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converters | ||
structuring | ||
unstructuring | ||
validation | ||
preconf | ||
customizing | ||
unions | ||
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========== | ||
Validation | ||
========== | ||
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`cattrs` has a detailed validation mode since version 2022.1.0, and this mode is enabled by default. | ||
When running under detailed validation, the un/structuring hooks are slightly slower but produce more precise and exhaustive error messages. | ||
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Detailed validation | ||
------------------- | ||
In detailed validation mode, any un/structuring errors will be grouped and raised together as a ``cattrs.BaseValidationError``, which is a `PEP 654 ExceptionGroup`_. | ||
ExceptionGroups are special exceptions which contain lists of other exceptions, which may themselves be other ExceptionGroups. | ||
In essence, ExceptionGroups are trees of exceptions. | ||
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When un/structuring a class, `cattrs` will gather any exceptions on a field-by-field basis and raise them as a ``cattrs.ClassValidationError``, which is a subclass of ``BaseValidationError``. | ||
When structuring sequences and mappings, `cattrs` will gather any exceptions on a key- or index-basis and raise them as a ``cattrs.IterableValidationError``, which is a subclass of ``BaseValidationError``. | ||
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The exceptions will also have their ``__note__`` attributes set, as per `PEP 678`_, showing the field, key or index for each inner exception. | ||
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A simple example involving a class containing a list and a dictionary: | ||
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.. code-block:: python | ||
@define | ||
class Class: | ||
a_list: list[int] | ||
a_dict: dict[str, int] | ||
>>> structure({"a_list": ["a"], "a_dict": {"str": "a"}}) | ||
+ Exception Group Traceback (most recent call last): | ||
| File "<stdin>", line 1, in <module> | ||
| File "/Users/tintvrtkovic/pg/cattrs/src/cattr/converters.py", line 276, in structure | ||
| return self._structure_func.dispatch(cl)(obj, cl) | ||
| File "<cattrs generated structure __main__.Class>", line 14, in structure_Class | ||
| if errors: raise __c_cve('While structuring Class', errors, __cl) | ||
| cattrs.errors.ClassValidationError: While structuring Class | ||
+-+---------------- 1 ---------------- | ||
| Exception Group Traceback (most recent call last): | ||
| File "<cattrs generated structure __main__.Class>", line 5, in structure_Class | ||
| res['a_list'] = __c_structure_a_list(o['a_list'], __c_type_a_list) | ||
| File "/Users/tintvrtkovic/pg/cattrs/src/cattr/converters.py", line 457, in _structure_list | ||
| raise IterableValidationError( | ||
| cattrs.errors.IterableValidationError: While structuring list[int] | ||
| Structuring class Class @ attribute a_list | ||
+-+---------------- 1 ---------------- | ||
| Traceback (most recent call last): | ||
| File "/Users/tintvrtkovic/pg/cattrs/src/cattr/converters.py", line 450, in _structure_list | ||
| res.append(handler(e, elem_type)) | ||
| File "/Users/tintvrtkovic/pg/cattrs/src/cattr/converters.py", line 375, in _structure_call | ||
| return cl(obj) | ||
| ValueError: invalid literal for int() with base 10: 'a' | ||
| Structuring list[int] @ index 0 | ||
+------------------------------------ | ||
+---------------- 2 ---------------- | ||
| Exception Group Traceback (most recent call last): | ||
| File "<cattrs generated structure __main__.Class>", line 10, in structure_Class | ||
| res['a_dict'] = __c_structure_a_dict(o['a_dict'], __c_type_a_dict) | ||
| File "", line 17, in structure_mapping | ||
| cattrs.errors.IterableValidationError: While structuring dict | ||
| Structuring class Class @ attribute a_dict | ||
+-+---------------- 1 ---------------- | ||
| Traceback (most recent call last): | ||
| File "", line 5, in structure_mapping | ||
| ValueError: invalid literal for int() with base 10: 'a' | ||
| Structuring mapping value @ key 'str' | ||
+------------------------------------ | ||
.. _`PEP 654 ExceptionGroup`: https://www.python.org/dev/peps/pep-0654/ | ||
.. _`PEP 678`: https://www.python.org/dev/peps/pep-0678/ | ||
Non-detailed validation | ||
----------------------- | ||
Non-detailed validation can be enabled by initializing any of the converters with ``detailed_validation=False``. | ||
In this mode, any errors during un/structuring will bubble up directly as soon as they happen |
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