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schemas.py
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import datetime
import time
from abc import ABCMeta, abstractmethod
from dataclasses import dataclass, field
from typing import Any, Callable, Dict, Generic, Iterable, List, Optional, Type, TypeVar
from dbt.artifacts.resources import RefArgs
from dbt.artifacts.resources.v1.model import CustomGranularity, TimeSpine
from dbt.clients.jinja_static import statically_parse_ref_or_source
from dbt.clients.yaml_helper import load_yaml_text
from dbt.config import RuntimeConfig
from dbt.context.configured import SchemaYamlVars, generate_schema_yml_context
from dbt.context.context_config import ContextConfig
from dbt.contracts.files import SchemaSourceFile, SourceFile
from dbt.contracts.graph.manifest import Manifest
from dbt.contracts.graph.nodes import (
ModelNode,
ParsedMacroPatch,
ParsedNodePatch,
ParsedSingularTestPatch,
UnpatchedSourceDefinition,
)
from dbt.contracts.graph.unparsed import (
HasColumnDocs,
HasColumnTests,
SourcePatch,
UnparsedAnalysisUpdate,
UnparsedMacroUpdate,
UnparsedModelUpdate,
UnparsedNodeUpdate,
UnparsedSingularTestUpdate,
UnparsedSourceDefinition,
)
from dbt.events.types import (
MacroNotFoundForPatch,
NoNodeForYamlKey,
UnsupportedConstraintMaterialization,
ValidationWarning,
WrongResourceSchemaFile,
)
from dbt.exceptions import (
DbtInternalError,
DuplicateMacroPatchNameError,
DuplicatePatchPathError,
DuplicateSourcePatchNameError,
InvalidAccessTypeError,
JSONValidationError,
ParsingError,
YamlLoadError,
YamlParseDictError,
YamlParseListError,
)
from dbt.node_types import AccessType, NodeType
from dbt.parser.base import SimpleParser
from dbt.parser.common import (
ParserRef,
TargetBlock,
TestBlock,
VersionedTestBlock,
YamlBlock,
schema_file_keys_to_resource_types,
trimmed,
)
from dbt.parser.schema_generic_tests import SchemaGenericTestParser
from dbt.parser.schema_renderer import SchemaYamlRenderer
from dbt.parser.search import FileBlock
from dbt.utils import coerce_dict_str
from dbt_common.contracts.constraints import ConstraintType, ModelLevelConstraint
from dbt_common.dataclass_schema import ValidationError, dbtClassMixin
from dbt_common.events import EventLevel
from dbt_common.events.functions import fire_event, warn_or_error
from dbt_common.events.types import Note
from dbt_common.exceptions import DbtValidationError
from dbt_common.utils import deep_merge
# ===============================================================================
# Schema Parser classes
#
# The SchemaParser is a subclass of the SimpleParser from base.py, as is
# the SchemaGenericTestParser. The schema sub-parsers are all subclasses of
# the YamlReader parsing class. Most of the action in creating SourceDefinition
# nodes actually happens in the SourcePatcher class, in sources.py, which is
# called as a late-stage parsing step in manifest.py.
#
# The "patch" parsers read yaml config and properties and apply them to
# nodes that were already created from sql files.
#
# The SchemaParser and SourcePatcher both use the SchemaGenericTestParser
# (in schema_generic_tests.py) to create generic test nodes.
#
# YamlReader
# MetricParser (metrics) [schema_yaml_readers.py]
# ExposureParser (exposures) [schema_yaml_readers.py]
# GroupParser (groups) [schema_yaml_readers.py]
# SourceParser (sources)
# PatchParser
# MacroPatchParser (macros)
# NodePatchParser
# ModelPatchParser (models)
# AnalysisPatchParser (analyses)
# TestablePatchParser (seeds, snapshots)
#
# ===============================================================================
def yaml_from_file(source_file: SchemaSourceFile) -> Optional[Dict[str, Any]]:
"""If loading the yaml fails, raise an exception."""
try:
# source_file.contents can sometimes be None
contents = load_yaml_text(source_file.contents or "", source_file.path)
if contents is None:
return contents
if not isinstance(contents, dict):
raise DbtValidationError(
f"Contents of file '{source_file.original_file_path}' are not valid. Dictionary expected."
