Skip to main content

Eager Execution in Tensorflow with Example

Here is how eager execution is done in Tensorflow.
Run the code here: https://repl.it/@VinitKhandelwal/tensorflow-eager-area-triangle

Example: Calculating area of triangles passed as matrix and getting output with eager execution.

import tensorflow as tf
from tensorflow.contrib.eager.python import tfe

tfe.enable_eager_execution()

#TODO: Using your non-placeholder solution,
def compute_area(sides):
#TODO: Write TensorFlow code to compute area of a
a = sides[:, 0]
b = sides[:, 1]
c = sides[:, 2]
# SET of triangles given by their side lengths
s = (a+b+c)*0.5
areasq = s*(s-a)*(s-b)*(s-c)
return tf.sqrt(areasq)

# try it now using tf.eager by removing the session
area = compute_area(tf.constant([[5.0, 3.0, 7.1], [2.3, 4.1, 4.8]]))
print(area)

OUTPUT

tf.Tensor([6.278497 4.709139], shape=(2,), dtype=float32)

Comments

Popular posts from this blog

Python - List - Append, Count, Extend, Index, Insert, Pop, Remove, Reverse, Sort

🐍 Advance List List is widely used and it's functionalities are heavily useful. Append Adds one element at the end of the list. Syntax list1.append(value) Input l1 = [1, 2, 3] l1.append(4) l1 Output [1, 2, 3, 4] append can be used to add any datatype in a list. It can even add list inside list. Caution: Append does not return anything. It just appends the list. Count .count(value) counts the number of occurrences of an element in the list. Syntax list1.count(value) Input l1 = [1, 2, 3, 4, 3] l1.count(3) Output 2 It returns 0 if the value is not found in the list. Extend .count(value) counts the number of occurrences of an element in the list. Syntax list1.extend(list) Input l1 = [1, 2, 3] l1.extend([4, 5]) Output [1, 2, 3, 4, 5] If we use append, entire list will be added to the first list like one element. Extend, i nstead of considering a list as one element, it joins the two lists one after other. Append works in the following way. Input l1 = [1, 2, 3] l1.append([4, 5]) Output...

Difference between .exec() and .execPopulate() in Mongoose?

Here I answer what is the difference between .exec() and .execPopulate() in Mongoose? .exec() is used with a query while .execPopulate() is used with a document Syntax for .exec() is as follows: Model.query() . populate ( 'field' ) . exec () // returns promise . then ( function ( document ) { console . log ( document ); }); Syntax for .execPopulate() is as follows: fetchedDocument . populate ( 'field' ) . execPopulate () // returns promise . then ( function ( document ) { console . log ( document ); }); When working with individual document use .execPopulate(), for model query use .exec(). Both returns a promise. One can do without .exec() or .execPopulate() but then has to pass a callback in populate.

Resolve: Uncaught TypeError: firebase.database is not a function

If you are getting the error: Uncaught TypeError: firebase.database is not a function Resolve it by including firebase-database.js in your html page as follows: <!-- The core Firebase JS SDK is always required and must be listed first --> <script defer src = "https://www.gstatic.com/firebasejs/6.2.4/firebase-app.js" ></script> <script defer src = "https://www.gstatic.com/firebasejs/3.1.0/firebase-database.js" ></script> That is it. Let me know if this was helpful.