ยป pip install jsonschema
I wrote okjson - A fast, simple, and pythonic JSON Schema Validator
Convert a JSON schema to a python class - Stack Overflow
multi agent - Generate a JSON Schema specification from Python classes - Stack Overflow
How I Learned to Stop Worrying and Love JSON Schema
Pretty convincing. I'll give it a try sometime.
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I had a requirement to process and validate large payloads of JSON concurrently for a web service, initially I implemented it using jsonschema and fastjsonschema but I found the whole JSON Schema Specification to be confusing at times and on top of that wanted better performance. Albeit there are ways to compile/cache the schema, I wanted to move away from the schema specification so I wrote a validation library inspired by the design of tiangolo/sqlmodel (type hints) to solve this problem easier.
Here is a simple example:
from okjson import JSONValidator
schema = { 'name': str, 'age': int }
json_string = '{ "name": "Charly Gordon", "age": 32 }'
assert JSONValidator().is_valid(instance=json_string, schema=schema)There is an example covering all the features in the README.
It also has well defined exceptions for each error case when you want to get the reason for the validation failure. (Helpful when you want to show user facing error messages)
GitHub: https://github.com/mufeedvh/okjson
This is my first time publishing a Python library, please share your feedback/suggestions. :)
So far the closest thing I've been able to find is warlock, which advertises this workflow:
Build your schema
>>> schema = {
'name': 'Country',
'properties': {
'name': {'type': 'string'},
'abbreviation': {'type': 'string'},
},
'additionalProperties': False,
}
Create a model
>>> import warlock
>>> Country = warlock.model_factory(schema)
Create an object using your model
>>> sweden = Country(name='Sweden', abbreviation='SE')
However, it's not quite that easy. The objects that Warlock produces lack much in the way of introspectible goodies. And if it supports nested dicts at initialization, I was unable to figure out how to make them work.
To give a little background, the problem that I was working on was how to take Chrome's JSONSchema API and produce a tree of request generators and response handlers. Warlock doesn't seem too far off the mark, the only downside is that meta-classes in Python can't really be turned into 'code'.
Other useful modules to look for:
- jsonschema - (which Warlock is built on top of)
- valideer - similar to jsonschema but with a worse name.
- bunch - An interesting structure builder thats half-way between a dotdict and construct
If you end up finding a good one-stop solution for this please follow up your question - I'd love to find one. I poured through github, pypi, googlecode, sourceforge, etc.. And just couldn't find anything really sexy.
For lack of any pre-made solutions, I'll probably cobble together something with Warlock myself. So if I beat you to it, I'll update my answer. :p
python-jsonschema-objects is an alternative to warlock, build on top of jsonschema
python-jsonschema-objects provides an automatic class-based binding to JSON schemas for use in python.
Usage:
Sample Json Schema
schema = '''{
"title": "Example Schema",
"type": "object",
"properties": {
"firstName": {
"type": "string"
},
"lastName": {
"type": "string"
},
"age": {
"description": "Age in years",
"type": "integer",
"minimum": 0
},
"dogs": {
"type": "array",
"items": {"type": "string"},
"maxItems": 4
},
"gender": {
"type": "string",
"enum": ["male", "female"]
},
"deceased": {
"enum": ["yes", "no", 1, 0, "true", "false"]
}
},
"required": ["firstName", "lastName"]
} '''
Converting the schema object to class
import python_jsonschema_objects as pjs
import json
schema = json.loads(schema)
builder = pjs.ObjectBuilder(schema)
ns = builder.build_classes()
Person = ns.ExampleSchema
james = Person(firstName="James", lastName="Bond")
james.lastName
u'Bond' james
example_schema lastName=Bond age=None firstName=James
Validation :
james.age = -2 python_jsonschema_objects.validators.ValidationError: -2 was less or equal to than 0
But problem is , it is still using draft4validation while jsonschema has moved over draft4validation , i filed an issue on the repo regarding this . Unless you are using old version of jsonschema , the above package will work as shown.