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from __future__ import annotations import collections import contextlib import os.path import re import sys class ValidationError(ValueError): def __init__(self, error_msg, ctx=None): super().__init__(error_msg) self.error_msg = error_msg self.ctx = ctx def __str__(self): out = '\n' err = self while err.ctx is not None: out += f'==> {err.ctx}\n' err = err.error_msg out += f'=====> {err.error_msg}' return out MISSING = collections.namedtuple('Missing', ())() type(MISSING).__repr__ = lambda self: 'MISSING' @contextlib.contextmanager def validate_context(msg): try: yield except ValidationError as e: _, _, tb = sys.exc_info() raise ValidationError(e, ctx=msg).with_traceback(tb) from None @contextlib.contextmanager def reraise_as(tp): try: yield except ValidationError as e: _, _, tb = sys.exc_info() raise tp(e).with_traceback(tb) from None def _dct_noop(self, dct): pass def _check_optional(self, dct): if self.key not in dct: return with validate_context(f'At key: {self.key}'): self.check_fn(dct[self.key]) def _apply_default_optional(self, dct): dct.setdefault(self.key, self.default) def _remove_default_optional(self, dct): if dct.get(self.key, MISSING) == self.default: del dct[self.key] def _require_key(self, dct): if self.key not in dct: raise ValidationError(f'Missing required key: {self.key}') def _check_required(self, dct): _require_key(self, dct) _check_optional(self, dct) @property def _check_fn_recurse(self): def check_fn(val): validate(val, self.schema) return check_fn def _apply_default_required_recurse(self, dct): dct[self.key] = apply_defaults(dct[self.key], self.schema) def _remove_default_required_recurse(self, dct): dct[self.key] = remove_defaults(dct[self.key], self.schema) def _apply_default_optional_recurse(self, dct): if self.key not in dct: _apply_default_optional(self, dct) _apply_default_required_recurse(self, dct) def _remove_default_optional_recurse(self, dct): if self.key in dct: _remove_default_required_recurse(self, dct) _remove_default_optional(self, dct) def _get_check_conditional(inner): def _check_conditional(self, dct): if dct.get(self.condition_key, MISSING) == self.condition_value: inner(self, dct) elif ( self.condition_key in dct and self.ensure_absent and self.key in dct ): if hasattr(self.condition_value, 'describe_opposite'): explanation = self.condition_value.describe_opposite() else: explanation = f'is not {self.condition_value!r}' raise ValidationError( f'Expected {self.key} to be absent when {self.condition_key} ' f'{explanation}, found {self.key}: {dct[self.key]!r}', ) return _check_conditional def _apply_default_conditional_optional(self, dct): if dct.get(self.condition_key, MISSING) == self.condition_value: _apply_default_optional(self, dct) def _remove_default_conditional_optional(self, dct): if dct.get(self.condition_key, MISSING) == self.condition_value: _remove_default_optional(self, dct) def _apply_default_conditional_recurse(self, dct): if dct.get(self.condition_key, MISSING) == self.condition_value: _apply_default_required_recurse(self, dct) def _remove_default_conditional_recurse(self, dct): if dct.get(self.condition_key, MISSING) == self.condition_value: _remove_default_required_recurse(self, dct) def _no_additional_keys_check(self, dct): extra = sorted(set(dct) - set(self.keys)) if extra: extra_s = ', '.join(str(x) for x in extra) keys_s = ', '.join(str(x) for x in self.keys) raise ValidationError( f'Additional keys found: {extra_s}. ' f'Only these keys are allowed: {keys_s}', ) def _warn_additional_keys_check(self, dct): extra = sorted(set(dct) - set(self.keys)) if extra: self.callback(extra, self.keys, dct) Required = collections.namedtuple('Required', ('key', 'check_fn')) Required.check = _check_required Required.apply_default = _dct_noop Required.remove_default = _dct_noop RequiredRecurse = collections.namedtuple('RequiredRecurse', ('key', 'schema')) RequiredRecurse.check = _check_required RequiredRecurse.check_fn = _check_fn_recurse RequiredRecurse.apply_default = _apply_default_required_recurse RequiredRecurse.remove_default = _remove_default_required_recurse Optional = collections.namedtuple('Optional', ('key', 'check_fn', 'default')) Optional.check = _check_optional Optional.apply_default = _apply_default_optional Optional.remove_default = _remove_default_optional OptionalRecurse = collections.namedtuple( 'OptionalRecurse', ('key', 'schema', 'default'), ) OptionalRecurse.check = _check_optional OptionalRecurse.check_fn = _check_fn_recurse OptionalRecurse.apply_default = _apply_default_optional_recurse OptionalRecurse.remove_default = _remove_default_optional_recurse OptionalNoDefault = collections.namedtuple( 'OptionalNoDefault', ('key', 'check_fn'), ) OptionalNoDefault.check = _check_optional OptionalNoDefault.apply_default = _dct_noop OptionalNoDefault.remove_default = _dct_noop Conditional = collections.namedtuple( 'Conditional', ('key', 'check_fn', 'condition_key', 'condition_value', 'ensure_absent'), ) Conditional.__new__.__defaults__ = (False,) Conditional.check = _get_check_conditional(_check_required) Conditional.apply_default = _dct_noop Conditional.remove_default = _dct_noop ConditionalOptional = collections.namedtuple( 'ConditionalOptional', ( 'key', 'check_fn', 'default', 'condition_key', 'condition_value', 'ensure_absent', ), ) ConditionalOptional.