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selector_methods.py
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selector_methods.py
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import abc
from itertools import chain
from pathlib import Path
from typing import (
Any,
Callable,
Dict,
Iterator,
List,
Optional,
Set,
Tuple,
Type,
Union,
)
from dbt.contracts.graph.manifest import Manifest, WritableManifest
from dbt.contracts.graph.nodes import (
Exposure,
GenericTestNode,
ManifestNode,
Metric,
ResultNode,
SingularTestNode,
SourceDefinition,
)
from dbt.contracts.state import PreviousState
from dbt.dataclass_schema import StrEnum
from dbt.exceptions import DbtInternalError, DbtRuntimeError
from dbt.node_types import NodeType
from .graph import UniqueId
SELECTOR_GLOB = "*"
SELECTOR_DELIMITER = ":"
class MethodName(StrEnum):
FQN = "fqn"
Tag = "tag"
Source = "source"
Path = "path"
File = "file"
Package = "package"
Config = "config"
TestName = "test_name"
TestType = "test_type"
ResourceType = "resource_type"
State = "state"
Exposure = "exposure"
Metric = "metric"
Result = "result"
SourceStatus = "source_status"
def is_selected_node(fqn: List[str], node_selector: str):
# If qualified_name exactly matches model name (fqn's leaf), return True
if fqn[-1] == node_selector:
return True
# Flatten node parts. Dots in model names act as namespace separators
flat_fqn = [item for segment in fqn for item in segment.split(".")]
# Selector components cannot be more than fqn's
if len(flat_fqn) < len(node_selector.split(".")):
return False
for i, selector_part in enumerate(node_selector.split(".")):
# if we hit a GLOB, then this node is selected
if selector_part == SELECTOR_GLOB:
return True
elif flat_fqn[i] == selector_part:
continue
else:
return False
# if we get all the way down here, then the node is a match
return True
SelectorTarget = Union[SourceDefinition, ManifestNode, Exposure, Metric]
class SelectorMethod(metaclass=abc.ABCMeta):
def __init__(
self, manifest: Manifest, previous_state: Optional[PreviousState], arguments: List[str]
):
self.manifest: Manifest = manifest
self.previous_state = previous_state
self.arguments: List[str] = arguments
def parsed_nodes(
self, included_nodes: Set[UniqueId]
) -> Iterator[Tuple[UniqueId, ManifestNode]]:
for key, node in self.manifest.nodes.items():
unique_id = UniqueId(key)
if unique_id not in included_nodes:
continue
yield unique_id, node
def source_nodes(
self, included_nodes: Set[UniqueId]
) -> Iterator[Tuple[UniqueId, SourceDefinition]]:
for key, source in self.manifest.sources.items():
unique_id = UniqueId(key)
if unique_id not in included_nodes:
continue
yield unique_id, source
def exposure_nodes(self, included_nodes: Set[UniqueId]) -> Iterator[Tuple[UniqueId, Exposure]]:
for key, exposure in self.manifest.exposures.items():
unique_id = UniqueId(key)
if unique_id not in included_nodes:
continue
yield unique_id, exposure
def metric_nodes(self, included_nodes: Set[UniqueId]) -> Iterator[Tuple[UniqueId, Metric]]:
for key, metric in self.manifest.metrics.items():
unique_id = UniqueId(key)
if unique_id not in included_nodes:
continue
yield unique_id, metric
def all_nodes(
self, included_nodes: Set[UniqueId]
) -> Iterator[Tuple[UniqueId, SelectorTarget]]:
yield from chain(
self.parsed_nodes(included_nodes),
self.source_nodes(included_nodes),
self.exposure_nodes(included_nodes),
self.metric_nodes(included_nodes),
)
def configurable_nodes(
self, included_nodes: Set[UniqueId]
) -> Iterator[Tuple[UniqueId, ResultNode]]:
yield from chain(self.parsed_nodes(included_nodes), self.source_nodes(included_nodes))
def non_source_nodes(
self,
included_nodes: Set[UniqueId],
) -> Iterator[Tuple[UniqueId, Union[Exposure, ManifestNode, Metric]]]:
yield from chain(
self.parsed_nodes(included_nodes),
self.exposure_nodes(included_nodes),
self.metric_nodes(included_nodes),
)
@abc.abstractmethod
def search(
self,
included_nodes: Set[UniqueId],
selector: str,
) -> Iterator[UniqueId]:
raise NotImplementedError("subclasses should implement this")
class QualifiedNameSelectorMethod(SelectorMethod):
def node_is_match(self, qualified_name: str, fqn: List[str]) -> bool:
"""Determine if a qualified name matches an fqn for all package
names in the graph.
