Unit 2.4a Using Programs with Data, SQLAlchemy
Using Programs with Data is focused on SQL and database actions. Part A focuses on SQLAlchemy and an OOP programming style,
Database and SQLAlchemy
In this blog we will explore using programs with data, focused on Databases. We will use SQLite Database to learn more about using Programs with Data. Use Debugging through these examples to examine Objects created in Code.
-
College Board talks about ideas like
- Program Usage. "iterative and interactive way when processing information"
- Managing Data. "classifying data are part of the process in using programs", "data files in a Table"
- Insight "insight and knowledge can be obtained from ... digitally represented information"
- Filter systems. 'tools for finding information and recognizing patterns"
- Application. "the preserve has two databases", "an employee wants to count the number of book"
-
PBL, Databases, Iterative/OOP
- Iterative. Refers to a sequence of instructions or code being repeated until a specific end result is achieved
- OOP. A computer programming model that organizes software design around data, or objects, rather than functions and logic
- SQL. Structured Query Language, abbreviated as SQL, is a language used in programming, managing, and structuring data
Imports and Flask Objects
Defines and key object creations
- Comment on where you have observed these working? Provide a defintion of purpose.
- Flask app object
- SQLAlchemy db object
Response:
- The code below were present in the Tri 2 final project's Flask portfolio.
- The Flask app object "implements a WSGI application". A WSGI application is used by web servers to send requests to applications that are written with Python.
- In the code below, the SQLAlchemy db object is created. The class is used to integrate SQLAlchemy to Flask. The object is created so that Flask will support it when needed (as opposed to doing:
app = Flask(__name__)
db = SQLAlchemy(app)
where the the instance is bound to Flask so that methods can be used at anytime.)
"""
These imports define the key objects
"""
from flask import Flask
from flask_sqlalchemy import SQLAlchemy
"""
These object and definitions are used throughout the Jupyter Notebook.
"""
# Setup of key Flask object (app)
app = Flask(__name__)
# Setup SQLAlchemy object and properties for the database (db)
database = 'sqlite:///sqlite.db' # path and filename of database
app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = False
app.config['SQLALCHEMY_DATABASE_URI'] = database
app.config['SECRET_KEY'] = 'SECRET_KEY'
db = SQLAlchemy()
# This belongs in place where it runs once per project
db.init_app(app)
Model Definition
Define columns, initialization, and CRUD methods for users table in sqlite.db
- Comment on these items in the class, purpose and definition.
- class User
The user class is the overarching branch that contains things that can define the user. There is a constructor called
__init__
in the class. - db.Model inheritance
db.Model is seen as a parameter in the
User
class. This is the database model, and the functions in the model are inherited into theUser
class in order to build it. -
init method
This is the constructor of the
User
class. -
@property
,@<column>.setter
@property
is another name for a getter.@column.setter
is the setter. - create, read, update, delete methods
@peroperty
relates to create, while@column.setter
relates to create or update.
- class User
The user class is the overarching branch that contains things that can define the user. There is a constructor called
Response
- The columns in the sqlite.db table can be associated with the variables defined in the code below. In this case, the columns/variables are:
_name
,_uid
,_password
, and_dob
. - Initialization can be found in the
__init__
constructor. Within the constructor, the name, uid, password, and dob is initialized to the values specified by the user. If the password is not specified, it is set to the default value of123qwerty
. - CRUD methods can be seen in the four methods at the end of the code (
create
,read
,update
, anddelete
)
""" database dependencies to support sqlite examples """
import datetime
from datetime import datetime
import json
from sqlalchemy.exc import IntegrityError
from werkzeug.security import generate_password_hash, check_password_hash
''' Tutorial: https://www.sqlalchemy.org/library.html#tutorials, try to get into a Python shell and follow along '''
# Define the User class to manage actions in the 'users' table
# -- Object Relational Mapping (ORM) is the key concept of SQLAlchemy
# -- a.) db.Model is like an inner layer of the onion in ORM
# -- b.) User represents data we want to store, something that is built on db.Model
# -- c.) SQLAlchemy ORM is layer on top of SQLAlchemy Core, then SQLAlchemy engine, SQL
class User(db.Model):
__tablename__ = 'users' # table name is plural, class name is singular
# Define the User schema with "vars" from object
id = db.Column(db.Integer, primary_key=True)
_name = db.Column(db.String(255), unique=False, nullable=False)
_uid = db.Column(db.String(255), unique=True, nullable=False)
_password = db.Column(db.String(255), unique=False, nullable=False)
_dob = db.Column(db.Date)
# constructor of a User object, initializes the instance variables within object (self)
def __init__(self, name, uid, password="123qwerty", dob=datetime.today()):
self._name = name # variables with self prefix become part of the object,
self._uid = uid
self.set_password(password)
if isinstance(dob, str): # not a date type
dob = date=datetime.today()
self._dob = dob
# a name getter method, extracts name from object
@property
def name(self):
return self._name
# a setter function, allows name to be updated after initial object creation
@name.setter
def name(self, name):
self._name = name
# a getter method, extracts uid from object
@property
def uid(self):
return self._uid
# a setter function, allows uid to be updated after initial object creation
@uid.setter
def uid(self, uid):
self._uid = uid
# check if uid parameter matches user id in object, return boolean
def is_uid(self, uid):
return self._uid == uid
@property
def password(self):
return self._password[0:10] + "..." # because of security only show 1st characters
# update password, this is conventional method used for setter
def set_password(self, password):
"""Create a hashed password."""
