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8 Ways to Optimize AWS Glue Jobs in a Nutshell

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  Improving the performance of AWS Glue jobs involves several strategies that target different aspects of the ETL (Extract, Transform, Load) process. Here are some key practices. 1. Optimize Job Scripts Partitioning : Ensure your data is properly partitioned. Partitioning divides your data into manageable chunks, allowing parallel processing and reducing the amount of data scanned. Filtering : Apply pushdown predicates to filter data early in the ETL process, reducing the amount of data processed downstream. Compression : Use compressed file formats (e.g., Parquet, ORC) for your data sources and sinks. These formats not only reduce storage costs but also improve I/O performance. Optimize Transformations : Minimize the number of transformations and actions in your script. Combine transformations where possible and use DataFrame APIs which are optimized for performance. 2. Use Appropriate Data Formats Parquet and ORC : These columnar formats are efficient for storage and querying, signif

How to Write Class Object in Ubuntu Python

Python supports object-oriented programming, which makes python powerful. Creating class in Ubuntu python explained. You can use it in different ways by assigning it to an object. Doing all these are explained in the below steps.
 

Here is a logic you can create a script with Class and Objects


Writing Class in Python in 3 Steps


  1. Python code
  2. Write the code in script
  3. Execute script

Writing Class in Python


Below sample code my give indentation errors. However, I have corrected the code in the actual script.


class Employee:
"""Base class"""
empCount = 0


def __init__(self, name, salary):
self.name = name
self.salary = salary
Employee.empCount += 1


# can also be written as Employee.empCount = Employee.empCount + 1
def displayEmployee(self): # function is defined here
print "Name : ", self.name, ", Salary: ", self.salary


# "emp1 is the first object of Employee class"
emp1 = Employee("Akhil", 2000)


# "emp2 is the second object of Employee class"
emp2 = Employee("Suresh", 5000)
emp1.displayEmployee()
emp2.displayEmployee()
print ("Total Employee %d" % Employee.empCount)

Python Script


You need to use vim command to create a script in Ubuntu.  You can do any Linux operating system for practice.


$ vim poly.py


Python Class and Object in a Script


Logic:
 

In python,' init' is a mandatory method with 'self' you need to give. The arguments 'name' and 'salary' are optional to you. Here I used two objects of Employee - emp1 and emp2. The Employee is the base class.


These objects used the "displayEmployee" method. According to the print definition, you got the below output details.


The last print has two characters. One is %d and %. The %d, pads a blank. If you want more, you can write %2d, %3d, and so on.

Executing script


From Python Console, get the .py module using the "import" command. It runs as and when the import completes.

  • The command to import is - >>> import poly.py
  • When I imported, it displayed the messages as expected.

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