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Type-Driven Development for Python: Automatic Extraction of HOCON Parsers for Python Types

Project description

pytyped-hocon

pytyped-hocon is a Python package that enables automatic extraction of HOCON parsers for given Python types. pytyped-hocon is built on top of pyhocon and pytyped-macros to automatically parse HOCON config files into native Python types. pytyped-hocon is a piece of the pytyped collection of packages and follows its philosophy of using types to automate mundane and repetitive tasks.

Installation

You can install pytyped-hocon from PyPI:

pip install pytyped-hocon

pytyped-hocon is checked on Python 3.6+.

Why pytyped-hocon?

Based on the foundation of pytyped-macros, to our knowledge, pytyped-hocon is the only Python package that supports type-based HOCON parser extraction for all typing combinators including even recursive types that, up to this day, are not even fully supported by Python itself. Additionally, pytyped-hocon is designed to be extensible. That is, you can add your own specialized HOCON parsers for either a simple type or even a generic type.

Currently, pytyped-hocon supports the following type driven HOCON parser extractions:

  • HOCON parsers for basic types such as int, bool, date, datetime, str, and Decimal.
  • HOCON parsers for simple type combinators such as List[T] and Dict[A, B].
  • HOCON parsers for named product types such as NamedTuples or dataclasses.
  • HOCON parsers for anonymous product types such as Tuple[T1, T2, ...].
  • HOCON parsers for anonymous union types such as Optional[T], Union[T1, T2, ...], etc.
  • HOCON parsers for named union types such as class hierarchies (i.e., when a class A has several subclasses A1, ..., An).
  • HOCON parsers for generic types and type variables.
  • HOCON parsers for custom functional types such as Set[T], Secret[T], etc where a custom function is defined for generic types such as Set or Secret and that functional is applied to all instantiations of those generic type.
  • HOCON parsers for recursive types such as binary trees, etc.

Using pytyped-hocon to extract HOCON decoders

First, define your type. For example, the following defines the configuration of a simple new archiver program that connects to a news server, gets today's news and stores it in a database.

from dataclasses import dataclass
from typing import Generic, Optional, TypeVar


T = TypeVar("T")


@dataclass
class Secret(Generic[T]):
    value: T

    def __str__(self) -> str:
        return "<redacted-secret>"

    def __repr__(self) -> str:
        return "<redacted-secret>"


@dataclass
class ServerConfig:
    host: str
    port: Optional[int]  # If None, use port 80
    api_key: Secret[str]
    path: Optional[str]


@dataclass
class DbConfig:
    host: str
    user_name: str
    password: Secret[str]
    port: int = 5432  # Default Postgres port


@dataclass
class ArchiverConfig:
    news_server: ServerConfig
    db: DbConfig

Second, use an instance of AutoHoconParser to extract a HOCON parser as below:

from pytyped.hocon.parser import AutoHoconParser, HoconMappedParser, HoconParser

_auto_hocon_parser = AutoHoconParser()

_auto_hocon_parser.add_custom_functional_type(Secret, lambda t_parser: HoconMappedParser(t_parser, lambda s: Secret(s)))
config_parser: HoconParser[ArchiverConfig] = _auto_hocon_parser.extract(ArchiverConfig)

Third, define a file such as archiver.conf which contains your program configuration:

archiver: {
    news_server: {
        host: yahoo.com
        api_key: ${YAHOO_API_KEY}
        path: "/news"
    }
    db: {
        host: localhost
        user_name: news
        password: ${DB_PASSWORD}
    }
}

Finally, use config_parser to parse your config file into your config object:

>>> import os
>>> os.environ["YAHOO_API_KEY"] = "secret-api-key"
>>> os.environ["DB_PASSWORD"] = "ABCD"
>>> conf = config_parser.from_file("archiver.conf", root="archiver")
>>> conf
ArchiverConfig(
    news_server=ServerConfig(
        host='yahoo.com',
        port=None,
        api_key=<redacted-secret>,
        path='/news'
    ),
    db=DbConfig(
        host='localhost',
        user_name='news',
        password=<redacted-secret>,
        port=5432
    )
)
>>> conf.news_server.api_key.value
'secret-api-key'
>>> conf.db.password.value
'ABCD'

Issues

Please report any issues to the GitHub repository for this package.

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