__new__.__defaults__ = (False,) ConditionalOptional.check = _get_check_conditional(_check_optional) ConditionalOptional.apply_default = _apply_default_conditional_optional ConditionalOptional.remove_default = _remove_default_conditional_optional ConditionalRecurse = collections.namedtuple( 'ConditionalRecurse', ('key', 'schema', 'condition_key', 'condition_value', 'ensure_absent'), ) ConditionalRecurse.__new__.__defaults__ = (False,) ConditionalRecurse.check = _get_check_conditional(_check_required) ConditionalRecurse.check_fn = _check_fn_recurse ConditionalRecurse.apply_default = _apply_default_conditional_recurse ConditionalRecurse.remove_default = _remove_default_conditional_recurse NoAdditionalKeys = collections.namedtuple('NoAdditionalKeys', ('keys',)) NoAdditionalKeys.check = _no_additional_keys_check NoAdditionalKeys.apply_default = _dct_noop NoAdditionalKeys.remove_default = _dct_noop WarnAdditionalKeys = collections.namedtuple( 'WarnAdditionalKeys', ('keys', 'callback'), ) WarnAdditionalKeys.check = _warn_additional_keys_check WarnAdditionalKeys.apply_default = _dct_noop WarnAdditionalKeys.remove_default = _dct_noop class Map(collections.namedtuple('Map', ('object_name', 'id_key', 'items'))): __slots__ = () def __new__(cls, object_name, id_key, *items): return super().__new__(cls, object_name, id_key, items) def check(self, v): if not isinstance(v, dict): raise ValidationError( f'Expected a {self.object_name} map but got a ' f'{type(v).__name__}', ) if self.id_key is None: context = f'At {self.object_name}()' else: key_v_s = v.get(self.id_key, MISSING) context = f'At {self.object_name}({self.id_key}={key_v_s!r})' with validate_context(context): for item in self.items: item.check(v) def apply_defaults(self, v): ret = v.copy() for item in self.items: item.apply_default(ret) return ret def remove_defaults(self, v): ret = v.copy() for item in self.items: item.remove_default(ret) return ret class Array(collections.namedtuple('Array', ('of', 'allow_empty'))): __slots__ = () def __new__(cls, of, allow_empty=True): return super().__new__(cls, of=of, allow_empty=allow_empty) def check(self, v): check_array(check_any)(v) if not self.allow_empty and not v: raise ValidationError( f"Expected at least 1 '{self.of.object_name}'", ) for val in v: validate(val, self.of) def apply_defaults(self, v): return [apply_defaults(val, self.of) for val in v] def remove_defaults(self, v): return [remove_defaults(val, self.of) for val in v] class Not(collections.namedtuple('Not', ('val',))): __slots__ = () def describe_opposite(self): return f'is {self.val!r}' def __eq__(self, other): return other is not MISSING and other != self.val class NotIn(collections.namedtuple('NotIn', ('values',))): __slots__ = () def __new__(cls, *values): return super().__new__(cls, values=values) def describe_opposite(self): return f'is any of {self.values!r}' def __eq__(self, other): return other is not MISSING and other not in self.values class In(collections.namedtuple('In', ('values',))): __slots__ = () def __new__(cls, *values): return super().__new__(cls, values=values) def describe_opposite(self): return f'is not any of {self.values!r}' def __eq__(self, other): return other is not MISSING and other in self.values def check_any(_): pass def check_type(tp, typename=None): def check_type_fn(v): if not isinstance(v, tp): typename_s = typename or tp.__name__ raise ValidationError( f'Expected {typename_s} got {type(v).__name__}', ) return check_type_fn check_bool = check_type(bool) check_bytes = check_type(bytes) check_int = check_type(int) check_string = check_type(str, typename='string') check_text = check_type(str, typename='text') def check_one_of(possible): def check_one_of_fn(v): if v not in possible: possible_s = ', '.join(str(x) for x in sorted(possible)) raise ValidationError( f'Expected one of {possible_s} but got: {v!r}', ) return check_one_of_fn def check_regex(v): try: re.compile(v) except re.error: raise ValidationError(f'{v!r} is not a valid python regex') def check_array(inner_check): def check_array_fn(v): if not isinstance(v, (list, tuple)): raise ValidationError( f'Expected array but got {type(v).__name__!r}', ) for i, val in enumerate(v): with validate_context(f'At index {i}'): inner_check(val) return check_array_fn def check_and(*fns): def check(v): for fn in fns: fn(v) return check def validate(v, schema): schema.check(v) return v def apply_defaults(v, schema): return schema.apply_defaults(v) def remove_defaults(v, schema): return schema.remove_defaults(v) def load_from_filename( filename, schema, load_strategy, exc_tp=ValidationError, *, display_filename=None, ): display_filename = display_filename or filename with reraise_as(exc_tp): if not os.path.isfile(filename): raise ValidationError(f'{display_filename} is not a file') with validate_context(f'File {display_filename}'): try: with open(filename, encoding='utf-8') as f: contents = f.read() except UnicodeDecodeError as e: raise ValidationError(str(e)) try: data = load_strategy(contents) except Exception as e: raise ValidationError(str(e)) validate(data, schema) return apply_defaults(data, schema)
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