " 1.82845136e+00, -5.83279046e+00, -2.48325920e+02, 4.96427975e+02]),\n", " 1.0022033220456583,\n", " {'grad': array([ 1.21769259e-02, 6.16608272e-03, 2.10140359e-03, 9.51934271e-04,\n", " 2.49551044e-04, 1.09074456e-04, 3.86159665e-16, 0.00000000e+00,\n", " 3.86159665e-16, 4.87565906e-03, 6.50257212e-05, 2.38231386e-03,\n", " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, -7.71329909e-04,\n", " -5.04626550e-06, -9.72322665e-04, 1.32452487e-03, -8.04457097e-05]),\n", " 'task': b'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH',\n", " 'funcalls': 3691,\n", " 'nit': 3164,\n", " 'warnflag': 0})" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import copy, time\n", "import numpy as np\n", "from pprint import pprint\n", "from pandas import DataFrame\n", "from scipy import optimize\n", "\n", "sigmoid = lambda x: 1./(1+np.exp(-x))\n", "batch = 10\n", "\n", "# learn times table\n", "data = DataFrame([[i, j, i*j] for i in range(11) for j in range(11) for k in range(batch)], columns=['x1', 'x2', 'y1'])\n", "\n", "nNeuron = [5] # list of int, each is the number of neurons in a layer. Only has hidden layers here; number of input and output variables are figured out by data and later on prepended and appended. \n", "\n", "x = data[[colName for colName in data.columns if 'x' in colName]] # training data -- input\n", "y = data[[colName for colName in data.columns if 'y' in colName]] # training data -- output\n", "\n", "W = []\n", "nNeuron = [len(x.columns) + 1] + nNeuron + [len(y.columns)]\n", "for i in range(1, len(nNeuron)):\n", " n = nNeuron[i-1]\n", " m = nNeuron[i]\n", " W.append(np.random.normal(loc=0, scale=np.sqrt(2/(m + n)), size=(m, n)))\n", "\n", "wShape = [mat.shape for mat in W]\n", "\n", "\n", "def flatten(W): \n", " return np.concatenate([mat.flatten() for mat in W])\n", "\n", "def stack(flatW):\n", " if not isinstance(flatW, np.ndarray):\n", " flatW = np.array(flatW)\n", " \n", " W = []\n", " for m, n in wShape:\n", " W.append(flatW[:m*n].reshape(m, n))\n", " flatW = flatW[m*n:]\n", " return W\n", "\n", "def costFnc(W):\n", " cost = 0\n", " for j in data.index:\n", " yj = y.iloc[j].values\n", " xj = x.iloc[j].values\n", " a = np.append(xj, 1)\n", " for i, mat in enumerate(W):\n", " z = mat @ a\n", " if i != len(W)-1:\n", " a = sigmoid(z)\n", " a[-1] = 1\n", " else:\n", " a = z\n", " cost += 0.5*sum((yj - a)**2)/len(data)\n", " return cost\n", "\n", "def costFncPrime(W):\n", " derivative = [np.zeros(shape) for shape in wShape]\n", " for j in data.index:\n", " yj = y.iloc[j].values\n", " xj = x.iloc[j].values\n", " a = [np.append(xj, 1)]\n", " z = [[]]\n", " fp = [[]]\n", " for i, mat in enumerate(W):\n", " a[-1][-1] = 1\n", " z.append(mat @ a[-1])\n", " a.append(sigmoid(z[-1]) if i != len(W)-1 else z[-1])\n", " if i != len(W)-1:\n", " thisFp = sigmoid(z[-1])*(1 - sigmoid(z[-1])) \n", " thisFp[-1] = 0\n", " else: \n", " thisFp = np.ones_like(z[-1]) \n", " fp.append(thisFp)\n", " \n", " delta = [-fp[-1]*(yj - a[-1])]\n", " for i in range(len(W), 1, -1):\n", " delta = [fp[i-1]*(W[i-1].T @ delta[0])] + delta\n", "\n", " for i, (thisDelta, thisA) in enumerate(zip(delta, a[:-1])):\n", " derivative[i] += np.outer(thisDelta, thisA)/len(data)\n", " \n", " return derivative\n", "\n", "def costFncPrimeN(W, h=0.0001):\n", " flatW = flatten(W)\n", " derivative = []\n", " for i, _ in enumerate(flatW):\n", " wPlus = copy.deepcopy(flatW)\n", " wMinus = copy.deepcopy(flatW)\n", " wPlus[i] += h\n", " wMinus[i] -= h\n", " derivative.append((costFnc(stack(wPlus)) - costFnc(stack(wMinus)))/(2*h))\n", " \n", " return stack(derivative)\n", "\n", "### Gradient checking passed!\n", "# df = DataFrame({'analytical': flatten(costFncPrime(W)), 'numerical': flatten(costFncPrimeN(W))})\n", "# df.plot()\n", "\n", "start_time = time.time()\n", "res = optimize.fmin_l_bfgs_b(func=lambda flatW: costFnc(stack(flatW)), \n", " x0=flatten(W), \n", " fprime=lambda flatW: flatten(costFncPrime(stack(flatW)))\n", " )\n", "print(\"--- %s seconds ---\" % (time.time() - start_time))\n", "\n", "res" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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