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Classno
Classno is a lightweight and extensible Python library for data modeling, schema definition, and validation. It provides a clean and intuitive way to define data classes with various features like type validation, immutability, private fields, and automatic type casting.
Key Features
- Type hints validation
- Immutable objects
- Private fields
- Automatic type casting
- Customizable comparison behavior
- Default values and factory functions
- Nested object support
- Slots optimization
- Rich comparison methods
Installation
pip install classno
Basic Usage
Simple Data Class
from classno import Classno, field
class User(Classno):
name: str
age: int = 0
email: str = field(default="")
# Create an instance
user = User(name="John", age=30)
Features Configuration
Features can be enabled by setting the __features__ class attribute:
from classno import Classno, Features
class Config(Classno):
__features__ = Features.VALIDATION | Features.FROZEN
host: str
port: int = 8080
Available features:
Features.EQ- Enable equality comparisonFeatures.ORDER- Enable ordering operationsFeatures.HASH- Make instances hashableFeatures.SLOTS- Use slots for memory optimizationFeatures.FROZEN- Make instances immutableFeatures.PRIVATE- Enable private field accessFeatures.VALIDATION- Enable type validationFeatures.LOSSY_AUTOCAST- Enable automatic type casting
Field Configuration
Fields can be configured using the field() function:
from classno import Classno, field
from datetime import datetime
class Post(Classno):
title: str
content: str = ""
created_at: datetime = field(default_factory=datetime.now)
metadata: dict = field(default_factory=dict, metadata={"indexed": True})
Type Validation
class ValidatedModel(Classno):
__features__ = Features.VALIDATION
numbers: list[int]
mapping: dict[str, float]
# This will raise TypeError if types don't match
model = ValidatedModel(
numbers=[1, 2, 3],
mapping={"a": 1.0, "b": 2.0}
)
Immutable Objects
class ImmutableConfig(Classno):
__features__ = Features.IMMUTABLE # Combines FROZEN, SLOTS, and HASH
host: str
port: int = 8080
config = ImmutableConfig(host="localhost")
# Attempting to modify will raise an exception
config.port = 9000 # Raises Exception
Private Fields
class PrivateFields(Classno):
__features__ = Features.PRIVATE
name: str
secret: str # Can only be accessed with _secret prefix for rw, secret for ro
obj = PrivateFields(name="public")
obj._secret = "hidden" # OK
obj.secret # OK
obj.secret = "hidden" # Raises Exception
Nested Objects
class Address(Classno):
street: str
city: str
class Person(Classno):
name: str
address: Address
# Create nested structure
person = Person(
name="John",
address=Address(street="123 Main St", city="Boston")
)
Customization
Custom Comparison Keys
class CustomCompare(Classno):
__hash_keys__ = {"id"} # Keys used for hashing
__eq_keys__ = {"id", "name"} # Keys used for equality comparison
__order_keys__ = {"name"} # Keys used for ordering
id: int
name: str
description: str
Best Practices
- Use type hints for all fields
- Enable appropriate features based on your needs
- Use
field()for complex field configurations - Consider using
Features.SLOTSfor better memory usage - Enable validation when type safety is important
Error Handling
The library raises appropriate exceptions for:
- Type validation errors
- Missing required fields
- Immutability violations
- Invalid field access
- Incorrect feature combinations
Authors
- Dmitriy Kudryavtsev - author - kuderr
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