:param str qualified_name: The qualified name to match the nodes with
:param List[str] fqn: The node's fully qualified name in the graph.
"""
unscoped_fqn = fqn[1:]
if is_selected_node(fqn, qualified_name):
return True
# Match nodes across different packages
elif is_selected_node(unscoped_fqn, qualified_name):
return True
return False
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
"""Yield all nodes in the graph that match the selector.
:param str selector: The selector or node name
"""
parsed_nodes = list(self.parsed_nodes(included_nodes))
for node, real_node in parsed_nodes:
if self.node_is_match(selector, real_node.fqn):
yield node
class TagSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
"""yields nodes from included that have the specified tag"""
for node, real_node in self.all_nodes(included_nodes):
if selector in real_node.tags:
yield node
class SourceSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
"""yields nodes from included are the specified source."""
parts = selector.split(".")
target_package = SELECTOR_GLOB
if len(parts) == 1:
target_source, target_table = parts[0], None
elif len(parts) == 2:
target_source, target_table = parts
elif len(parts) == 3:
target_package, target_source, target_table = parts
else: # len(parts) > 3 or len(parts) == 0
msg = (
'Invalid source selector value "{}". Sources must be of the '
"form `${{source_name}}`, "
"`${{source_name}}.${{target_name}}`, or "
"`${{package_name}}.${{source_name}}.${{target_name}}"
).format(selector)
raise DbtRuntimeError(msg)
for node, real_node in self.source_nodes(included_nodes):
if target_package not in (real_node.package_name, SELECTOR_GLOB):
continue
if target_source not in (real_node.source_name, SELECTOR_GLOB):
continue
if target_table not in (None, real_node.name, SELECTOR_GLOB):
continue
yield node
class ExposureSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
parts = selector.split(".")
target_package = SELECTOR_GLOB
if len(parts) == 1:
target_name = parts[0]
elif len(parts) == 2:
target_package, target_name = parts
else:
msg = (
'Invalid exposure selector value "{}". Exposures must be of '
"the form ${{exposure_name}} or "
"${{exposure_package.exposure_name}}"
).format(selector)
raise DbtRuntimeError(msg)
for node, real_node in self.exposure_nodes(included_nodes):
if target_package not in (real_node.package_name, SELECTOR_GLOB):
continue
if target_name not in (real_node.name, SELECTOR_GLOB):
continue
yield node
class MetricSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
parts = selector.split(".")
target_package = SELECTOR_GLOB
if len(parts) == 1:
target_name = parts[0]
elif len(parts) == 2:
target_package, target_name = parts
else:
msg = (
'Invalid metric selector value "{}". Metrics must be of '
"the form ${{metric_name}} or "
"${{metric_package.metric_name}}"
).format(selector)
raise DbtRuntimeError(msg)
for node, real_node in self.metric_nodes(included_nodes):
if target_package not in (real_node.package_name, SELECTOR_GLOB):
continue
if target_name not in (real_node.name, SELECTOR_GLOB):
continue
yield node
class PathSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
"""Yields nodes from included that match the given path."""
# use '.' and not 'root' for easy comparison
root = Path.cwd()
paths = set(p.relative_to(root) for p in root.glob(selector))
for node, real_node in self.all_nodes(included_nodes):
ofp = Path(real_node.original_file_path)
if ofp in paths:
yield node
elif any(parent in paths for parent in ofp.parents):
yield node
class FileSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
"""Yields nodes from included that match the given file name."""
for node, real_node in self.all_nodes(included_nodes):
if Path(real_node.original_file_path).name == selector:
yield node
class PackageSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
"""Yields nodes from included that have the specified package"""
for node, real_node in self.all_nodes(included_nodes):
if selector == ".":
if real_node.package_name == self.manifest.metadata.project_name:
yield node
elif real_node.package_name == selector:
yield node
def _getattr_descend(obj: Any, attrs: List[str]) -> Any:
value = obj
for attr in attrs:
try:
value = getattr(value, attr)
except AttributeError:
