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unparsed.py
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from dbt.node_types import NodeType
from dbt.contracts.util import (
AdditionalPropertiesMixin,
Mergeable,
Replaceable,
)
# trigger the PathEncoder
import dbt.helper_types # noqa:F401
from dbt.exceptions import CompilationException
from dbt.dataclass_schema import (
dbtClassMixin, StrEnum, ExtensibleDbtClassMixin
)
from dataclasses import dataclass, field
from datetime import timedelta
from pathlib import Path
from typing import Optional, List, Union, Dict, Any, Sequence
@dataclass
class UnparsedBaseNode(dbtClassMixin, Replaceable):
package_name: str
root_path: str
path: str
original_file_path: str
@property
def file_id(self):
return f'{self.package_name}://{self.original_file_path}'
@dataclass
class HasSQL:
raw_sql: str
@property
def empty(self):
return not self.raw_sql.strip()
@dataclass
class UnparsedMacro(UnparsedBaseNode, HasSQL):
resource_type: NodeType = field(metadata={'restrict': [NodeType.Macro]})
@dataclass
class UnparsedGenericTest(UnparsedBaseNode, HasSQL):
resource_type: NodeType = field(metadata={'restrict': [NodeType.Macro]})
@dataclass
class UnparsedNode(UnparsedBaseNode, HasSQL):
name: str
resource_type: NodeType = field(metadata={'restrict': [
NodeType.Model,
NodeType.Analysis,
NodeType.Test,
NodeType.Snapshot,
NodeType.Operation,
NodeType.Seed,
NodeType.RPCCall,
NodeType.SqlOperation,
]})
@property
def search_name(self):
return self.name
@dataclass
class UnparsedRunHook(UnparsedNode):
resource_type: NodeType = field(
metadata={'restrict': [NodeType.Operation]}
)
index: Optional[int] = None
@dataclass
class Docs(dbtClassMixin, Replaceable):
show: bool = True
@dataclass
class HasDocs(AdditionalPropertiesMixin, ExtensibleDbtClassMixin,
Replaceable):
name: str
description: str = ''
meta: Dict[str, Any] = field(default_factory=dict)
data_type: Optional[str] = None
docs: Docs = field(default_factory=Docs)
_extra: Dict[str, Any] = field(default_factory=dict)
TestDef = Union[Dict[str, Any], str]
@dataclass
class HasTests(HasDocs):
tests: Optional[List[TestDef]] = None
def __post_init__(self):
if self.tests is None:
self.tests = []
@dataclass
class UnparsedColumn(HasTests):
quote: Optional[bool] = None
tags: List[str] = field(default_factory=list)
@dataclass
class HasColumnDocs(dbtClassMixin, Replaceable):
columns: Sequence[HasDocs] = field(default_factory=list)
@dataclass
class HasColumnTests(HasColumnDocs):
columns: Sequence[UnparsedColumn] = field(default_factory=list)
@dataclass
class HasYamlMetadata(dbtClassMixin):
original_file_path: str
yaml_key: str
package_name: str
@property
def file_id(self):
return f'{self.package_name}://{self.original_file_path}'
@dataclass
class HasConfig():
config: Dict[str, Any] = field(default_factory=dict)
@dataclass
class UnparsedAnalysisUpdate(HasConfig, HasColumnDocs, HasDocs, HasYamlMetadata):
pass
@dataclass
class UnparsedNodeUpdate(HasConfig, HasColumnTests, HasTests, HasYamlMetadata):
quote_columns: Optional[bool] = None
@dataclass
class MacroArgument(dbtClassMixin):
name: str
type: Optional[str] = None
description: str = ''
@dataclass
class UnparsedMacroUpdate(HasConfig, HasDocs, HasYamlMetadata):
arguments: List[MacroArgument] = field(default_factory=list)
class TimePeriod(StrEnum):
minute = 'minute'
hour = 'hour'
day = 'day'
def plural(self) -> str:
return str(self) + 's'
@dataclass
class Time(dbtClassMixin, Mergeable):
count: Optional[int] = None
period: Optional[TimePeriod] = None
def exceeded(self, actual_age: float) -> bool:
if self.period is None or self.count is None:
return False
kwargs: Dict[str, int] = {self.period.plural(): self.count}
