Table of Contents

Iris Classifier Bot in Python Coding using Number Classifier

Example Description
The example shows how to use a number classifier in PictoBlox to make the Iris Classifier Bot.

Code

####################imports####################

import numpy as np
import tensorflow as tf
sprite=Sprite('Tobi')
sprite1 = Sprite('Iris-versicolor')


sprite1.hide()

####################imports####################

model= tf.keras.models.load_model(
    "num_model.h5", 
    custom_objects=None, 
    compile=True, 
    options=None)
SepalLengthCm= int(sprite.input("Enter Sepal Length"))
SepalWidthCm=int(sprite.input("Enter Sepal Width"))
PetalLengthCm=int(sprite.input("Enter Petal Length"))
PetalWidthCm=int(sprite.input("Enter Petal Width"))

class_list = ['Iris-versicolor','Iris-virginica','Iris-setosa',]                                     # List of all the classes

inputValue=[SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,]       # Input List
inputTensor = tf.expand_dims(inputValue, 0)                 # Input Tensor

predict = model.predict(inputTensor)                        # Making an initial prediction using the model
predict_index = np.argmax(predict[0], axis=0)               # Generating index out of the prediction
predicted_class = class_list[predict_index]                 # Tallying the index with class list
sprite.say(predicted_class)
sprite1.show()
sprite1.switchcostume(predicted_class)

Logic

The example demonstrates how to count nuts and bolts from an image of a stage. Following are the key steps happening:

  1. Creates a sprite object named “Tobi”. A sprite is typically a graphical element that can be animated or displayed on a screen.
  2. Creates another sprite by uploading an iris image from the computer; add another image of a different type of iris by clicking at costume place.
  3. Initialize a new sprite variable in the “Tobi” script and hide another sprite initially.
    sprite1 = Sprite('Iris-versicolor') 
    sprite1.hide()
  4. Write a code for taking input of sepal and petal length and width from the user and storing all of this in a new variable.
    SepalLengthCm= int(sprite.input("Enter Sepal Length")) 
    SepalWidthCm=int(sprite.input("Enter Sepal Width")) 
    PetalLengthCm=int(sprite.input("Enter Petal Length")) 
    PetalWidthCm=int(sprite.input("Enter Petal Width"))
  5. Write a predefined function (sprite.say()) by which ‘Tobi’ will say the name of the predicted class.
  6. Now show the hidden sprite by calling a predefined function.
    sprite1.show()
  7. Also write a predefined function by which images will switch according to predicted class.
    sprite1.switchcostume(predicted_class)

Final Result