# if it implements getitem (dict, list, ...), use that. On failure,
# raise an attribute error instead of the KeyError, TypeError, etc.
# that arbitrary getitem calls might raise
try:
value = value[attr]
except Exception as exc:
raise AttributeError(f"'{type(value)}' object has no attribute '{attr}'") from exc
return value
class CaseInsensitive(str):
def __eq__(self, other):
if isinstance(other, str):
return self.upper() == other.upper()
else:
return self.upper() == other
class ConfigSelectorMethod(SelectorMethod):
def search(
self,
included_nodes: Set[UniqueId],
selector: Any,
) -> Iterator[UniqueId]:
parts = self.arguments
# special case: if the user wanted to compare test severity,
# make the comparison case-insensitive
if parts == ["severity"]:
selector = CaseInsensitive(selector)
# search sources is kind of useless now source configs only have
# 'enabled', which you can't really filter on anyway, but maybe we'll
# add more someday, so search them anyway.
for node, real_node in self.configurable_nodes(included_nodes):
try:
value = _getattr_descend(real_node.config, parts)
except AttributeError:
continue
else:
if isinstance(value, list):
if (
(selector in value)
or (CaseInsensitive(selector) == "true" and True in value)
or (CaseInsensitive(selector) == "false" and False in value)
):
yield node
else:
if (
(selector == value)
or (CaseInsensitive(selector) == "true" and value is True)
or (CaseInsensitive(selector) == "false")
and value is False
):
yield node
class ResourceTypeSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
try:
resource_type = NodeType(selector)
except ValueError as exc:
raise DbtRuntimeError(f'Invalid resource_type selector "{selector}"') from exc
for node, real_node in self.parsed_nodes(included_nodes):
if real_node.resource_type == resource_type:
yield node
class TestNameSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
for node, real_node in self.parsed_nodes(included_nodes):
if real_node.resource_type == NodeType.Test and hasattr(real_node, "test_metadata"):
if real_node.test_metadata.name == selector: # type: ignore[union-attr]
yield node
class TestTypeSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
search_type: Type
# continue supporting 'schema' + 'data' for backwards compatibility
if selector in ("generic", "schema"):
search_type = GenericTestNode
elif selector in ("singular", "data"):
search_type = SingularTestNode
else:
raise DbtRuntimeError(
f'Invalid test type selector {selector}: expected "generic" or ' '"singular"'
)
for node, real_node in self.parsed_nodes(included_nodes):
if isinstance(real_node, search_type):
yield node
class StateSelectorMethod(SelectorMethod):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.modified_macros: Optional[List[str]] = None
def _macros_modified(self) -> List[str]:
# we checked in the caller!
if self.previous_state is None or self.previous_state.manifest is None:
raise DbtInternalError("No comparison manifest in _macros_modified")
old_macros = self.previous_state.manifest.macros
new_macros = self.manifest.macros
modified = []
for uid, macro in new_macros.items():
if uid in old_macros:
old_macro = old_macros[uid]
if macro.macro_sql != old_macro.macro_sql:
modified.append(uid)
else:
modified.append(uid)
for uid, macro in old_macros.items():
if uid not in new_macros:
modified.append(uid)
return modified
def recursively_check_macros_modified(self, node, visited_macros):
if not hasattr(node, "depends_on"):
return False
for macro_uid in node.depends_on.macros:
if macro_uid in visited_macros:
continue
visited_macros.append(macro_uid)
if macro_uid in self.modified_macros:
return True
# this macro hasn't been modified, but depends on other
# macros which each need to be tested for modification
macro_node = self.manifest.macros[macro_uid]
if len(macro_node.depends_on.macros) > 0:
upstream_macros_changed = self.recursively_check_macros_modified(
macro_node, visited_macros
)
if upstream_macros_changed:
return True
continue
# this macro hasn't been modified, but we haven't checked
# the other macros the node depends on, so keep looking
if len(node.depends_on.macros) > len(visited_macros):
continue
return False
def check_macros_modified(self, node):
# check if there are any changes in macros the first time
if self.modified_macros is None:
self.modified_macros = self._macros_modified()
# no macros have been modified, skip looping entirely
if not self.modified_macros:
return False
# recursively loop through upstream macros to see if any is modified
else:
visited_macros = []
return self.recursively_check_macros_modified(node, visited_macros)
# TODO check modifed_content and check_modified macro seems a bit redundent
def check_modified_content(self, old: Optional[SelectorTarget], new: SelectorTarget) -> bool:
different_contents = not new.same_contents(old) # type: ignore
upstream_macro_change = self.check_macros_modified(new)
return different_contents or upstream_macro_change
def check_modified_macros(self, _, new: SelectorTarget) -> bool:
return self.check_macros_modified(new)
@staticmethod
def check_modified_factory(
compare_method: str,
) -> Callable[[Optional[SelectorTarget], SelectorTarget], bool]:
