/certum

A dictionary validation library based on partial, composable and expressive rules.

Primary LanguagePython

Certum

A dictionary validation library based on partial, composable and expressive rules.

Why use it

In case you need to assert some propeties from a particular dictionary in a DSL manner without comparing the entire structure or asserting fields.

Certum comes with the following features:

  • Easy to use
  • English friendly declaration
  • Error accumulation
  • Customizable
  • Anti KeyError

Using Certum

pip install certum

⚠️ The version is currently in alpha which means that I authorize myself to include breaking changes until I decide that the module is stable.

How it works

Basic usage

Imagine you have a very long json and you want to verify that it contains the following informations:

  • He should contains a key named 'name' containing a string.
  • He should contains a key named 'entities' being a list containing unique elements.
  • He should contains a key named 'nested' containing a key 'value' equals to 4.
from certum import ensure, that

my_obj = {
    "name": "hello",
    "entities": [1, 3, 5],
    "nested": {
        "value": 4
    }
}

validator = ensure(my_obj).respects(
    that("name").is_instance_of(str),
    that("entities").has_unique_elements(),
    that("nested", "value").equals(4)
)

validator.check()

Error handling

If there is errors, certum will accumulate and return errors elegantly:

from certum import ensure, that

my_obj = {
    "name": 2,
    "entities": [1, 3, 3],
    "nested": {
        "value": 2
    }
}

validator = (
    ensure(my_obj)
    .respects(
        that("name").is_instance_of(str),
        that("name").equals("Hello"),
        that("entities").foreach(this.equals(1)),
        that("nested", "value").equals(4),
    )
)

validator.check()

# certum.exception.CertumException: 

# [name] => The value is instance of int, expected str.
# [name] => The value is 2, expected Hello.
# [entities -> 2] => The value is 3, expected 1.
# [entities -> 1] => The value is 3, expected 1.
# [nested -> value] => The value is 2, expected 4.

Strategies

Erros can be sorted, filtered and printed using different strategies.

As an example, you may want to try the GroupedPrinting strategy with the AlphabeticalSorting strategy, this will give you a list of errors like this:

from certum import ensure, that, this
from certum.strategy.printing.grouped import GroupedPrinting
from certum.strategy.sorting.alphabetical import AlphabeticalSorting


my_obj = {
    "name": 2,
    "entities": [1, 3, 3],
    "nested": {
        "value": 2
    }
}

validator = (
    ensure(my_obj)
    .respects(
        that("name").is_instance_of(str),
        that("name").equals("Hello"),
        that("entities").foreach(this.equals(1)),
        that("nested", "value").equals(4),
    )
    .using(GroupedPrinting(), AlphabeticalSorting())
)

validator.check()

# certum.exception.CertumException: 

# entities -> 1   => The value is 3, expected 1.
# entities -> 2   => The value is 3, expected 1.
# name            => The value is 2, expected Hello.
#                    The value is instance of int, expected str.
# nested -> value => The value is 2, expected 4.