Type-safe railway-oriented programming (ROP)
Project description
trcks 🚂
trcks is a Python library that allows
railway-oriented programming (ROP)
in two different type-safe programming styles.
Railway-oriented programming (ROP) styles
Object-oriented style
The object-oriented style is based on method chaining. In the following example,
- the generic type
trcks.Resultallows domain errors to become part of a function's return type (subject to static type checking) while - the class
trcks.oop.Wrapperprovides a convenient way to chaintrcks.Result-returning functions and "regular" functions (in a type-safe way).
>>> from typing import Literal, Union
>>> from trcks import Result
>>> from trcks.oop import Wrapper
>>>
>>> UserDoesNotExist = Literal["User does not exist"]
>>> UserDoesNotHaveASubscription = Literal["User does not have a subscription"]
>>> FailureDescription = Union[UserDoesNotExist, UserDoesNotHaveASubscription]
>>>
>>> def get_user_id(user_email: str) -> Result[UserDoesNotExist, int]:
... if user_email == "erika.mustermann@domain.org":
... return "success", 1
... if user_email == "john_doe@provider.com":
... return "success", 2
... return "failure", "User does not exist"
...
>>> def get_subscription_id(
... user_id: int
... ) -> Result[UserDoesNotHaveASubscription, int]:
... if user_id == 1:
... return "success", 42
... return "failure", "User does not have a subscription"
...
>>> def get_subscription_fee(subscription_id: int) -> float:
... return subscription_id * 0.1
...
>>> def get_subscription_fee_by_email(
... user_email: str
... ) -> Result[FailureDescription, float]:
... return (
... Wrapper(core=user_email)
... .map_to_result(get_user_id)
... .map_success_to_result(get_subscription_id)
... .map_success(get_subscription_fee)
... .core
... )
...
>>> get_subscription_fee_by_email("erika.mustermann@domain.org")
('success', 4.2)
>>> get_subscription_fee_by_email("john_doe@provider.com")
('failure', 'User does not have a subscription')
>>> get_subscription_fee_by_email("jane_doe@provider.com")
('failure', 'User does not exist')
Functional style
The functional style is based on function composition. In the following example,
- the generic type
trcks.Resultallows domain errors to become part of a function's return type (subject to static type checking) while - the modules
trcks.fp.compositionandtrcks.fp.monads.resultprovide a convenient way to chaintrcks.Result-returning functions and "regular" functions (in a type-safe way).
>>> from typing import Literal, Union
>>> from trcks import Result
>>> from trcks.fp.composition import Pipeline3, pipe
>>> from trcks.fp.monads import result as r
>>>
>>> UserDoesNotExist = Literal["User does not exist"]
>>> UserDoesNotHaveASubscription = Literal["User does not have a subscription"]
>>> FailureDescription = Union[UserDoesNotExist, UserDoesNotHaveASubscription]
>>>
>>> def get_user_id(user_email: str) -> Result[UserDoesNotExist, int]:
... if user_email == "erika.mustermann@domain.org":
... return "success", 1
... if user_email == "john_doe@provider.com":
... return "success", 2
... return "failure", "User does not exist"
...
>>> def get_subscription_id(
... user_id: int
... ) -> Result[UserDoesNotHaveASubscription, int]:
... if user_id == 1:
... return "success", 42
... return "failure", "User does not have a subscription"
...
>>> def get_subscription_fee(subscription_id: int) -> float:
... return subscription_id * 0.1
...
>>> def get_subscription_fee_by_email(
... user_email: str
... ) -> Result[FailureDescription, float]:
... # Explicitly assigning a type to `pipeline` might
... # help your static type checker understand that
... # `pipeline` is a valid argument for `pipe`:
... pipeline: Pipeline3[
... str,
... Result[UserDoesNotExist, int],
... Result[FailureDescription, int],
... Result[FailureDescription, float],
... ] = (
... user_email,
... get_user_id,
... r.map_success_to_result(get_subscription_id),
... r.map_success(get_subscription_fee),
... )
... return pipe(pipeline)
...
>>> get_subscription_fee_by_email("erika.mustermann@domain.org")
('success', 4.2)
>>> get_subscription_fee_by_email("john_doe@provider.com")
('failure', 'User does not have a subscription')
>>> get_subscription_fee_by_email("jane_doe@provider.com")
('failure', 'User does not exist')
Setup
trcks is available on PyPI.
Use your favorite package manager (e.g. pip, poetry or uv) to install it.
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