dbt-selly/dbt-env/lib/python3.8/site-packages/dbt/contracts/graph/model_config.py

567 lines
16 KiB
Python

from dataclasses import field, Field, dataclass
from enum import Enum
from itertools import chain
from typing import (
Any, List, Optional, Dict, Union, Type, TypeVar, Callable
)
from dbt.dataclass_schema import (
dbtClassMixin, ValidationError, register_pattern,
)
from dbt.contracts.graph.unparsed import AdditionalPropertiesAllowed
from dbt.exceptions import InternalException, CompilationException
from dbt.contracts.util import Replaceable, list_str
from dbt import hooks
from dbt.node_types import NodeType
M = TypeVar('M', bound='Metadata')
def _get_meta_value(cls: Type[M], fld: Field, key: str, default: Any) -> M:
# a metadata field might exist. If it does, it might have a matching key.
# If it has both, make sure the value is valid and return it. If it
# doesn't, return the default.
if fld.metadata:
value = fld.metadata.get(key, default)
else:
value = default
try:
return cls(value)
except ValueError as exc:
raise InternalException(
f'Invalid {cls} value: {value}'
) from exc
def _set_meta_value(
obj: M, key: str, existing: Optional[Dict[str, Any]] = None
) -> Dict[str, Any]:
if existing is None:
result = {}
else:
result = existing.copy()
result.update({key: obj})
return result
class Metadata(Enum):
@classmethod
def from_field(cls: Type[M], fld: Field) -> M:
default = cls.default_field()
key = cls.metadata_key()
return _get_meta_value(cls, fld, key, default)
def meta(
self, existing: Optional[Dict[str, Any]] = None
) -> Dict[str, Any]:
key = self.metadata_key()
return _set_meta_value(self, key, existing)
@classmethod
def default_field(cls) -> 'Metadata':
raise NotImplementedError('Not implemented')
@classmethod
def metadata_key(cls) -> str:
raise NotImplementedError('Not implemented')
class MergeBehavior(Metadata):
Append = 1
Update = 2
Clobber = 3
@classmethod
def default_field(cls) -> 'MergeBehavior':
return cls.Clobber
@classmethod
def metadata_key(cls) -> str:
return 'merge'
class ShowBehavior(Metadata):
Show = 1
Hide = 2
@classmethod
def default_field(cls) -> 'ShowBehavior':
return cls.Show
@classmethod
def metadata_key(cls) -> str:
return 'show_hide'
@classmethod
def should_show(cls, fld: Field) -> bool:
return cls.from_field(fld) == cls.Show
class CompareBehavior(Metadata):
Include = 1
Exclude = 2
@classmethod
def default_field(cls) -> 'CompareBehavior':
return cls.Include
@classmethod
def metadata_key(cls) -> str:
return 'compare'
@classmethod
def should_include(cls, fld: Field) -> bool:
return cls.from_field(fld) == cls.Include
def metas(*metas: Metadata) -> Dict[str, Any]:
existing: Dict[str, Any] = {}
for m in metas:
existing = m.meta(existing)
return existing
def _listify(value: Any) -> List:
if isinstance(value, list):
return value[:]
else:
return [value]
def _merge_field_value(
merge_behavior: MergeBehavior,
self_value: Any,
other_value: Any,
):
if merge_behavior == MergeBehavior.Clobber:
return other_value
elif merge_behavior == MergeBehavior.Append:
return _listify(self_value) + _listify(other_value)
elif merge_behavior == MergeBehavior.Update:
if not isinstance(self_value, dict):
raise InternalException(f'expected dict, got {self_value}')
if not isinstance(other_value, dict):
raise InternalException(f'expected dict, got {other_value}')
value = self_value.copy()
value.update(other_value)
return value
else:
raise InternalException(
f'Got an invalid merge_behavior: {merge_behavior}'
)
def insensitive_patterns(*patterns: str):
lowercased = []
for pattern in patterns:
lowercased.append(
''.join('[{}{}]'.format(s.upper(), s.lower()) for s in pattern)
)
return '^({})$'.format('|'.join(lowercased))
class Severity(str):
pass
register_pattern(Severity, insensitive_patterns('warn', 'error'))
@dataclass
class Hook(dbtClassMixin, Replaceable):
sql: str
transaction: bool = True
index: Optional[int] = None
T = TypeVar('T', bound='BaseConfig')
@dataclass
class BaseConfig(
AdditionalPropertiesAllowed, Replaceable
):
# enable syntax like: config['key']
def __getitem__(self, key):
return self.get(key)
# like doing 'get' on a dictionary
def get(self, key, default=None):
if hasattr(self, key):
return getattr(self, key)
elif key in self._extra:
return self._extra[key]
else:
return default
# enable syntax like: config['key'] = value
def __setitem__(self, key, value):
if hasattr(self, key):
setattr(self, key, value)
else:
self._extra[key] = value
def __delitem__(self, key):
if hasattr(self, key):
msg = (
'Error, tried to delete config key "{}": Cannot delete '
'built-in keys'
).format(key)
raise CompilationException(msg)
else:
del self._extra[key]
def _content_iterator(self, include_condition: Callable[[Field], bool]):
seen = set()
for fld, _ in self._get_fields():
seen.add(fld.name)
if include_condition(fld):
yield fld.name
for key in self._extra:
if key not in seen:
seen.add(key)
yield key
def __iter__(self):
yield from self._content_iterator(include_condition=lambda f: True)
def __len__(self):
return len(self._get_fields()) + len(self._extra)
@staticmethod
def compare_key(
unrendered: Dict[str, Any],
other: Dict[str, Any],
key: str,
) -> bool:
if key not in unrendered and key not in other:
return True
elif key not in unrendered and key in other:
return False
elif key in unrendered and key not in other:
return False
else:
return unrendered[key] == other[key]
@classmethod
def same_contents(
cls, unrendered: Dict[str, Any], other: Dict[str, Any]
) -> bool:
"""This is like __eq__, except it ignores some fields."""