difference = timedelta(**kwargs).total_seconds()
return actual_age > difference
def __bool__(self):
return self.count is not None and self.period is not None
@dataclass
class FreshnessThreshold(dbtClassMixin, Mergeable):
warn_after: Optional[Time] = field(default_factory=Time)
error_after: Optional[Time] = field(default_factory=Time)
filter: Optional[str] = None
def status(self, age: float) -> "dbt.contracts.results.FreshnessStatus":
from dbt.contracts.results import FreshnessStatus
if self.error_after and self.error_after.exceeded(age):
return FreshnessStatus.Error
elif self.warn_after and self.warn_after.exceeded(age):
return FreshnessStatus.Warn
else:
return FreshnessStatus.Pass
def __bool__(self):
return bool(self.warn_after) or bool(self.error_after)
@dataclass
class AdditionalPropertiesAllowed(
AdditionalPropertiesMixin,
ExtensibleDbtClassMixin
):
_extra: Dict[str, Any] = field(default_factory=dict)
@dataclass
class ExternalPartition(AdditionalPropertiesAllowed, Replaceable):
name: str = ''
description: str = ''
data_type: str = ''
meta: Dict[str, Any] = field(default_factory=dict)
def __post_init__(self):
if self.name == '' or self.data_type == '':
raise CompilationException(
'External partition columns must have names and data types'
)
@dataclass
class ExternalTable(AdditionalPropertiesAllowed, Mergeable):
location: Optional[str] = None
file_format: Optional[str] = None
row_format: Optional[str] = None
tbl_properties: Optional[str] = None
partitions: Optional[List[ExternalPartition]] = None
def __bool__(self):
return self.location is not None
@dataclass
class Quoting(dbtClassMixin, Mergeable):
database: Optional[bool] = None
schema: Optional[bool] = None
identifier: Optional[bool] = None
column: Optional[bool] = None
@dataclass
class UnparsedSourceTableDefinition(HasColumnTests, HasTests):
loaded_at_field: Optional[str] = None
identifier: Optional[str] = None
quoting: Quoting = field(default_factory=Quoting)
freshness: Optional[FreshnessThreshold] = field(
default_factory=FreshnessThreshold
)
external: Optional[ExternalTable] = None
tags: List[str] = field(default_factory=list)
def __post_serialize__(self, dct):
dct = super().__post_serialize__(dct)
if 'freshness' not in dct and self.freshness is None:
dct['freshness'] = None
return dct
@dataclass
class UnparsedSourceDefinition(dbtClassMixin, Replaceable):
name: str
description: str = ''
meta: Dict[str, Any] = field(default_factory=dict)
database: Optional[str] = None
schema: Optional[str] = None
loader: str = ''
quoting: Quoting = field(default_factory=Quoting)
freshness: Optional[FreshnessThreshold] = field(
default_factory=FreshnessThreshold
)
loaded_at_field: Optional[str] = None
tables: List[UnparsedSourceTableDefinition] = field(default_factory=list)
tags: List[str] = field(default_factory=list)
config: Dict[str, Any] = field(default_factory=dict)
@property
def yaml_key(self) -> 'str':
return 'sources'
def __post_serialize__(self, dct):
dct = super().__post_serialize__(dct)
if 'freshnewss' not in dct and self.freshness is None:
dct['freshness'] = None
return dct
@dataclass
class SourceTablePatch(dbtClassMixin):
name: str
description: Optional[str] = None
meta: Optional[Dict[str, Any]] = None
data_type: Optional[str] = None
docs: Optional[Docs] = None
loaded_at_field: Optional[str] = None
identifier: Optional[str] = None
quoting: Quoting = field(default_factory=Quoting)
freshness: Optional[FreshnessThreshold] = field(
default_factory=FreshnessThreshold
)
external: Optional[ExternalTable] = None
tags: Optional[List[str]] = None
tests: Optional[List[TestDef]] = None
columns: Optional[Sequence[UnparsedColumn]] = None
def to_patch_dict(self) -> Dict[str, Any]:
dct = self.to_dict(omit_none=True)
remove_keys = ('name')
for key in remove_keys:
if key in dct:
del dct[key]
if self.freshness is None:
dct['freshness'] = None
return dct
@dataclass
class SourcePatch(dbtClassMixin, Replaceable):
name: str = field(
metadata=dict(description='The name of the source to override'),
)
overrides: str = field(
metadata=dict(description='The package of the source to override'),
)
path: Path = field(
metadata=dict(description='The path to the patch-defining yml file'),
)
description: Optional[str] = None
meta: Optional[Dict[str, Any]] = None
database: Optional[str] = None
schema: Optional[str] = None
loader: Optional[str] = None
quoting: Optional[Quoting] = None
freshness: Optional[Optional[FreshnessThreshold]] = field(
default_factory=FreshnessThreshold
)
loaded_at_field: Optional[str] = None
tables: Optional[List[SourceTablePatch]] = None
tags: Optional[List[str]] = None
def to_patch_dict(self) -> Dict[str, Any]:
dct = self.to_dict(omit_none=True)
remove_keys = ('name', 'overrides', 'tables', 'path')
for key in remove_keys:
if key in dct:
del dct[key]
if self.freshness is None:
dct['freshness'] = None
return dct
def get_table_named(self, name: str) -> Optional[SourceTablePatch]:
if self.tables is not None:
for table in self.tables:
if table.name == name:
return table
return None
@dataclass
class UnparsedDocumentation(dbtClassMixin, Replaceable):
package_name: str
root_path: str
path: str
original_file_path: str
@property
def file_id(self):
return f'{self.package_name}://{self.original_file_path}'
@property
def resource_type(self):
return NodeType.Documentation
@dataclass
class UnparsedDocumentationFile(UnparsedDocumentation):
file_contents: str
# can't use total_ordering decorator here, as str provides an ordering already
# and it's not the one we want.
class Maturity(StrEnum):
low = 'low'
medium = 'medium'
high = 'high'
def __lt__(self, other):
if not isinstance(other, Maturity):
return NotImplemented
order = (Maturity.low, Maturity.medium, Maturity.high)
return order.index(self) < order.index(other)
def __gt__(self, other):
if not isinstance(other, Maturity):
return NotImplemented
return self != other and not (self < other)
def __ge__(self, other):
if not isinstance(other, Maturity):
return NotImplemented
return self == other or not (self < other)
def __le__(self, other):
if not isinstance(other, Maturity):
return NotImplemented
return self == other or self < other
class ExposureType(StrEnum):
Dashboard = 'dashboard'
Notebook = 'notebook'
Analysis = 'analysis'
ML = 'ml'
Application = 'application'
class MaturityType(StrEnum):
Low = 'low'
Medium = 'medium'
High = 'high'
@dataclass
class ExposureOwner(dbtClassMixin, Replaceable):
email: str
name: Optional[str] = None
@dataclass
class UnparsedExposure(dbtClassMixin, Replaceable):
name: str
type: ExposureType
owner: ExposureOwner
description: str = ''
maturity: Optional[MaturityType] = None
meta: Dict[str, Any] = field(default_factory=dict)
tags: List[str] = field(default_factory=list)
url: Optional[str] = None
depends_on: List[str] = field(default_factory=list)
@dataclass
class MetricFilter(dbtClassMixin, Replaceable):
field: str
operator: str
# TODO : Can we make this Any?
value: str
@dataclass
class UnparsedMetric(dbtClassMixin, Replaceable):
model: str
name: str
label: str
type: str
description: str = ''
sql: Optional[str] = None
timestamp: Optional[str] = None
time_grains: List[str] = field(default_factory=list)
dimensions: List[str] = field(default_factory=list)
filters: List[MetricFilter] = field(default_factory=list)
meta: Dict[str, Any] = field(default_factory=dict)
tags: List[str] = field(default_factory=list)