data-science-ipython-notebooks/deep-learning/tensor-flow-tutorials/3_Placeholders.ipynb
2016-07-05 21:09:44 -07:00

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{
"cells": [
{
"cell_type": "markdown",
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"source": [
"> This work comes from [LearningTensorFlow.com](http://learningtensorflow.com/), developed by [dataPipeline](http://datapipeline.co.au/), with whom the copyright remains. \n",
"For more tutorials and extended exercises, please see the website."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Placeholders"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So far we have used **Variables** to manage our data, but there is a more basic structure, the **placeholder**. A **placeholder** is simply a variable that we will assign data to at a later date. It allows us to create our operations and build our computation graph, without needing the data. In **TensorFlow** terminology, we then feed data into the graph through these placeholders.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 2. 4. 6.]\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"\n",
"x = tf.placeholder(\"float\", 3)\n",
"y = x * 2\n",
"\n",
"with tf.Session() as session:\n",
" result = session.run(y, feed_dict={x: [1, 2, 3]})\n",
" print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This example works a little differently from our previous ones, lets break it down.\n",
"\n",
"First, we import **tensorflow** as normal. Then we create a **placeholder** called x, i.e. a place in memory where we will store value later on. The 3 on this line denotes that we will store three values in this placeholder.\n",
"\n",
"Then, we create a Tensor called, which is the operation of multiplying **x** by 2. Note that we havent defined any initial values for x yet.\n",
"\n",
"We now have an operation (**y**) defined, and can now run it in a session. We create a session object, and then run just the y variable. Note that this means, that if we defined a much larger graph of operations, we can run just a small segment of the graph. This subgraph evaluation is actually a bit selling point of TensorFlow, and one that isnt present in many other libraries that do similar things.\n",
"\n",
"Running **y** requires knowledge about the values of **x**. We define these inside the **feed_dict** argument to run. We state here that the values of x are **[1, 2, 3]**. We run y, giving us the result of **[2, 4, 6]**.\n",
"\n",
"Placeholders do not need to be statically sized. Lets update our program to allow x to take on any length. Change the definition of x to be:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"x = tf.placeholder(\"float\", None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, when we define the values of **x** in the **feed_dict** we can have any number of values. The code should still work, and give the same answer, but now it will also work with any number of values in **feed_dict**.\n",
"\n",
"Placeholders can also have multiple dimensions, allowing for storing arrays. In the following example, we create a 3 by 2 matrix, and store some numbers in it. We then use the same operation as before to do element-wise doubling of the numbers.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 2. 4. 6.]\n",
" [ 8. 10. 12.]]\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"\n",
"x = tf.placeholder(\"float\", [None, 3])\n",
"y = x * 2\n",
"\n",
"with tf.Session() as session:\n",
" x_data = [[1, 2, 3],\n",
" [4, 5, 6],]\n",
" result = session.run(y, feed_dict={x: x_data})\n",
" print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first dimension of the placeholder is **None**, meaning we can have any number of rows. The second dimension is fixed at 3, meaning each row needs to have three columns of data.\n",
"\n",
"We can extend this to take an arbitrary number of **None** dimensions. In this example, we load up the image from our last lesson, then create a placeholder that stores a slice of that image. The slice is a 2D segment of the image, but each “pixel” has three components (red, green, blue). Therefore, we need **None** for the first two dimensions, but need **3** (or **None** would work) for the last dimension. We then use TensorFlows **slice** method to take a subsegment out of the image to operate on."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3000, 3685, 3)\n"
]
},
{
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wjuCEyjtSKUKBw+VE5x05J5LmEsDLAkJJ4sAreKNBBAdODD3tQn09n6Wq5vxES/rbv7al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6lfbqRaqvrpURRdRn8rQc970e2rJrs13rXa+FUa12lVuzA+3fGszfiSm8ZYzV4FcZFsUulCyiNp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\n5uK4rzIJk3bUli2Y9ugta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"text/plain": [
"<matplotlib.figure.Figure at 0x10f37e550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import tensorflow as tf\n",
"import matplotlib.image as mpimg\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# First, load the image again\n",
"filename = \"images/MarshOrchid.jpg\"\n",
"raw_image_data = mpimg.imread(filename)\n",
"\n",
"image = tf.placeholder(\"uint8\", [None, None, 3])\n",
"slice = tf.slice(image, [1000, 0, 0], [3000, -1, -1])\n",
"\n",
"with tf.Session() as session:\n",
" result = session.run(slice, feed_dict={image: raw_image_data})\n",
" print(result.shape)\n",
"\n",
"plt.imshow(result)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
},
"toc": {
"toc_cell": false,
"toc_number_sections": false,
"toc_threshold": "8",
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 0
}