seen = set()
for fld, target_name in cls._get_fields():
key = target_name
seen.add(key)
if CompareBehavior.should_include(fld):
if not cls.compare_key(unrendered, other, key):
return False
for key in chain(unrendered, other):
if key not in seen:
seen.add(key)
if not cls.compare_key(unrendered, other, key):
return False
return True
# This is used in 'add_config_call' to created the combined config_call_dict.
# 'meta' moved here from node
mergebehavior = {
"append": ['pre-hook', 'pre_hook', 'post-hook', 'post_hook', 'tags'],
"update": ['quoting', 'column_types', 'meta'],
}
@classmethod
def _merge_dicts(
cls, src: Dict[str, Any], data: Dict[str, Any]
) -> Dict[str, Any]:
"""Find all the items in data that match a target_field on this class,
and merge them with the data found in `src` for target_field, using the
field's specified merge behavior. Matching items will be removed from
`data` (but _not_ `src`!).
Returns a dict with the merge results.
That means this method mutates its input! Any remaining values in data
were not merged.
"""
result = {}
for fld, target_field in cls._get_fields():
if target_field not in data:
continue
data_attr = data.pop(target_field)
if target_field not in src:
result[target_field] = data_attr
continue
merge_behavior = MergeBehavior.from_field(fld)
self_attr = src[target_field]
result[target_field] = _merge_field_value(
merge_behavior=merge_behavior,
self_value=self_attr,
other_value=data_attr,
)
return result
def update_from(
self: T, data: Dict[str, Any], adapter_type: str, validate: bool = True
) -> T:
"""Given a dict of keys, update the current config from them, validate
it, and return a new config with the updated values
"""
# sadly, this is a circular import
from dbt.adapters.factory import get_config_class_by_name
dct = self.to_dict(omit_none=False)
adapter_config_cls = get_config_class_by_name(adapter_type)
self_merged = self._merge_dicts(dct, data)
dct.update(self_merged)
adapter_merged = adapter_config_cls._merge_dicts(dct, data)
dct.update(adapter_merged)
# any remaining fields must be "clobber"
dct.update(data)
# any validation failures must have come from the update
if validate:
self.validate(dct)
return self.from_dict(dct)
def finalize_and_validate(self: T) -> T:
dct = self.to_dict(omit_none=False)
self.validate(dct)
return self.from_dict(dct)
def replace(self, **kwargs):
dct = self.to_dict(omit_none=True)
mapping = self.field_mapping()
for key, value in kwargs.items():
new_key = mapping.get(key, key)
dct[new_key] = value
return self.from_dict(dct)
@dataclass
class SourceConfig(BaseConfig):
enabled: bool = True
@dataclass
class NodeAndTestConfig(BaseConfig):
enabled: bool = True
# these fields are included in serialized output, but are not part of
# config comparison (they are part of database_representation)
alias: Optional[str] = field(
default=None,
metadata=CompareBehavior.Exclude.meta(),
)
schema: Optional[str] = field(
default=None,
metadata=CompareBehavior.Exclude.meta(),
)
database: Optional[str] = field(
default=None,
metadata=CompareBehavior.Exclude.meta(),
)
tags: Union[List[str], str] = field(
default_factory=list_str,
metadata=metas(ShowBehavior.Hide,
MergeBehavior.Append,
CompareBehavior.Exclude),
)
meta: Dict[str, Any] = field(
default_factory=dict,
metadata=MergeBehavior.Update.meta(),
)
@dataclass
class NodeConfig(NodeAndTestConfig):
# Note: if any new fields are added with MergeBehavior, also update the
# 'mergebehavior' dictionary
materialized: str = 'view'
persist_docs: Dict[str, Any] = field(default_factory=dict)
post_hook: List[Hook] = field(
default_factory=list,
metadata=MergeBehavior.Append.meta(),
)
pre_hook: List[Hook] = field(
default_factory=list,
metadata=MergeBehavior.Append.meta(),
)
quoting: Dict[str, Any] = field(
default_factory=dict,
metadata=MergeBehavior.Update.meta(),
)
