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Intuitions into what matrix multiplications are really and why we employ them in machine learning.
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"cells": [
{
"cell_type": "markdown",
"id": "0586f235",
"metadata": {},
"source": [
"This notebook aims to provide an intuition surrounding transformations via matrix and vector multiplications through illustrations and examples."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "62b37197",
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import Markdown as md\n",
"from IPython.display import SVG, Image\n",
"\n",
"import numpy as np\n",
"import torch\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.ticker import MaxNLocator\n",
"\n",
"import networkx as nx\n",
"from networkx.drawing.nx_agraph import graphviz_layout"
]
},
{
"cell_type": "markdown",
"id": "4204f6ce",
"metadata": {},
"source": [
"Let's make some functions that we'll use."
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "2a0c0bc3",
"metadata": {},
"outputs": [],
"source": [
"# The code in the function below is for getting a LaTeX string that will render a nice matrix or vector.\n",
"# https://stackoverflow.com/a/17131750\n",
"def bmatrix(a):\n",
" \"\"\"Returns a LaTeX bmatrix\n",
"\n",
" :a: numpy array\n",
" :returns: LaTeX bmatrix as a string\n",
" \"\"\"\n",
" if len(a.shape) > 2:\n",
" raise ValueError('bmatrix can at most display two dimensions')\n",
" temp_string = np.array2string(a, formatter={'float_kind':lambda x: \"{:.2f}\".format(x)})\n",
" lines = temp_string.replace('[', '').replace(']', '').splitlines()\n",
" rv = [r'\\begin{bmatrix}']\n",
" rv += [' ' + ' & '.join(l.split()) + r'\\\\' for l in lines]\n",
" rv += [r'\\end{bmatrix}']\n",
" return '\\n'.join(rv)\n",
"\n",
"def display_matmul(A, B, left_label='A', right_label='B', complete=True):\n",
" \"\"\"Render a pipeline of the multiplication of matrix (or vector) A with matrix (or vector) B.\n",
" \"\"\"\n",
" assert(A.ndim==B.ndim)\n",
" if (A.ndim == 1) and (B.ndim==1):\n",
" assert(A.shape[0] == B.shape[0])\n",
" n = A.shape[0]\n",
" start_str = f'{left_label} \\\\cdot {right_label}^{{T}} = '\n",
" else:\n",
" assert(A.shape[1] == B.shape[0])\n",
" n = A.shape[1]\n",
" start_str = f'{left_label} \\\\cdot {right_label} = '\n",
"\n",
" A_ = A.reshape(-1, n)\n",
" B_ = B.reshape(n, -1)\n",
" astr = ('$$' \n",
" + start_str\n",
" + bmatrix(A_) \n",
" + '\\\\cdot' \n",
" + bmatrix(B_) \n",
" + '=' \n",
" )\n",
"\n",
" if complete:\n",
" substr = r'\\begin{bmatrix}'\n",
" for i in range(A_.shape[0]):\n",
" row_str = ''\n",
" for j in range(B_.shape[1]):\n",
" loc_str = ''\n",
" for k in range(n):\n",
" loc_str += f'{A_[i, k]} \\cdot {B_[k, j]} + '\n",
" loc_str = loc_str[:-2]\n",
" row_str += loc_str + ' & '\n",
" row_str = row_str[:-2] + ' \\\\\\ \\n'\n",
" substr += row_str\n",
" substr += r'\\end{bmatrix}'\n",
" astr += substr + '=' + bmatrix(np.dot(A_, B_)) + '$$'\n",
" else:\n",
" astr += bmatrix(np.dot(A_, B_)) + '$$'\n",
" display(md(astr))\n",
" \n",
"def vector_mul_foo(a, b, axlim=None, figkwargs={}):\n",
" \"\"\"Print and display different vector multiplication attributes.\n",
" \"\"\"\n",
" assert(a.ndim==1 and b.ndim==1)\n",
" print(f'a: {a}')\n",
" print(f'b: {b}')\n",
" display_matmul(a, b)\n",
" norm_a = np.linalg.norm(a)\n",
" norm_b = np.linalg.norm(b)\n",
" print(f'Norm(a): {norm_a:.3f}')\n",