)
# When loaded_loaded_at_field is defined as None or null, it shows up in
# the dict but when it is not defined, it does not show up in the dict
# We need to capture this to be able to override source level settings later.
for source in contents.get("sources", []):
for table in source.get("tables", []):
if "loaded_at_field" in table:
table["loaded_at_field_present"] = True
return contents
except DbtValidationError as e:
raise YamlLoadError(
project_name=source_file.project_name, path=source_file.path.relative_path, exc=e
)
# This is the main schema file parser, but almost everything happens in the
# the schema sub-parsers.
class SchemaParser(SimpleParser[YamlBlock, ModelNode]):
def __init__(
self,
project: RuntimeConfig,
manifest: Manifest,
root_project: RuntimeConfig,
) -> None:
super().__init__(project, manifest, root_project)
self.generic_test_parser = SchemaGenericTestParser(project, manifest, root_project)
self.schema_yaml_vars = SchemaYamlVars()
self.render_ctx = generate_schema_yml_context(
self.root_project, self.project.project_name, self.schema_yaml_vars
)
# This is unnecessary, but mypy was requiring it. Clean up parser code so
# we don't have to do this.
def parse_from_dict(self, dct):
pass
@classmethod
def get_compiled_path(cls, block: FileBlock) -> str:
# should this raise an error?
return block.path.relative_path
@property
def resource_type(self) -> NodeType:
return NodeType.Test
def parse_file(self, block: FileBlock, dct: Optional[Dict] = None) -> None:
assert isinstance(block.file, SchemaSourceFile)
# If partially parsing, dct should be from pp_dict, otherwise
# dict_from_yaml
if dct:
# contains the FileBlock and the data (dictionary)
yaml_block = YamlBlock.from_file_block(block, dct)
parser: YamlReader
# There are 9 different yaml lists which are parsed by different parsers:
# Model, Seed, Snapshot, Source, Macro, Analysis, Exposure, Metric, Group
# ModelPatchParser.parse()
if "models" in dct:
# the models are already in the manifest as nodes when we reach this code,
# even if they are disabled in the schema file
model_parse_result = ModelPatchParser(self, yaml_block, "models").parse()
for versioned_test_block in model_parse_result.versioned_test_blocks:
self.generic_test_parser.parse_versioned_tests(versioned_test_block)
# PatchParser.parse()
if "seeds" in dct:
seed_parse_result = TestablePatchParser(self, yaml_block, "seeds").parse()
for test_block in seed_parse_result.test_blocks:
self.generic_test_parser.parse_tests(test_block)
# PatchParser.parse()
if "snapshots" in dct:
self._add_yaml_snapshot_nodes_to_manifest(dct["snapshots"], block)
snapshot_parse_result = TestablePatchParser(self, yaml_block, "snapshots").parse()
for test_block in snapshot_parse_result.test_blocks:
self.generic_test_parser.parse_tests(test_block)
# This parser uses SourceParser.parse() which doesn't return
# any test blocks. Source tests are handled at a later point
# in the process.
if "sources" in dct:
parser = SourceParser(self, yaml_block, "sources")
parser.parse()
# PatchParser.parse() (but never test_blocks)
if "macros" in dct:
parser = MacroPatchParser(self, yaml_block, "macros")
parser.parse()
if "data_tests" in dct:
parser = SingularTestPatchParser(self, yaml_block, "data_tests")
try:
parser.parse()
except ParsingError as e:
fire_event(
Note(
msg=f"Unable to parse 'data_tests' section of file '{block.path.original_file_path}'\n{e}",
),
EventLevel.WARN,
)
# PatchParser.parse() (but never test_blocks)
if "analyses" in dct:
parser = AnalysisPatchParser(self, yaml_block, "analyses")
parser.parse()
# ExposureParser.parse()
if "exposures" in dct:
from dbt.parser.schema_yaml_readers import ExposureParser
exp_parser = ExposureParser(self, yaml_block)
exp_parser.parse()
# MetricParser.parse()
if "metrics" in dct:
from dbt.parser.schema_yaml_readers import MetricParser
metric_parser = MetricParser(self, yaml_block)
metric_parser.parse()
# GroupParser.parse()
if "groups" in dct:
from dbt.parser.schema_yaml_readers import GroupParser
group_parser = GroupParser(self, yaml_block)
group_parser.parse()
if "semantic_models" in dct:
from dbt.parser.schema_yaml_readers import SemanticModelParser
semantic_model_parser = SemanticModelParser(self, yaml_block)
semantic_model_parser.parse()
if "unit_tests" in dct:
from dbt.parser.unit_tests import UnitTestParser
unit_test_parser = UnitTestParser(self, yaml_block)
unit_test_parser.parse()
if "saved_queries" in dct:
from dbt.parser.schema_yaml_readers import SavedQueryParser
saved_query_parser = SavedQueryParser(self, yaml_block)
saved_query_parser.parse()
def _add_yaml_snapshot_nodes_to_manifest(
self, snapshots: List[Dict[str, Any]], block: FileBlock
) -> None:
"""We support the creation of simple snapshots in yaml, without an
accompanying SQL definition. For such snapshots, the user must supply
a 'relation' property to indicate the target of the snapshot. This
function looks for such snapshots and adds a node to manifest for each
one we find, since they were not added during SQL parsing."""