# This is actually only used by seeds. Should it be available to others?
# That would be a breaking change!
column_types: Dict[str, Any] = field(
default_factory=dict,
metadata=MergeBehavior.Update.meta(),
)
full_refresh: Optional[bool] = None
on_schema_change: Optional[str] = 'ignore'
@classmethod
def __pre_deserialize__(cls, data):
data = super().__pre_deserialize__(data)
field_map = {'post-hook': 'post_hook', 'pre-hook': 'pre_hook'}
# create a new dict because otherwise it gets overwritten in
# tests
new_dict = {}
for key in data:
new_dict[key] = data[key]
data = new_dict
for key in hooks.ModelHookType:
if key in data:
data[key] = [hooks.get_hook_dict(h) for h in data[key]]
for field_name in field_map:
if field_name in data:
new_name = field_map[field_name]
data[new_name] = data.pop(field_name)
return data
def __post_serialize__(self, dct):
dct = super().__post_serialize__(dct)
field_map = {'post_hook': 'post-hook', 'pre_hook': 'pre-hook'}
for field_name in field_map:
if field_name in dct:
dct[field_map[field_name]] = dct.pop(field_name)
return dct
# this is still used by jsonschema validation
@classmethod
def field_mapping(cls):
return {'post_hook': 'post-hook', 'pre_hook': 'pre-hook'}
@dataclass
class SeedConfig(NodeConfig):
materialized: str = 'seed'
quote_columns: Optional[bool] = None
@dataclass
class TestConfig(NodeAndTestConfig):
# this is repeated because of a different default
schema: Optional[str] = field(
default='dbt_test__audit',
metadata=CompareBehavior.Exclude.meta(),
)
materialized: str = 'test'
severity: Severity = Severity('ERROR')
store_failures: Optional[bool] = None
where: Optional[str] = None
limit: Optional[int] = None
fail_calc: str = 'count(*)'
warn_if: str = '!= 0'
error_if: str = '!= 0'
@classmethod
def same_contents(
cls, unrendered: Dict[str, Any], other: Dict[str, Any]
) -> bool:
"""This is like __eq__, except it explicitly checks certain fields."""
modifiers = [
'severity',
'where',
'limit',
'fail_calc',
'warn_if',
'error_if',
'store_failures'
]
seen = set()
for _, target_name in cls._get_fields():
key = target_name
seen.add(key)
if key in modifiers:
if not cls.compare_key(unrendered, other, key):
return False
return True
@dataclass
class EmptySnapshotConfig(NodeConfig):
materialized: str = 'snapshot'
@dataclass
class SnapshotConfig(EmptySnapshotConfig):
strategy: Optional[str] = None
unique_key: Optional[str] = None
target_schema: Optional[str] = None
target_database: Optional[str] = None
updated_at: Optional[str] = None
check_cols: Optional[Union[str, List[str]]] = None
@classmethod
def validate(cls, data):
super().validate(data)
if not data.get('strategy') or not data.get('unique_key') or not \
data.get('target_schema'):
raise ValidationError(
"Snapshots must be configured with a 'strategy', 'unique_key', "
"and 'target_schema'.")
if data.get('strategy') == 'check':
if not data.get('check_cols'):
raise ValidationError(
"A snapshot configured with the check strategy must "
"specify a check_cols configuration.")
if (isinstance(data['check_cols'], str) and
data['check_cols'] != 'all'):
raise ValidationError(
f"Invalid value for 'check_cols': {data['check_cols']}. "
"Expected 'all' or a list of strings.")
elif data.get('strategy') == 'timestamp':
if not data.get('updated_at'):
raise ValidationError(
"A snapshot configured with the timestamp strategy "
"must specify an updated_at configuration.")
if data.get('check_cols'):
raise ValidationError(
"A 'timestamp' snapshot should not have 'check_cols'")
# If the strategy is not 'check' or 'timestamp' it's a custom strategy,
# formerly supported with GenericSnapshotConfig
def finalize_and_validate(self):
data = self.to_dict(omit_none=True)
self.validate(data)
return self.from_dict(data)
RESOURCE_TYPES: Dict[NodeType, Type[BaseConfig]] = {
NodeType.Source: SourceConfig,
NodeType.Seed: SeedConfig,
NodeType.Test: TestConfig,
NodeType.Model: NodeConfig,
NodeType.Snapshot: SnapshotConfig,
}
# base resource types are like resource types, except nothing has mandatory
# configs.
BASE_RESOURCE_TYPES: Dict[NodeType, Type[BaseConfig]] = RESOURCE_TYPES.copy()
BASE_RESOURCE_TYPES.update({
NodeType.Snapshot: EmptySnapshotConfig
})
def get_config_for(resource_type: NodeType, base=False) -> Type[BaseConfig]:
if base:
lookup = BASE_RESOURCE_TYPES
else:
lookup = RESOURCE_TYPES
return lookup.get(resource_type, NodeConfig)