" print(f'Norm(b): {norm_b:.3f}')\n",
" print(f'Magnitudes multiplied: {norm_a:.3f} * {norm_b:.3f} = {norm_a*norm_b:.3f}')\n",
" theta = np.arccos(a@b/norm_a/norm_b)\n",
" print(f'Theta: {theta:.3f}')\n",
" degrees = theta * 180 / np.pi\n",
" print(f'Degrees: {degrees:.3f}')\n",
" print(f'cos(theta): {np.cos(theta)}')\n",
" print(f'norm_a * norm_b * np.cos(theta): {norm_a * norm_b * np.cos(theta)}')\n",
" print(f'Dot Product: {np.dot(a, b)}')\n",
" print(f'Cosine similarity: {np.dot(a, b)/norm_a/norm_b}')\n",
" fig, ax = plt.subplots(**figkwargs)\n",
" ax.plot([0, a[0]], [0, a[1]], lw=4, label='a')\n",
" ax.plot([0, b[0]], [0, b[1]], label='b')\n",
" if axlim is not None:\n",
" ax.set_xlim(axlim[0])\n",
" ax.set_ylim(axlim[1])\n",
" ax.legend()\n",
" ax.grid()\n",
" if all([int(x)==x for x in a]) and all([int(x)==x for x in b]):\n",
" ax.xaxis.set_major_locator(MaxNLocator(integer=True))\n",
" ax.yaxis.set_major_locator(MaxNLocator(integer=True))\n",
" return ax"
]
},
{
"cell_type": "markdown",
"id": "d85a0187",
"metadata": {},
"source": [
"# Matrix Multiplication Mechanics\n",
"\n",
"Below is an illustration of the mechanics of two matrices being multiplied. For such matrices to be multiplied *the number of columns in the left matrix must equal the number of rows in the right (top) matrix*. Diving deeper, the cell noted by the green circle is $(a_{3,1} \\cdot b_{1,3}) + (a_{3,2} \\cdot b_{2,3})$. See [Matrix multiplication](https://en.wikipedia.org/wiki/Matrix_multiplication) for more details."
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "6b7db837",
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"Matrix Multiplication"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
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"metadata": {},
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],
"source": [
"display(md(\"Matrix Multiplication\"))\n",
"display(SVG(\n",
" url='https://upload.wikimedia.org/wikipedia/commons/e/eb/Matrix_multiplication_diagram_2.svg'))"
]
},
{
"cell_type": "markdown",
"id": "b7dc15ba",
"metadata": {},
"source": [
"As a more complete illustration, we can create a couple matrices and look at their outputs. Feel free to modify $A$ and $B$ matrices to call `display_matmul(A, B)`."
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "b912e009",
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"$$A \\cdot B = \\begin{bmatrix}\n",
" 0 & 1\\\\\n",
" 2 & 3\\\\\n",
" 4 & 5\\\\\n",
" 6 & 7\\\\\n",
"\\end{bmatrix}\\cdot\\begin{bmatrix}\n",
" 0 & 1 & 2\\\\\n",
" 3 & 4 & 5\\\\\n",
"\\end{bmatrix}=\\begin{bmatrix}0 \\cdot 0 + 1 \\cdot 3 & 0 \\cdot 1 + 1 \\cdot 4 & 0 \\cdot 2 + 1 \\cdot 5 \\\\ \n",
"2 \\cdot 0 + 3 \\cdot 3 & 2 \\cdot 1 + 3 \\cdot 4 & 2 \\cdot 2 + 3 \\cdot 5 \\\\ \n",
"4 \\cdot 0 + 5 \\cdot 3 & 4 \\cdot 1 + 5 \\cdot 4 & 4 \\cdot 2 + 5 \\cdot 5 \\\\ \n",
"6 \\cdot 0 + 7 \\cdot 3 & 6 \\cdot 1 + 7 \\cdot 4 & 6 \\cdot 2 + 7 \\cdot 5 \\\\ \n",
"\\end{bmatrix}=\\begin{bmatrix}\n",
" 3 & 4 & 5\\\\\n",
" 9 & 14 & 19\\\\\n",
" 15 & 24 & 33\\\\\n",
" 21 & 34 & 47\\\\\n",
"\\end{bmatrix}$$"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"A = np.arange(4*2).reshape(4,2)\n",
"B = np.arange(2*3).reshape(2,3)\n",
"# A = np.zeros(4*2).reshape(4,2)\n",
"# A = np.ones(4*2).reshape(4,2)\n",
"display_matmul(A, B)"
]
},
{
"cell_type": "markdown",
"id": "169cd060",
"metadata": {},
"source": [
"As can be seen below, this is what we get with `torch.matmul()`."
