{ "cells": [ { "cell_type": "markdown", "id": "0e1e1b64", "metadata": {}, "source": [ "## Prepared by Sanasam Ranbir Singh" ] }, { "cell_type": "markdown", "id": "78df7ce6", "metadata": {}, "source": [ "# How to define tensors?\n", "***\n", "
\n", " Import TensorFlow module\n", "
\n", "\n", "For using tensorflow, we would need to import the tensorflow module first as follows." ] }, { "cell_type": "code", "execution_count": null, "id": "10fb10fc", "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf # tensorflow is imported as object tf\n", "print(\"The version is \" + tf.__version__) # print the version. I have used 2.x" ] }, { "cell_type": "markdown", "id": "ab29ed51", "metadata": {}, "source": [ " \n", "

\n", " \n", " " ] }, { "cell_type": "markdown", "id": "cc25aea4", "metadata": {}, "source": [ "
\n", " Types of Tensors\n", "
" ] }, { "cell_type": "markdown", "id": "cb459377", "metadata": {}, "source": [ "### Four Types\n", "> 1. Constant
\n", "> 2. Variable
\n", "> 3. Placeholder
\n", "> 4. SparseTensor\n", "\n", "In today's lesson, we will define tensor using constant tensor type. Other types of tensors, we will discuss in the subsequent lessons.\n", "## Constant Tensor\n", "___\n", "\n", "\n", "A Constant tensor is created using tf.constant() method. As the name suggest, once created, the value of constant type tensor can not be changed. \n", "\n", "Syntex
\n", "> tf.constant ( value, dtype=None, shape=None, name='Const')
\n", "\n", "Attributes:
\n", "> value: A constant value (or list) of output type dtype.
\n", "> dtype: The type of the elements of the resulting tensor.
\n", "> shape: Optional dimensions of resulting tensor.
\n", "> name: Optional name for the tensor.
\n", "\n", "Return
\n", "> It returns a Constant Tensor
\n", "\n", "\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "a383c366", "metadata": {}, "source": [ "
\n", " Data Types\n", "
\n", "\n", "
\n", "\n", "
\n", "

" ] }, { "cell_type": "markdown", "id": "96b9bb5d", "metadata": {}, "source": [ "
\n", " Define a Scalar Tensor\n", "
\n", "\n", "A scalar tensor stores a scalar value wich can be a number, a string, a boolean value.\n", "\n", "It has no direction associated with it. That means,\n", "- Rank (dimension) = 0
\n", "- Shape = 0\n", "\n", "Some examples of scalar tensors are defined below." ] }, { "cell_type": "code", "execution_count": 42, "id": "0e0b9c32", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor(5, shape=(), dtype=int32)\n" ] } ], "source": [ "x = tf.constant(5) # Integer value\n", "print(x)" ] }, { "cell_type": "code", "execution_count": null, "id": "d2b279dc", "metadata": {}, "outputs": [], "source": [ "x = tf.constant(5.0)\n", "print(x)" ] }, { "cell_type": "code", "execution_count": null, "id": "58db10ac", "metadata": {}, "outputs": [], "source": [ "x = tf.constant(\"Tensor Definition\")\n", "print(x)" ] }, { "cell_type": "code", "execution_count": null, "id": "bf8cdf3d", "metadata": {}, "outputs": [], "source": [ "x = tf.constant(True)\n", "print(x)" ] }, { "attachments": { "image-3.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "672bc577", "metadata": {}, "source": [ "
\n", " Vector Tensor (1 Dimensional Tensor)\n", "
\n", "\n", "It has data with only one direction i.e., coordinate space. The following figure defines four data points in one direction, which can be realized by a vector of [1,3,6,8].
\n", "


