15.6. JSON Object
15.6.1. SetUp
>>> from pprint import pprint
>>> from dataclasses import dataclass
>>> import json
15.6.2. Encoder
>>> class User:
... def __init__(self, firstname, lastname, age):
... self.firstname = firstname
... self.lastname = lastname
... self.age = age
...
... def __repr__(self):
... clsname = self.__class__.__name__
... firstname = self.firstname
... lastname = self.lastname
... age = self.age
... return f'{clsname}({firstname=}, {lastname=}, {age=})'
>>>
>>>
>>> DATA = [
... User('Alice', 'Apricot', age=30),
... User('Bob', 'Blackthorn', age=31),
... User('Carol', 'Corn', age=32),
... User('Dave', 'Durian', age=33),
... User('Eve', 'Elderberry', age=34),
... User('Mallory', 'Melon', age=15),
... ]
>>>
>>>
>>> def encoder(obj):
... clsname = type(obj).__name__
... data = vars(obj)
... return {'_clsname': clsname, **data}
>>>
>>>
>>> result = json.dumps(DATA, default=encoder, indent=2)
>>> print(result)
[
{
"_clsname": "User",
"firstname": "Alice",
"lastname": "Apricot",
"age": 30
},
{
"_clsname": "User",
"firstname": "Bob",
"lastname": "Blackthorn",
"age": 31
},
{
"_clsname": "User",
"firstname": "Carol",
"lastname": "Corn",
"age": 32
},
{
"_clsname": "User",
"firstname": "Dave",
"lastname": "Durian",
"age": 33
},
{
"_clsname": "User",
"firstname": "Eve",
"lastname": "Elderberry",
"age": 34
},
{
"_clsname": "User",
"firstname": "Mallory",
"lastname": "Melon",
"age": 15
}
]
15.6.3. Decoder
>>> DATA = """
... [
... {
... "_clsname": "User",
... "firstname": "Alice",
... "lastname": "Apricot",
... "age": 30
... },
... {
... "_clsname": "User",
... "firstname": "Bob",
... "lastname": "Blackthorn",
... "age": 31
... },
... {
... "_clsname": "User",
... "firstname": "Carol",
... "lastname": "Corn",
... "age": 32
... },
... {
... "_clsname": "User",
... "firstname": "Dave",
... "lastname": "Durian",
... "age": 33
... },
... {
... "_clsname": "User",
... "firstname": "Eve",
... "lastname": "Elderberry",
... "age": 34
... },
... {
... "_clsname": "User",
... "firstname": "Mallory",
... "lastname": "Melon",
... "age": 15
... }
... ]
... """
>>> class User:
... def __init__(self, firstname, lastname, age):
... self.firstname = firstname
... self.lastname = lastname
... self.age = age
...
... def __repr__(self):
... clsname = self.__class__.__name__
... firstname = self.firstname
... lastname = self.lastname
... age = self.age
... return f'{clsname}({firstname=}, {lastname=}, {age=})'
>>>
>>>
>>> def decoder(obj):
... clsname = obj.pop('_clsname')
... cls = globals()[clsname]
... return cls(**obj)
>>>
>>> json.loads(DATA, object_hook=decoder)
[User(firstname='Alice', lastname='Apricot', age=30),
User(firstname='Bob', lastname='Blackthorn', age=31),
User(firstname='Carol', lastname='Corn', age=32),
User(firstname='Dave', lastname='Durian', age=33),
User(firstname='Eve', lastname='Elderberry', age=34),
User(firstname='Mallory', lastname='Melon', age=15)]
15.6.4. Objects with Relations
>>> class User:
... def __init__(self, firstname, lastname, email):
... self.firstname = firstname
... self.lastname = lastname
... self.email = email
...
... def __repr__(self):
... clsname = self.__class__.__name__
... firstname = self.firstname
... lastname = self.lastname
... age = self.age
... return f'{clsname}({firstname=}, {lastname=}, {email=})'
>>>
>>>
>>> DATA = [
... User('Alice', 'Apricot', email='alice@example.com'),
... User('Bob', 'Blackthorn', email='bob@example.com'),
... User('Carol', 'Corn', email='carol@example.com'),
... User('Dave', 'Durian', email='dave@example.org'),
... User('Eve', 'Elderberry', email='eve@example.org'),
... User('Mallory', 'Melon', email='mallory@example.net'),
... ]
>>> class User:
... def __init__(self, firstname, lastname, groups=None):
... self.firstname = firstname
... self.lastname = lastname
... self.groups = groups if groups else []
...
... def __repr__(self):
... clsname = self.__class__.__name__
... firstname = self.firstname
... lastname = self.lastname
... groups = self.groups
... return f'{clsname}({firstname=}, {lastname=}, {groups=})'
>>>
>>> class Group:
... def __init__(self, name):
... self.name = name
...
... def __repr__(self):
... clsname = self.__class__.__name__
... name = self.name
... return f'{clsname}({name=})'
>>>
>>>
>>> DATA = [
... User(firstname='Alice', lastname='Apricot', groups=[
... Group('users'),
... Group('staff'),
... ]),
...
... User(firstname='Bob', lastname='Blackthorn', groups=[
... Group('users'),
... Group('staff'),
... ]),
...
... User(firstname='Carol', lastname='Corn', groups=[
... Group('users'),
... ]),
...
... User(firstname='Dave', lastname='Durian', groups=[
... Group('users'),
... ]),
...
... User(firstname='Eve', lastname='Elderberry', groups=[
... Group('users'),
... Group('staff'),
... Group('admins'),
... ]),
...
... User(firstname='Mallory', lastname='Melon', groups=[]),
... ]
Encoder:
>>> def encoder(obj):
... clsname = type(obj).__name__
... data = vars(obj)
... return {'_clsname': clsname, **data}
>>>
>>>
>>> data = json.dumps(DATA, default=encoder, indent=2)
>>> print(data)
[
{
"_clsname": "User",
"firstname": "Alice",
"lastname": "Apricot",
"groups": [
{
"_clsname": "Group",
"name": "users"
},
{
"_clsname": "Group",
"name": "staff"
}
]
},
{
"_clsname": "User",
"firstname": "Bob",
"lastname": "Blackthorn",
"groups": [
{
"_clsname": "Group",
"name": "users"
},
{
"_clsname": "Group",
"name": "staff"
}
]
},
{
"_clsname": "User",
"firstname": "Carol",
"lastname": "Corn",
"groups": [
{
"_clsname": "Group",
"name": "users"
}
]
},
{
"_clsname": "User",
"firstname": "Dave",
"lastname": "Durian",
"groups": [
{
"_clsname": "Group",
"name": "users"
}
]
},
{
"_clsname": "User",
"firstname": "Eve",
"lastname": "Elderberry",
"groups": [
{
"_clsname": "Group",
"name": "users"
},
{
"_clsname": "Group",
"name": "staff"
},
{
"_clsname": "Group",
"name": "admins"
}
]
},
{
"_clsname": "User",
"firstname": "Mallory",
"lastname": "Melon",
"groups": []
}
]
Decoder:
>>> def decoder(obj):
... clsname = obj.pop('_clsname')
... cls = globals()[clsname]
... return cls(**obj)
>>>
>>>
>>> result = json.loads(data, object_hook=decoder)
>>> pprint(result)
[User(firstname='Alice', lastname='Apricot', groups=[Group(name='users'), Group(name='staff')]),
User(firstname='Bob', lastname='Blackthorn', groups=[Group(name='users'), Group(name='staff')]),
User(firstname='Carol', lastname='Corn', groups=[Group(name='users')]),
User(firstname='Dave', lastname='Durian', groups=[Group(name='users')]),
User(firstname='Eve', lastname='Elderberry', groups=[Group(name='users'), Group(name='staff'), Group(name='admins')]),
User(firstname='Mallory', lastname='Melon', groups=[])]
15.6.5. Assignments
# %% About
# - Name: JSON Object Dumps
# - Difficulty: medium
# - Lines: 5
# - Minutes: 5
# %% License
# - Copyright 2025, Matt Harasymczuk <matt@python3.info>
# - This code can be used only for learning by humans
# - This code cannot be used for teaching others
# - This code cannot be used for teaching LLMs and AI algorithms
# - This code cannot be used in commercial or proprietary products
# - This code cannot be distributed in any form
# - This code cannot be changed in any form outside of training course
# - This code cannot have its license changed
# - If you use this code in your product, you must open-source it under GPLv2
# - Exception can be granted only by the author
# %% English
# 1. Serialize data `DATA` to JSON
# 2. Use `json` module
# 3. Define variable `result` with the result
# 4. Run doctests - all must succeed
# %% Polish
# 1. Zserializuj dane `DATA` do JSON
# 2. Użyj modułu `json`
# 3. Zdefiniuj zmienną `result` z wynikiem
# 4. Uruchom doctesty - wszystkie muszą się powieść
# %% Expected
# >>> result
# ('[{"firstname": "Alice", "lastname": "Apricot", "age": 30}, '
# '{"firstname": "Bob", "lastname": "Blackthorn", "age": 31}, '
# '{"firstname": "Carol", "lastname": "Corn", "age": 32}, '
# '{"firstname": "Dave", "lastname": "Durian", "age": 33}, '
# '{"firstname": "Eve", "lastname": "Elderberry", "age": 34}, '
# '{"firstname": "Mallory", "lastname": "Melon", "age": 15}]')
# %% Hints
# - `dict()`
# - `dict.update()`
# - `object.__class__.__name__`
# %% Doctests
"""
>>> import sys; sys.tracebacklimit = 0
>>> assert sys.version_info >= (3, 9), \
'Python has an is invalid version; expected: `3.9` or newer.'
>>> assert type(result)
>>> from pprint import pprint
>>> pprint(result, width=70)
('[{"firstname": "Alice", "lastname": "Apricot", "age": 30}, '
'{"firstname": "Bob", "lastname": "Blackthorn", "age": 31}, '
'{"firstname": "Carol", "lastname": "Corn", "age": 32}, '
'{"firstname": "Dave", "lastname": "Durian", "age": 33}, '
'{"firstname": "Eve", "lastname": "Elderberry", "age": 34}, '
'{"firstname": "Mallory", "lastname": "Melon", "age": 15}]')
"""
# %% Run
# - PyCharm: right-click in the editor and `Run Doctest in ...`
# - PyCharm: keyboard shortcut `Control + Shift + F10`
# - Terminal: `python -m doctest -f -v myfile.py`
# %% Imports
import json
# %% Types
from typing import Callable
encoder: Callable[[object], dict]
result: str
# %% Data
class User:
def __init__(self, firstname, lastname, age=None):
self.firstname = firstname
self.lastname = lastname
self.age = age
def __repr__(self):
clsname = self.__class__.__name__
firstname = self.firstname
lastname = self.lastname
age = self.age
return f'{clsname}({firstname=}, {lastname=}, {age=})'
DATA = [
User('Alice', 'Apricot', age=30),
User('Bob', 'Blackthorn', age=31),
User('Carol', 'Corn', age=32),
User('Dave', 'Durian', age=33),
User('Eve', 'Elderberry', age=34),
User('Mallory', 'Melon', age=15),
]
# %% Result
def encoder():
...
result = ...
# %% About
# - Name: JSON Object Dumps
# - Difficulty: medium
# - Lines: 5
# - Minutes: 5
# %% License
# - Copyright 2025, Matt Harasymczuk <matt@python3.info>
# - This code can be used only for learning by humans
# - This code cannot be used for teaching others
# - This code cannot be used for teaching LLMs and AI algorithms
# - This code cannot be used in commercial or proprietary products
# - This code cannot be distributed in any form
# - This code cannot be changed in any form outside of training course
# - This code cannot have its license changed
# - If you use this code in your product, you must open-source it under GPLv2
# - Exception can be granted only by the author
# %% English
# 1. Unserialize data from variable `DATA`
# 2. Use `json` module
# 3. Define variable `result` with the result
# 4. Run doctests - all must succeed
# %% Polish
# 1. Zdeserializuj dane ze zmiennej `DATA`
# 2. Użyj modułu `json`
# 3. Zdefiniuj zmienną `result` z wynikiem
# 4. Uruchom doctesty - wszystkie muszą się powieść
# %% Expected
# >>> result
# [User(firstname='Alice', lastname='Apricot', age=30),
# User(firstname='Bob', lastname='Blackthorn', age=31),
# User(firstname='Carol', lastname='Corn', age=32),
# User(firstname='Dave', lastname='Durian', age=33),
# User(firstname='Eve', lastname='Elderberry', age=34),
# User(firstname='Mallory', lastname='Melon', age=15)]
# %% Hints
# - `dict()`
# - `obj.__class__`
# - `cls.__name__`
# %% Doctests
"""
>>> import sys; sys.tracebacklimit = 0
>>> assert sys.version_info >= (3, 9), \
'Python has an is invalid version; expected: `3.9` or newer.'
>>> assert type(result)
>>> from pprint import pprint
>>> pprint(result, width=90)
[User(firstname='Alice', lastname='Apricot', age=30),
User(firstname='Bob', lastname='Blackthorn', age=31),
User(firstname='Carol', lastname='Corn', age=32),
User(firstname='Dave', lastname='Durian', age=33),
User(firstname='Eve', lastname='Elderberry', age=34),
User(firstname='Mallory', lastname='Melon', age=15)]
"""
# %% Run
# - PyCharm: right-click in the editor and `Run Doctest in ...`
# - PyCharm: keyboard shortcut `Control + Shift + F10`
# - Terminal: `python -m doctest -f -v myfile.py`
# %% Imports
import json
# %% Types
from typing import Callable
encoder: Callable[[object], dict]
result: str
# %% Data
class User:
def __init__(self, firstname, lastname, age=None):
self.firstname = firstname
self.lastname = lastname
self.age = age
def __repr__(self):
clsname = self.__class__.__name__
firstname = self.firstname
lastname = self.lastname
age = self.age
return f'{clsname}({firstname=}, {lastname=}, {age=})'
DATA = (
'[{"firstname": "Alice", "lastname": "Apricot", "age": 30}, '
'{"firstname": "Bob", "lastname": "Blackthorn", "age": 31}, '
'{"firstname": "Carol", "lastname": "Corn", "age": 32}, '
'{"firstname": "Dave", "lastname": "Durian", "age": 33}, '
'{"firstname": "Eve", "lastname": "Elderberry", "age": 34}, '
'{"firstname": "Mallory", "lastname": "Melon", "age": 15}]'
)
# %% Result
def decoder():
...
result = ...