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docs/index.rst

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converters
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structuring
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unstructuring
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validation
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preconf
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customizing
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unions

docs/validation.rst

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==========
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Validation
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==========
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`cattrs` has a detailed validation mode since version 2022.1.0, and this mode is enabled by default.
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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
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-------------------
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In detailed validation mode, any un/structuring errors will be grouped and raised together as a ``cattrs.BaseValidationError``, which is a `PEP 654 ExceptionGroup`_.
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ExceptionGroups are special exceptions which contain lists of other exceptions, which may themselves be other ExceptionGroups.
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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``.
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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
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@define
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class Class:
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a_list: list[int]
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a_dict: dict[str, int]
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>>> structure({"a_list": ["a"], "a_dict": {"str": "a"}})
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+ Exception Group Traceback (most recent call last):
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| File "<stdin>", line 1, in <module>
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| File "/Users/tintvrtkovic/pg/cattrs/src/cattr/converters.py", line 276, in structure
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| return self._structure_func.dispatch(cl)(obj, cl)
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| File "<cattrs generated structure __main__.Class>", line 14, in structure_Class
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| if errors: raise __c_cve('While structuring Class', errors, __cl)
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| cattrs.errors.ClassValidationError: While structuring Class
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+-+---------------- 1 ----------------
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| Exception Group Traceback (most recent call last):
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| File "<cattrs generated structure __main__.Class>", line 5, in structure_Class
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| res['a_list'] = __c_structure_a_list(o['a_list'], __c_type_a_list)
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| File "/Users/tintvrtkovic/pg/cattrs/src/cattr/converters.py", line 457, in _structure_list
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| raise IterableValidationError(
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| cattrs.errors.IterableValidationError: While structuring list[int]
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| Structuring class Class @ attribute a_list
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+-+---------------- 1 ----------------
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| Traceback (most recent call last):
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| File "/Users/tintvrtkovic/pg/cattrs/src/cattr/converters.py", line 450, in _structure_list
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| res.append(handler(e, elem_type))
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| File "/Users/tintvrtkovic/pg/cattrs/src/cattr/converters.py", line 375, in _structure_call
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| return cl(obj)
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| ValueError: invalid literal for int() with base 10: 'a'
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| Structuring list[int] @ index 0
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+------------------------------------
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+---------------- 2 ----------------
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| Exception Group Traceback (most recent call last):
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| File "<cattrs generated structure __main__.Class>", line 10, in structure_Class
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| res['a_dict'] = __c_structure_a_dict(o['a_dict'], __c_type_a_dict)
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| File "", line 17, in structure_mapping
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| cattrs.errors.IterableValidationError: While structuring dict
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| Structuring class Class @ attribute a_dict
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+-+---------------- 1 ----------------
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| Traceback (most recent call last):
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| File "", line 5, in structure_mapping
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| ValueError: invalid literal for int() with base 10: 'a'
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| Structuring mapping value @ key 'str'
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+------------------------------------
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.. _`PEP 654 ExceptionGroup`: https://www.python.org/dev/peps/pep-0654/
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.. _`PEP 678`: https://www.python.org/dev/peps/pep-0678/
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Non-detailed validation
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-----------------------
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Non-detailed validation can be enabled by initializing any of the converters with ``detailed_validation=False``.
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In this mode, any errors during un/structuring will bubble up directly as soon as they happen

src/cattrs/gen.py

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lines.append(" errors.append(e)")
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lines.append(" if errors:")
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lines.append(
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f" raise IterableValidationError('While structuring {structure_to.__name__}', errors, __cattr_mapping_cl)"
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f" raise IterableValidationError('While structuring {cl!r}', errors, __cattr_mapping_cl)"
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)
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else:
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lines.append(f" res = {{{k_s}: {v_s} for k, v in mapping.items()}}")

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