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "3bed5033",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[ 3, 4, 5],\n",
" [ 9, 14, 19],\n",
" [15, 24, 33],\n",
" [21, 34, 47]])"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.matmul(torch.tensor(A), torch.tensor(B))"
]
},
{
"cell_type": "markdown",
"id": "63e5204b",
"metadata": {},
"source": [
"And the same thing as `numpy.dot()`:"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "d918434e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 3, 4, 5],\n",
" [ 9, 14, 19],\n",
" [15, 24, 33],\n",
" [21, 34, 47]])"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.dot(A, B)"
]
},
{
"cell_type": "markdown",
"id": "97bf1917",
"metadata": {},
"source": [
"# The rows of A\n",
"\n",
"The number of columns of $A$ must match the number of rows of $B$. Given that, we can send any number of rows of $A$ at a time."
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "9d2c0aa1",
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"$$A \\cdot B = \\begin{bmatrix}\n",
" 4 & 5\\\\\n",
"\\end{bmatrix}\\cdot\\begin{bmatrix}\n",
" 0 & 1 & 2\\\\\n",
" 3 & 4 & 5\\\\\n",
"\\end{bmatrix}=\\begin{bmatrix}4 \\cdot 0 + 5 \\cdot 3 & 4 \\cdot 1 + 5 \\cdot 4 & 4 \\cdot 2 + 5 \\cdot 5 \\\\ \n",
"\\end{bmatrix}=\\begin{bmatrix}\n",
" 15 & 24 & 33\\\\\n",
"\\end{bmatrix}$$"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"row = 2 # Starting index is 0\n",
"nrows = 1\n",
"A = np.arange((nrows+row)*2).reshape((nrows+row),2)\n",
"display_matmul(A[row:row+nrows,:], B)"
]
},
{
"cell_type": "markdown",
"id": "d6bc7d22",
"metadata": {},
"source": [
"# Diving in.\n",
"\n",
"Matrix multiplication can be seen as a table of vector multiplications, meaning that we can multiply the vector of one row and the vector of one column, then multiply the vector of another row and the vector of another column, etc. Before we go there, however, let's look at vector normalization.\n",
"\n",
"## Norm!"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "59c85d28",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image('https://upload.wikimedia.org/wikipedia/en/a/aa/Norm_Peterson_Cheers_Motion_Picture.png')"
]
},
{
"cell_type": "markdown",
"id": "e4407e6c",
"metadata": {},
"source": [
"The norm of a vector, for our intents and purposes is the square root of each element squared, also known as the $L1$ norm. You might also recognize it as the Euclidean distance."
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "85ed4768",
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"*L1* norm: $$\\sqrt{x_{1}^{2}+x_{2}^{2} + ... + x_{n}^{2}}$$"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(md('*L1* norm: $$\\sqrt{x_{1}^{2}+x_{2}^{2} + ... + x_{n}^{2}}$$'))"
]
},
{
"cell_type": "markdown",
"id": "9d8f27ac",
"metadata": {},
"source": [
"Here are 2 vectors. By taking the transpose of $B$, we make that row vector a column vector and then we multiply."
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "2362cd17",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a: [2 3]\n",
"b: [1 4]\n"
]
},
{
"data": {
"text/markdown": [
"$$A \\cdot B^{T} = \\begin{bmatrix}\n",
" 2 & 3\\\\\n",
"\\end{bmatrix}\\cdot\\begin{bmatrix}\n",
" 1\\\\\n",
" 4\\\\\n",
"\\end{bmatrix}=\\begin{bmatrix}2 \\cdot 1 + 3 \\cdot 4 \\\\ \n",
"\\end{bmatrix}=\\begin{bmatrix}\n",
" 14\\\\\n",
"\\end{bmatrix}$$"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Norm(a): 3.606\n",
"Norm(b): 4.123\n",
"Magnitudes multiplied: 3.606 * 4.123 = 14.866\n",
"Theta: 0.343\n",
"Degrees: 19.654\n",
"cos(theta): 0.9417419115948376\n",
"norm_a * norm_b * np.cos(theta): 14.0\n",
"Dot Product: 14\n",