# get a function that compares two selector target based on compare method provided
def check_modified_things(old: Optional[SelectorTarget], new: SelectorTarget) -> bool:
if hasattr(new, compare_method):
# when old body does not exist or old and new are not the same
return not old or not getattr(new, compare_method)(old) # type: ignore
else:
return False
return check_modified_things
def check_new(self, old: Optional[SelectorTarget], new: SelectorTarget) -> bool:
return old is None
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
if self.previous_state is None or self.previous_state.manifest is None:
raise DbtRuntimeError("Got a state selector method, but no comparison manifest")
state_checks = {
# it's new if there is no old version
"new": lambda old, _: old is None,
# use methods defined above to compare properties of old + new
"modified": self.check_modified_content,
"modified.body": self.check_modified_factory("same_body"),
"modified.configs": self.check_modified_factory("same_config"),
"modified.persisted_descriptions": self.check_modified_factory(
"same_persisted_description"
),
"modified.relation": self.check_modified_factory("same_database_representation"),
"modified.macros": self.check_modified_macros,
}
if selector in state_checks:
checker = state_checks[selector]
else:
raise DbtRuntimeError(
f'Got an invalid selector "{selector}", expected one of ' f'"{list(state_checks)}"'
)
manifest: WritableManifest = self.previous_state.manifest
for node, real_node in self.all_nodes(included_nodes):
previous_node: Optional[SelectorTarget] = None
if node in manifest.nodes:
previous_node = manifest.nodes[node]
elif node in manifest.sources:
previous_node = manifest.sources[node]
elif node in manifest.exposures:
previous_node = manifest.exposures[node]
elif node in manifest.metrics:
previous_node = manifest.metrics[node]
if checker(previous_node, real_node):
yield node
class ResultSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
if self.previous_state is None or self.previous_state.results is None:
raise DbtInternalError("No comparison run_results")
matches = set(
result.unique_id for result in self.previous_state.results if result.status == selector
)
for node, real_node in self.all_nodes(included_nodes):
if node in matches:
yield node
class SourceStatusSelectorMethod(SelectorMethod):
def search(self, included_nodes: Set[UniqueId], selector: str) -> Iterator[UniqueId]:
if self.previous_state is None or self.previous_state.sources is None:
raise DbtInternalError(
"No previous state comparison freshness results in sources.json"
)
elif self.previous_state.sources_current is None:
raise DbtInternalError("No current state comparison freshness results in sources.json")
current_state_sources = {
result.unique_id: getattr(result, "max_loaded_at", 0)
for result in self.previous_state.sources_current.results
if hasattr(result, "max_loaded_at")
}
current_state_sources_runtime_error = {
result.unique_id
for result in self.previous_state.sources_current.results
if not hasattr(result, "max_loaded_at")
}
previous_state_sources = {
result.unique_id: getattr(result, "max_loaded_at", 0)
for result in self.previous_state.sources.results
if hasattr(result, "max_loaded_at")
}
previous_state_sources_runtime_error = {
result.unique_id
for result in self.previous_state.sources_current.results
if not hasattr(result, "max_loaded_at")
}
matches = set()
if selector == "fresher":
for unique_id in current_state_sources:
if unique_id not in previous_state_sources:
matches.add(unique_id)
elif current_state_sources[unique_id] > previous_state_sources[unique_id]:
matches.add(unique_id)
for unique_id in matches:
if (
unique_id in previous_state_sources_runtime_error
or unique_id in current_state_sources_runtime_error
):
matches.remove(unique_id)
for node, real_node in self.all_nodes(included_nodes):
if node in matches:
yield node
class MethodManager:
SELECTOR_METHODS: Dict[MethodName, Type[SelectorMethod]] = {
MethodName.FQN: QualifiedNameSelectorMethod,
MethodName.Tag: TagSelectorMethod,
MethodName.Source: SourceSelectorMethod,
MethodName.Path: PathSelectorMethod,
MethodName.File: FileSelectorMethod,
MethodName.Package: PackageSelectorMethod,
MethodName.Config: ConfigSelectorMethod,
MethodName.TestName: TestNameSelectorMethod,
MethodName.TestType: TestTypeSelectorMethod,
MethodName.ResourceType: ResourceTypeSelectorMethod,
MethodName.State: StateSelectorMethod,
MethodName.Exposure: ExposureSelectorMethod,
MethodName.Metric: MetricSelectorMethod,
MethodName.Result: ResultSelectorMethod,
MethodName.SourceStatus: SourceStatusSelectorMethod,
}
def __init__(
self,
manifest: Manifest,
previous_state: Optional[PreviousState],
):
self.manifest = manifest
self.previous_state = previous_state
def get_method(self, method: MethodName, method_arguments: List[str]) -> SelectorMethod:
if method not in self.SELECTOR_METHODS:
raise DbtInternalError(
f'Method name "{method}" is a valid node selection '
f"method name, but it is not handled"
)
cls: Type[SelectorMethod] = self.SELECTOR_METHODS[method]
return cls(self.manifest, self.previous_state, method_arguments)