\n", "\n", "All the data points lies in a the same direction, it means,\n", "- Rank (dimention)= 1\n", "- Shape = $n$; $n$ is the number of the elements in the vector.\n", "\n", "It defines vectors such as vector of,\n", "> - Integers: [1, 2, 3]\n", "> - Rank=1, Shape=3\n", "> - Floats: [2.0, 4.0, 6.0, 8.0]\n", "> - Rank=1, Shape=4\n", "> - String: [\"Tom\", \"John\", \"Sally\"]\n", "> - Rank=1, Shape=3\n", "\n", "1D tensor is a vector of 0D Tensors. Few examples are defined below.\n" ] }, { "cell_type": "code", "execution_count": 43, "id": "7066fcb3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([2 4 6], shape=(3,), dtype=int32)\n" ] } ], "source": [ "x = tf.constant([2, 4, 6]) # A Rank 1 tensor of shape 3 with integer values. \n", "print(x)" ] }, { "cell_type": "code", "execution_count": 44, "id": "d2959963", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([2. 4. 6. 8.], shape=(4,), dtype=float32)\n" ] } ], "source": [ "x = tf.constant([2.0, 4.0, 6.0, 8.0]) # A Rank 1 tensor of shape 4 with real values.\n", "print(x)" ] }, { "cell_type": "code", "execution_count": 45, "id": "529c7e7e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([b'Tom' b'John' b'Sally'], shape=(3,), dtype=string)\n" ] } ], "source": [ "x = tf.constant([\"Tom\", \"John\", \"Sally\"]) # A Rank 1 tensor of shape 4 with string values.\n", "print(x)" ] }, { "cell_type": "markdown", "id": "2e745f1c", "metadata": {}, "source": [ "
\n", " Matrix Tensor (2 Dimensional Tensor)\n", "
\n", "\n", "\n", "Rank = 2, shape = ($n$,$m$); $n$ and $m$ are positive natural numbers \n", "\n", " 2D tensor is a vector of 1D tensor" ] }, { "cell_type": "code", "execution_count": null, "id": "7046c30e", "metadata": {}, "outputs": [], "source": [ "y = tf.constant([[1, 2, 3, 4],[5,6,7,8]])\n", "print(y)" ] }, { "cell_type": "markdown", "id": "7fb6e204", "metadata": {}, "source": [ "
\n", " 3 Dimensional Tensor\n", "
\n", "\n", "\n", "Rank = 3, shape = ($l$,$n$,$m$); $l$, $n$ and $m$ are positive natural numbers \n", "\n", " 3D tensor is a vector of 2D tensor" ] }, { "cell_type": "code", "execution_count": null, "id": "b381c4ce", "metadata": {}, "outputs": [], "source": [ "y = tf.constant([[[1, 2, 3, 4],[5,6,7,8]],[[1, 2, 3, 4],[5,6,7,8]],[[1, 2, 3, 4],[5,6,7,8]]])\n", "print(y)" ] }, { "cell_type": "markdown", "id": "cfd51c72", "metadata": {}, "source": [ "
\n", " Generalization\n", "
\n", "\n", "We can define a tensor $x$ of dimension $k$ with the shape ($n_{k}$,$n_{k-1}$, $n_{k-2}$,$n_{k-3}$,...,$n_{1}$) \n", "> as a vector with $n_{k}$ number of $k-1$ Dimemsional tensors of shape ($n_{k-1}$, $n_{k-2}$,$n_{k-3}$,...,$n_{1}$) \n", "\n", "Recursively, a tensor of dimension $k-1$ shape ($n_{k-1}$, $n_{k-2}$,$n_{k-3}$,...,$n_{1}$) can be defined \n", "> asas a vector with $n_{k-1}$ number of $k-2$ Dimemsional tensors of shape ($n_{k-2}$,$n_{k-3}$,...,$n_{1}$), and so on... " ] }, { "cell_type": "markdown", "id": "93876c24", "metadata": {}, "source": [ "
\n", " Summary\n", "
\n", "\n", "1. Rank/Degree of a tensor defines the number of associated dirctions or dimenssions." ] }, { "cell_type": "code", "execution_count": null, "id": "d78d7383", "metadata": {}, "outputs": [], "source": [ "y = tf.constant([[1, 2, 3, 4],[5,6,7,8]])\n", "tf.rank(y)" ] }, { "cell_type": "markdown", "id": "7ea02ae9", "metadata": {}, "source": [ "2. Shape of a tensor defines the number of element in each of the dirctions or dimenssions." ] }, { "cell_type": "code", "execution_count": null, "id": "ad792272", "metadata": {}, "outputs": [], "source": [ "y = tf.constant([[1, 2, 3, 4],[5,6,7,8]])\n", "tf.shape(y)" ] }, { "cell_type": "markdown", "id": "df28548d", "metadata": {}, "source": [ "3. The value of a tensor can be printed as" ] }, { "cell_type": "code", "execution_count": null, "id": "e18b7e68", "metadata": {}, "outputs": [], "source": [ "y = tf.constant([[1, 2, 3, 4],[5,6,7,8]])\n", "tf.print(y)" ] }, { "cell_type": "code", "execution_count": null, "id": "aa95ede2", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }