What is deserialize and serialize in JSON?
I have seen the terms "deserialize" and "serialize" with JSON. What do they mean?
Solution 1:
JSON is a format that encodes objects in a string. Serialization means to convert an object into that string, and deserialization is its inverse operation (convert string -> object).
When transmitting data or storing them in a file, the data are required to be byte strings, but complex objects are seldom in this format. Serialization can convert these complex objects into byte strings for such use. After the byte strings are transmitted, the receiver will have to recover the original object from the byte string. This is known as deserialization.
Say, you have an object:
{foo: [1, 4, 7, 10], bar: "baz"}
serializing into JSON will convert it into a string:
'{"foo":[1,4,7,10],"bar":"baz"}'
which can be stored or sent through wire to anywhere. The receiver can then deserialize this string to get back the original object. {foo: [1, 4, 7, 10], bar: "baz"}
.
Solution 2:
Serialize and Deserialize
In the context of data storage, serialization (or serialisation) is the process of translating data structures or object state into a format that can be stored (for example, in a file or memory buffer) or transmitted (for example, across a network connection link) and reconstructed later. [...]
The opposite operation, extracting a data structure from a series of bytes, is deserialization.
Source: wikipedia.org
Explained with Python
In Python serialization does nothing else than just converting the given data structure into its valid JSON pendant (e.g., Python's True
will be converted to JSON's true
and the dictionary itself will be converted to a string) and vice versa for deserialization.
You can easily spot the difference between Python and JSON representations, e.g., by their Boolean values. Have a look at the following table for the basic types used in both contexts:
Python | JSON |
---|---|
True |
true |
False |
false |
None |
null |
int , float
|
number |
str (with single ' , double " and tripple """ quotes) |
string (only double " quotes) |
dict |
object |
list , tuple
|
array |
Code Example
Python builtin module json
is the standard way to do serialization and deserialization:
import json
data = {
'president': {
"name": """Mr. Presidente""",
"male": True,
'age': 60,
'wife': None,
'cars': ('BMW', "Audi")
}
}
# serialize
json_data = json.dumps(data, indent=2)
print(json_data)
# {
# "president": {
# "name": "Mr. Presidente",
# "male": true,
# "age": 60,
# "wife": null,
# "cars": [
# "BMW",
# "Audi"
# ]
# }
# }
# deserialize
restored_data = json.loads(json_data) # deserialize
Source: realpython.com, geeksforgeeks.org
Solution 3:
Explanation of Serialize and Deserialize using Python
In python, pickle module is used for serialization. So, the serialization process is called pickling in Python. This module is available in Python standard library.
Serialization using pickle
import pickle
#the object to serialize
example_dic={1:"6",2:"2",3:"f"}
#where the bytes after serializing end up at, wb stands for write byte
pickle_out=open("dict.pickle","wb")
#Time to dump
pickle.dump(example_dic,pickle_out)
#whatever you open, you must close
pickle_out.close()
The PICKLE file (can be opened by a text editor like notepad) contains this (serialized data):
€}q (KX 6qKX 2qKX fqu.
Deserialization using pickle
import pickle
pickle_in=open("dict.pickle","rb")
get_deserialized_data_back=pickle.load(pickle_in)
print(get_deserialized_data_back)
Output:
{1: '6', 2: '2', 3: 'f'}