"Cosine similarity: 0.9417419115948376\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = np.array([2, 3])\n",
"b = np.array([1, 4])\n",
"ax = vector_mul_foo(a, b, ((-.05, 4.05), (-.05, 4.05)), figkwargs={'figsize': (4,4), 'dpi':144})"
]
},
{
"cell_type": "markdown",
"id": "26416304",
"metadata": {},
"source": [
"As a reminder, let's look at our $A$ and $B$ matrices again."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4a567ac7",
"metadata": {},
"outputs": [],
"source": [
"A = np.arange(4*2).reshape(4,2)\n",
"display(md('$$A=' + bmatrix(A) + ', B=' + bmatrix(B) + '$$'))"
]
},
{
"cell_type": "markdown",
"id": "939e0864",
"metadata": {},
"source": [
"Now let's look at the calculations that went into the upper left output box:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f25a94ca",
"metadata": {},
"outputs": [],
"source": [
"a = A[0]\n",
"b = B.T[0]\n",
"vector_mul_foo(a, b)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9acb97e1",
"metadata": {},
"outputs": [],
"source": [
"a = A[1]\n",
"b = B.T[1]\n",
"vector_mul_foo(a, b)"
]
},
{
"cell_type": "markdown",
"id": "01b7b886",
"metadata": {},
"source": [
"# Matrix multiplications as similarity and magnitude detectors, i.e., filters.\n",
"\n",
"As shown above, the dot product between each vector of the multiplied matrices is the product of the vector magnitudes and the cosine of the angle between them!\n",
"\n",
"## Machine learning vectors\n",
"\n",
"Machine learning algorithms often represent training and test samples as vectors. If we assume each row of the input vector $A$ is a training sample or input to make an inference on, then $B$ is the filter (or set of filters depending on how you look at it). Again, $B$ must have the same number of rows as $A$ has columns.\n",
"\n",
"Let's modify $B$ to serve as a filter. What do you think will happen with the following?"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "038e916e",
"metadata": {},
"outputs": [],
"source": [
"display(md('$$A = ' + bmatrix(A) + '$$'))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "34188130",
"metadata": {},
"outputs": [],
"source": [
"B = np.array([[0, 1, 0, 1],\n",
" [0, 0, 1, 1]])\n",
"display(md('$$B = ' + bmatrix(B) + '$$'))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fb3bdd8b",
"metadata": {},
"outputs": [],
"source": [
"display_matmul(A, B)"
]
},
{
"cell_type": "markdown",
"id": "cfddc540",
"metadata": {},
"source": [
"The way to interpret the output is that the first column is not sensitive to anything, so it always emits 0.\n",
"\n",
"The second column passes the first input element in $A$. Similarly, the third column of the output only passes the second element in $A$.\n",
"\n",
"The last column passes the sum of both columns of $A$.\n",
"\n",
"If we wanted to have more of a normalized filter process such that the columns have to sum to 1, then we can drop the first column and normalize the last. In this case, the last column of the input is the average of each row of $A$."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a4378ffc",
"metadata": {},
"outputs": [],
"source": [
"B = np.array([[1, 0, .5],\n",
" [0, 1, .5]])\n",
"display_matmul(A, B)"
]
},
{
"cell_type": "markdown",
"id": "3dffb692",
"metadata": {},
"source": [
"And we can keep going. We can add a filter that is 90% the first element and 10% the second, and another filter that flips those around."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ff1a8864",
"metadata": {},
"outputs": [],
"source": [
"B = np.array([[1, 0, .5, .9, .1],\n",
" [0, 1, .5, .1, .9]])\n",
"display_matmul(A, B)"
]
},
{
"cell_type": "markdown",
"id": "4928ce55",
"metadata": {},
"source": [
"In short, the columns of the matrix we are multiplying serve as individual filters."