rebuild_refs = False
for snapshot in snapshots:
if "relation" in snapshot:
from dbt.parser import SnapshotParser
if "name" not in snapshot:
raise ParsingError("A snapshot must define the 'name' property. ")
# Reuse the logic of SnapshotParser as far as possible to create
# a new node we can add to the manifest.
parser = SnapshotParser(self.project, self.manifest, self.root_project)
fqn = parser.get_fqn_prefix(block.path.relative_path)
fqn.append(snapshot["name"])
snapshot_node = parser._create_parsetime_node(
block,
self.get_compiled_path(block),
parser.initial_config(fqn),
fqn,
snapshot["name"],
)
# Parse the expected ref() or source() expression given by
# 'relation' so that we know what we are snapshotting.
source_or_ref = statically_parse_ref_or_source(snapshot["relation"])
if isinstance(source_or_ref, RefArgs):
snapshot_node.refs.append(source_or_ref)
else:
snapshot_node.sources.append(source_or_ref)
# Implement the snapshot SQL as a simple select *
snapshot_node.raw_code = "select * from {{ " + snapshot["relation"] + " }}"
# Add our new node to the manifest, and note that ref lookup collections
# will need to be rebuilt. This adds the node unique_id to the "snapshots"
# list in the SchemaSourceFile.
self.manifest.add_node(block.file, snapshot_node)
rebuild_refs = True
if rebuild_refs:
self.manifest.rebuild_ref_lookup()
Parsed = TypeVar(
"Parsed", UnpatchedSourceDefinition, ParsedNodePatch, ParsedMacroPatch, ParsedSingularTestPatch
)
NodeTarget = TypeVar("NodeTarget", UnparsedNodeUpdate, UnparsedAnalysisUpdate, UnparsedModelUpdate)
NonSourceTarget = TypeVar(
"NonSourceTarget",
UnparsedNodeUpdate,
UnparsedAnalysisUpdate,
UnparsedMacroUpdate,
UnparsedModelUpdate,
UnparsedSingularTestUpdate,
)
@dataclass
class ParseResult:
test_blocks: List[TestBlock] = field(default_factory=list)
versioned_test_blocks: List[VersionedTestBlock] = field(default_factory=list)
# abstract base class (ABCMeta)
# Many subclasses: MetricParser, ExposureParser, GroupParser, SourceParser,
# PatchParser, SemanticModelParser, SavedQueryParser, UnitTestParser
class YamlReader(metaclass=ABCMeta):
def __init__(self, schema_parser: SchemaParser, yaml: YamlBlock, key: str) -> None:
self.schema_parser: SchemaParser = schema_parser
# key: models, seeds, snapshots, sources, macros,
# analyses, exposures, unit_tests
self.key: str = key
self.yaml: YamlBlock = yaml
self.schema_yaml_vars: SchemaYamlVars = SchemaYamlVars()
self.render_ctx = generate_schema_yml_context(
self.schema_parser.root_project,
self.schema_parser.project.project_name,
self.schema_yaml_vars,
)
self.renderer: SchemaYamlRenderer = SchemaYamlRenderer(self.render_ctx, self.key)
@property
def manifest(self) -> Manifest:
return self.schema_parser.manifest
@property
def project(self) -> RuntimeConfig:
return self.schema_parser.project
@property
def default_database(self) -> str:
return self.schema_parser.default_database
@property
def root_project(self) -> RuntimeConfig:
return self.schema_parser.root_project
# for the different schema subparsers ('models', 'source', etc)
# get the list of dicts pointed to by the key in the yaml config,
# ensure that the dicts have string keys
def get_key_dicts(self) -> Iterable[Dict[str, Any]]:
data = self.yaml.data.get(self.key, [])
if not isinstance(data, list):
raise ParsingError(
"{} must be a list, got {} instead: ({})".format(
self.key, type(data), trimmed(str(data))
)
)
path = self.yaml.path.original_file_path
# for each dict in the data (which is a list of dicts)
for entry in data:
# check that entry is a dict and that all dict values
# are strings
if coerce_dict_str(entry) is None:
raise YamlParseListError(path, self.key, data, "expected a dict with string keys")
if "name" not in entry and "model" not in entry:
raise ParsingError("Entry did not contain a name")
unrendered_config = {}
if "config" in entry:
unrendered_config = entry["config"]
unrendered_version_configs = {}
if "versions" in entry:
for version in entry["versions"]:
if "v" in version:
unrendered_version_configs[version["v"]] = version.get("config", {})
# For sources
unrendered_database = entry.get("database", None)
unrendered_schema = entry.get("schema", None)