self._password = generate_password_hash(password, method='sha256')
# check password parameter against stored/encrypted password
def is_password(self, password):
"""Check against hashed password."""
result = check_password_hash(self._password, password)
return result
# dob property is returned as string, a string represents date outside object
@property
def dob(self):
dob_string = self._dob.strftime('%m-%d-%Y')
return dob_string
# dob setter, verifies date type before it is set or default to today
@dob.setter
def dob(self, dob):
if isinstance(dob, str): # not a date type
dob = date=datetime.today()
self._dob = dob
# age is calculated field, age is returned according to date of birth
@property
def age(self):
today = datetime.today()
return today.year - self._dob.year - ((today.month, today.day) < (self._dob.month, self._dob.day))
# output content using str(object) is in human readable form
# output content using json dumps, this is ready for API response
def __str__(self):
return json.dumps(self.read())
# CRUD create/add a new record to the table
# returns self or None on error
def create(self):
try:
# creates a person object from User(db.Model) class, passes initializers
db.session.add(self) # add prepares to persist person object to Users table
db.session.commit() # SqlAlchemy "unit of work pattern" requires a manual commit
return self
except IntegrityError:
db.session.remove()
return None
# CRUD read converts self to dictionary
# returns dictionary
def read(self):
return {
"id": self.id,
"name": self.name,
"uid": self.uid,
"dob": self.dob,
"age": self.age,
}
# CRUD update: updates user name, password, phone
# returns self
def update(self, name="", uid="", password=""):
print("SELF: " + str(self))
"""only updates values with length"""
if len(name) > 0:
self.name = name
if len(uid) > 0:
self.uid = uid
if len(password) > 0:
self.set_password(password)
print(self)
db.session.commit()
return self
# CRUD delete: remove self
# None
def delete(self):
db.session.delete(self)
db.session.commit()
return None
Initial Data
Uses SQLALchemy db.create_all() to initialize rows into sqlite.db
- Comment on how these work?
- Create All Tables from db Object
- User Object Constructors
- Try / Except
Response
-
create_all()
creates the database. - The user objects are initialized with a call to the constructor in the
User
class. This initializes thename
,uid
, etc. variables. - try/except works by executing the code in the try statement. If there are errors with the try clause, the program will execute the code in the except.
In this example, the users in the
users
list are added into the Users table. However, if the users are already present in the table or the database has an error (such as not existing), the program instead outputs a message saying that the user already exists in the table or there is an error with the database.
"""Database Creation and Testing """
# Builds working data for testing
def initUsers():
with app.app_context():
"""Create database and tables"""
db.create_all()
"""Tester data for table"""
u1 = User(name='Thomas Edison', uid='toby', password='123toby', dob=datetime(1847, 2, 11))
u2 = User(name='Nikola Tesla', uid='niko', password='123niko')
u3 = User(name='Alexander Graham Bell', uid='lex', password='123lex')
u4 = User(name='Eli Whitney', uid='whit', password='123whit')
u5 = User(name='Indiana Jones', uid='indi', dob=datetime(1920, 10, 21))
u6 = User(name='Marion Ravenwood', uid='raven', dob=datetime(1921, 10, 21))
users = [u1, u2, u3, u4, u5, u6]
"""Builds sample user/note(s) data"""
for user in users:
try:
'''add user to table'''
object = user.create()
print(f"Created new uid {object.uid}")
except: # error raised if object nit created
'''fails with bad or duplicate data'''
print(f"Records exist uid {user.uid}, or error.")
initUsers()
Check for given Credentials in users table in sqlite.db
Use of ORM Query object and custom methods to identify user to credentials uid and password
- Comment on purpose of following
- User.query.filter_by
- user.password
Response
-
User.query.filter_by
searches through the database based on the attributes specified. The.first()
method retrieves the first result found in the database. You can also use.all()
, which will retrieve all instances found in the database (see code example below) -
.is_password()
checks to see if the user's password matches the password specified. This is achieved by calling the importedcheck_password_hash()
method and specifying the hash of the user's password (found in the database) and the inputted password (the password you want to check against the hash).
def find_by_uid(uid):
with app.app_context():
user = User.query.filter_by(_uid=uid).first()
return user # returns user object
# Check credentials by finding user and verify password
def check_credentials(uid, password):
# query email and return user record
user = find_by_uid(uid)
if user == None:
return False
if (user.is_password(password)):
return True
return False
check_credentials("indi", "123qwerty")
def find_by_uid2(uid):
with app.app_context():
user = User.query.filter_by(_uid=uid).all()
print(user)
print(user[0])
print(user[0].uid)
find_by_uid2("indi")
Create a new User in table in Sqlite.db
Uses SQLALchemy and custom user.create() method to add row.