]
},
{
"cell_type": "markdown",
"id": "b7172e81",
"metadata": {},
"source": [
"# Neural activations\n",
"\n",
"Deep neural networks perform a series of a matrix multiplication followed by another transformation, the *activation function*, in each layer. Given the above, the weights in a layer in a neural network correspond to $B$ above. More specifically, a column of $B$ can be taken as a neuron (i.e., unit) that filters for a particular input.\n",
"\n",
"\n",
"Things are turned around in neural net land. When $W = B^{T}$, then the order of the multiplication needs to be reversed and $X = A^{T}$."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ae707e5d",
"metadata": {},
"outputs": [],
"source": [
"display_matmul(A, B)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5a743876",
"metadata": {},
"outputs": [],
"source": [
"display_matmul(B.T, A.T, 'B.T', 'A.T')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3d0dbc68",
"metadata": {},
"outputs": [],
"source": [
"W = B.T\n",
"X = A.T\n",
"display_matmul(W, X, 'W', 'X')"
]
},
{
"cell_type": "markdown",
"id": "22feb92f",
"metadata": {},
"source": [
"Notice that the last 2 code cells are obviously the same, but that we've flipped our notions of *input* and *filter*, with the output being the transposed version of the previous output. *Input* and *filter* are therefore relative terms. In ML terms, $W$ is our filter. Each row in $W$ represents a neuron in a layer in the neural network and the columns are the feature weights.\n",
"\n",
"and the columns of $X$ can be sent individually. In the end, we are still obtaining the cosine similarity of two vectors multiplied by their magnitudes.\n",
"\n",
"And again, each row in $W$ represents a neuron in a neural network. The values are the input weights. Below is how it is often represented in neural network with $X$ being the neurons on the left and $W$ on the right."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "55dd43d9",
"metadata": {},
"outputs": [],
"source": [
"G = nx.Graph()\n",
"ed = []\n",
"counter = 0\n",
"\n",
"for c in range(W.shape[1]):\n",
" G.add_node(counter, pos=(0, counter))\n",
" counter += 1\n",
"\n",
"for r in range(W.shape[0]):\n",
" G.add_node(counter, pos=(1, counter-W.shape[1]*2))\n",
" counter += 1\n",
"\n",
"for r in range(W.shape[0]):\n",
" for c in range(W.shape[1]):\n",
" ed.append([c, r+W.shape[1], W[r, c]])\n",
"\n",
"G.add_weighted_edges_from(ed)\n",
"pos = nx.get_node_attributes(G,'pos')\n",
"nx.draw(G, pos=pos);\n",
"labels = nx.get_edge_attributes(G, 'weight')\n",
"nx.draw_networkx_edge_labels(G, pos, edge_labels=labels, label_pos=.3);"
]
},
{
"cell_type": "markdown",
"id": "e6e0ec85",
"metadata": {},
"source": [
"# Transforms\n",
"\n",
"In addition to being viewed as a filter or sensitivity to vector similarity, matrix multiplications can also be viewed as transformations.\n",
"\n",
"## Identity\n",
"\n",
"Consider the identity matrix below with only 1s in the diagonal. When multiplying by this matrix, we can see that that the multiplication yields the identical matrix on output. Viewed as a filter, the first column of $B$ only passes the first row of $A$, the 2nd column of $B$ only passes the 2nd row of $A$, etc."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b2640225",
"metadata": {},
"outputs": [],
"source": [
"A = np.arange(5*4).reshape(5,4)\n",
"B = np.identity(A.shape[1], dtype=int)\n",
"AB = np.dot(A, B)\n",
"display_matmul(A, B, complete=False)"
]
},
{
"cell_type": "markdown",
"id": "c830cc4c",
"metadata": {},
"source": [
"## Shift\n",
"\n",
"If we shift the identity matrix in a modulo way, when multiplied, the output is also shifted."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "30c43679",
"metadata": {},
"outputs": [],
"source": [
"B_1 = np.roll(B, 1, axis=1)\n",
"AB_1 = np.dot(A, B_1)\n",
"display_matmul(A, B_1, right_label='B_{1}', complete=False)"
]
},
{
"cell_type": "markdown",
"id": "afe1eedb",
"metadata": {},
"source": [
"## Scaling\n",
"\n",
"We can multiply the whole matrix by a scalar or multiply the identity matrix by a constant value."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bf3e32ae",
"metadata": {},
"outputs": [],
"source": [
"A = np.arange(5*4).reshape(5,4)\n",
"B = np.identity(A.shape[1], dtype=int)*2\n",
"AB = np.dot(A, B)\n",
"display_matmul(A, B, complete=False)"
]
},
{
"cell_type": "markdown",
"id": "b529fd88",
"metadata": {},
"source": [
"Or we can scale particular columns. Here we magnify only the 2nd column."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "969c4234",
"metadata": {},
"outputs": [],
"source": [
"A = np.arange(5*4).reshape(5,4)\n",
"B = np.identity(A.shape[1], dtype=int)\n",
"B[1,1] = 2\n",
"AB = np.dot(A, B)\n",
"display_matmul(A, B, complete=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "30201264",
"metadata": {},
"outputs": [],
"source": [
"display_matmul(AB, AB_1.T, left_label='(AB)', right_label='(AB_{1})^{T}', complete=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "989c0e4e",
"metadata": {},
"outputs": [],
"source": [
"AB"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "529177e6",
"metadata": {},
"outputs": [],
"source": [
"AB_1"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cba429fd",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.6"
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},
"nbformat": 4,
"nbformat_minor": 5
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