This is a practice on Airflow, which is building virtual env, installing Airflow and constructing data pipeline (DAGs)

Overview

airflow-test

This is a practice on Airflow, which is

First of all, build virtual env using virtualbox

This is optional but highly recommended

  • It is very important to make sure that development env is independent and has no conflict with other env setting

Next, make python virtual env on proper directory

python3 -m venv sandbox
source ~/sandbox/bin/activate

Let start to install Airflow and initial setting

Install Airflow

pip3 install apache-airflow==2.1.0 \ ## airflow version depends on when you install and constraint 
  --constraint 'git address' ## constraint is ???. It is optional. refer to https://gist.github.com/marclamberti

Airflow Inital Setting

airflow db init ## airflow metadata initializing
airflow users create -u admin -p admin -f jaeyoung -l jang -r Admin -e [email protected] ## create admin user

airflow webserver ## launch web server. after that we can access airflow web server through localhost:8080
airflow scheduler ## activate airfow scheduler to run DAGs

Construct data pipeline with Airflow

One example of data pipeline (one DAGs) - let follow below steps and make data pipeline

  • creating table -> is-api-available -> extending -> processing-use ->
  • what is it? when new user comes in, sense that and process and store user info to destination (?)
  1. create table
  • make python script user_processing.py in dags folder
  • let create table using sqlite operator in user_processing.py
from airflow.models import DAG
from airflow.providers.sqlite.operators.sqlite import SqliteOperator

from datetime import datetime

default_args = {
    'start_date': datetime(2020, 1, 1)
}

with DAG('user_processing', schedule_interval='@daily', default_args=default_args, catchup=False) as dag:
    # Define tasks/operators

    creating_talbe = SqliteOperator(
        task_id='creating_table',
        sqlite_conn_id='db_sqlite',
        sql='''
            CREATE TABLE users (
                firstname TEXT NOT NULL,
                lastname TEXT NOT NULL,
                country TEXT NOT NULL,
                username TEXT NOT NULL,
                password TEXT NOT NULL,
                email TEXT NOT NULL PRIMARY KEY
            );
            '''
    )
  • set sqlite connection on Airflow Web UI
pip install apache-airflow-providers-sqlite ## install airflow provider of sqlite. refer airflow doc. may already be installed from intial installing Airflow..
# next, make a new sqltie connection named 'db_sqlite' in Airflow
  • after that, do test airflow tasks!

airflow tasks test user_processing creating_table 2020-01-01

  • one more things to do just for check again
sqlite3 airflow.db ## connect to sqlite3 in airflow.db
sqlite>.tables; ## see the tables in airflow.dbb
sqlite>select * form users; ## test query
Owner
Jaeyoung
Jaeyoung
Simple kivy project to help new kivy users build android apps with python.

Kivy Calculator A Simple Calculator made with kivy framework.Works on all platforms from Windows/linux to android. Description Simple kivy project to

Oussama Ben Sassi 6 Oct 06, 2022
Block the annoying Token Grabbers on your discord

General We have seen that in the last time many discord servers are infected by fake discord nitro links we want to put an end to this and have develo

BadTiger Network 2 Jul 16, 2022
Pomodoro timer by the Algodrip team!

PomoDrip 🍅 Pomodoro timer by the Algo Drip team! To-do: Create the script for the pomodoro timer Design the front-end of the program (Flask or Javasc

Algodrip 3 Sep 12, 2021
A simple calculator made with tkinter.

Simple Calculator A simple calculator made with tkinter. Requirements None, only you need to have windows 😉 ...Enjoy! Installation Clone this reposit

Abhyush 2 Jan 11, 2022
Ml-design-patterns - Source code accompanying O'Reilly book: Machine Learning Design Patterns

This is not an official Google product ml-design-patterns Source code accompanying O'Reilly book: Title: Machine Learning Design Patterns Authors: Val

Google Cloud Platform 1.5k Jan 05, 2023
Just RESTing

petnica-api-workshop Just RESTing Setup Using pipenv You can setup this project with pipenv if you want isolated libraries. After you've installed pip

Aleksa Tešić 1 Oct 23, 2021
Performance data for WASM SIMD instructions.

WASM SIMD Data This repository contains code and data which can be used to generate a JSON file containing information about the WASM SIMD proposal. F

Evan Nemerson 5 Jul 24, 2022
A module comment generator for python

Module Comment Generator The comment style is as a tribute to the comment from the RA . The comment generator can parse the ast tree from the python s

飘尘 1 Oct 21, 2021
Small exercises to get you used to reading and writing Python code!

Pythonlings Welcome to Pythonlings, an automated Python tutorial program (inspired by Rustlings and Haskellings). WIP This program is still working in

鹤翔万里 5 Sep 23, 2022
The most widely used Python to C compiler

Welcome to Cython! Cython is a language that makes writing C extensions for Python as easy as Python itself. Cython is based on Pyrex, but supports mo

7.6k Jan 03, 2023
Uma moeda simples e segura!

SecCoin - Documentação A SecCoin foi criada com intuito de ser uma moeda segura, de fácil investimento e mineração. A Criptomoeda está na sua primeira

Sec-Coin Team 5 Dec 09, 2022
Simple rofi script to choose player for playerctl to execute its command

rofi-playerctl-switcher simple rofi script to choose player for playerctl to execute its command Usage copy playerSwitch.py and playerctl.sh to ~/.con

2 Jan 03, 2022
A web-based chat application that enables multiple users to interact with one another

A web-based chat application that enables multiple users to interact with one another, in the same chat room or different ones according to their choosing.

3 Apr 22, 2022
What Do Deep Nets Learn? Class-wise Patterns Revealed in the Input Space

What Do Deep Nets Learn? Class-wise Patterns Revealed in the Input Space Introduction: Environment: Python3.6.5, PyTorch1.5.0 Dataset: CIFAR-10, Image

8 Mar 23, 2022
MoBioTools A simple yet versatile toolkit to automatically setup quantum mechanics/molecular mechanics

A simple yet versatile toolkit to setup quantum mechanical/molecular mechanical (QM/MM) calculations from molecular dynamics trajectories.

MoBioChem 17 Nov 27, 2022
rTorrent Crash Prevention

rTorrent Disk Checker This program is capable of the following when: - a torrent is added by any program (autodl-irssi, RSS Downloader et

16 Dec 14, 2022
inverted pendulum fuzzy control python code (python 2.7.18)

inverted-pendulum-fuzzy-control- inverted pendulum fuzzy control python code (python 2.7.18) We have 3 general functions for 3 main steps: fuzzificati

arian mottaghi 4 May 23, 2022
Git Hooks Tutorial.

Git Hooks Tutorial My public talk about this project at Sberloga: Git Hooks Is All You Need 1. Git Hooks 101 Init git repo: mkdir git_repo cd git_repo

Dani El-Ayyass 17 Oct 12, 2022
LinkML based SPARQL template library and execution engine

sparqlfun LinkML based SPARQL template library and execution engine modularized core library of SPARQL templates generic templates using common vocabs

Linked data Modeling Language 6 Oct 10, 2022
UF3: a python library for generating ultra-fast interatomic potentials

Ultra-Fast Force Fields (UF3) S. R. Xie, M. Rupp, and R. G. Hennig, "Ultra-fast interpretable machine-learning potentials", preprint arXiv:2110.00624

Ultra-Fast Force Fields 24 Nov 13, 2022