- Comment on purpose of following
- user.find_by_uid() and try/except
- user = User(...)
- user.dob and try/except
- user.create() and try/except
Response
- The program first takes in the uid that is specified by the user, and stores it in the variable
uid
. This variable is passed into the methodfind_by_uid()
to see if the user id already exists in the database. Thetry/except
clause takes in the user object and attempts to execute theread()
method on it. If successful, the program stops, because that means that the user was found in the database and therefore could not be added into the database. If the user was not present in the database, thetry
statement would result in an error, therefore executing the statement in theexcept
clause, which sayspass
, or to keep executing the code below. -
user = User()
initializes a User object. Although thedob
was not specified, the constructor contains a default value for thedob
parameter. Alternatively, you can specify thedob
variable before you initialize the User object, and then add it as an attribute to the User object (see in code example below) -
user.dob
is a setter that sets the birthday of the user. The setter is defined with the@dob.setter
decorator. The try/except checks to see if the date that the user inputted is a valid date. -
user.create()
creates the user in the try statement. The try statement attempts to read the user object after the user is created. If this fails, that means that the user object was not successfully added to the database, so an error message will be printed.
def create():
# optimize user time to see if uid exists
uid = input("Enter your user id:")
user = find_by_uid(uid)
try:
print("Found\n", user.read())
return
except:
pass # keep going
# request value that ensure creating valid object
name = input("Enter your name:")
password = input("Enter your password")
# Initialize User object before date
user = User(name=name,
uid=uid,
password=password
)
# create user.dob, fail with today as dob
dob = input("Enter your date of birth 'YYYY-MM-DD'")
try:
user.dob = datetime.strptime(dob, '%Y-%m-%d').date()
except ValueError:
user.dob = datetime.today()
print(f"Invalid date {dob} require YYYY-mm-dd, date defaulted to {user.dob}")
# write object to database
with app.app_context():
try:
object = user.create()
print("Created\n", object.read())
except: # error raised if object not created
print("Unknown error uid {uid}")
create()
# Inputs, Try/Except, and SQLAlchemy work together to build a valid database object
def create():
# optimize user time to see if uid exists
uid = input("Enter your user id:")
user = find_by_uid(uid)
try:
print("Found\n", user.read())
return
except:
pass # keep going
# request value that ensure creating valid object
name = input("Enter your name:")
password = input("Enter your password")
dob = input("Enter your date of birth 'YYYY-MM-DD'")
try:
dob = datetime.strptime(dob, '%Y-%m-%d').date()
except ValueError:
dob = datetime.today()
print(f"Invalid date {dob} require YYYY-mm-dd, date defaulted to {user.dob}")
# Initialize User object before date
user = User(name=name,
uid=uid,
password=password,
dob=dob
)
# create user.dob, fail with today as dob
# write object to database
with app.app_context():
try:
object = user.create()
print("Created\n", object.read())
except: # error raised if object not created
print("Unknown error uid {uid}")
create()
Reading users table in sqlite.db
Uses SQLALchemy query.all method to read data
- Comment on purpose of following
- User.query.all
- json_ready assignment, google List Comprehension
Response
- As noted above, the
.all()
method returns all of the entries in the table that match the query filter (in this case, there is no filter; therefore, all entries are obtained) -
json_ready
calls the.read()
method on all of the objects in thetable
list. List comprehension allows an easier way to iterate through statements in the list. The format of a list comprehension is:[expression for-each-loop if-loop]
.
Expression is related to the item in the iteration and also the outcome of the element in the list.In this case, the list comprehension adds the JSON output of the users data from the database into the
json_ready
list.
# SQLAlchemy extracts all users from database, turns each user into JSON
def read():
with app.app_context():
table = User.query.all()
json_ready = [user.read() for user in table] # "List Comprehensions", for each user add user.read() to list
return json_ready
read()
Update
Note: The code below does not actually update the sqlite.db. My suspicion is that it has something to do with how the sqlite.db is added into fastpages.
However, based on the output below, you can see that the user, in fact, does change. By passing the user object with self
, the code above in the update()
method is able to change its attributes (in this case, changing the name from a
to b
). However, for some reason, db.session.commit()
does not save the updated user object, even though this documentation supports it.
I tried the same thing on Tri 2's project, and the update is successful. This indicates that the table not being able to update may be due to something with fastpages.
def update():
# optimize user time to see if uid exists
uid = input("Enter your user id:")
user = find_by_uid(uid)
try:
print("Found\n", user.read())
return
except:
pass # keep going
print("USER: " + str(user))
# request value that ensure creating valid object
name = input("Enter your name:")
password = input("Enter your password")
# write object to database
with app.app_context():
try:
object = user.update(name=name, password=password, uid=uid)
print("Created\n", object.read())
except: # error raised if object not created
print("Unknown error uid {uid}")
update()
def delete():
# optimize user time to see if uid exists
uid = input("Enter your user id:")
user = find_by_uid(uid)
# write object to database
with app.app_context():
user.delete()
delete()