# Render the data (except for tests, data_tests and descriptions).
# See the SchemaYamlRenderer
entry = self.render_entry(entry)
schema_file = self.yaml.file
assert isinstance(schema_file, SchemaSourceFile)
if unrendered_config:
schema_file.add_unrendered_config(unrendered_config, self.key, entry["name"])
for version, unrendered_version_config in unrendered_version_configs.items():
schema_file.add_unrendered_config(
unrendered_version_config, self.key, entry["name"], version
)
if unrendered_database:
schema_file.add_unrendered_database(self.key, entry["name"], unrendered_database)
if unrendered_schema:
schema_file.add_unrendered_schema(self.key, entry["name"], unrendered_schema)
if self.schema_yaml_vars.env_vars:
self.schema_parser.manifest.env_vars.update(self.schema_yaml_vars.env_vars)
for var in self.schema_yaml_vars.env_vars.keys():
schema_file.add_env_var(var, self.key, entry["name"])
self.schema_yaml_vars.env_vars = {}
yield entry
def render_entry(self, dct):
try:
# This does a deep_map which will fail if there are circular references
dct = self.renderer.render_data(dct)
except ParsingError as exc:
raise ParsingError(
f"Failed to render {self.yaml.file.path.original_file_path} from "
f"project {self.project.project_name}: {exc}"
) from exc
return dct
@abstractmethod
def parse(self) -> Optional[ParseResult]:
raise NotImplementedError("parse is abstract")
T = TypeVar("T", bound=dbtClassMixin)
# This parses the 'sources' keys in yaml files.
class SourceParser(YamlReader):
def _target_from_dict(self, cls: Type[T], data: Dict[str, Any]) -> T:
path = self.yaml.path.original_file_path
try:
cls.validate(data)
return cls.from_dict(data)
except (ValidationError, JSONValidationError) as exc:
raise YamlParseDictError(path, self.key, data, exc)
# This parse method takes the yaml dictionaries in 'sources' keys and uses them
# to create UnparsedSourceDefinition objects. They are then turned
# into UnpatchedSourceDefinition objects in 'add_source_definitions'
# or SourcePatch objects in 'add_source_patch'
def parse(self) -> ParseResult:
# get a verified list of dicts for the key handled by this parser
for data in self.get_key_dicts():
data = self.project.credentials.translate_aliases(data, recurse=True)
is_override = "overrides" in data
if is_override:
data["path"] = self.yaml.path.original_file_path
patch = self._target_from_dict(SourcePatch, data)
assert isinstance(self.yaml.file, SchemaSourceFile)
source_file = self.yaml.file
# source patches must be unique
key = (patch.overrides, patch.name)
if key in self.manifest.source_patches:
raise DuplicateSourcePatchNameError(patch, self.manifest.source_patches[key])
self.manifest.source_patches[key] = patch
source_file.source_patches.append(key)
else:
source = self._target_from_dict(UnparsedSourceDefinition, data)
# Store unrendered_database and unrendered_schema for state:modified comparisons
if isinstance(self.yaml.file, SchemaSourceFile):
source.unrendered_database = self.yaml.file.get_unrendered_database(
"sources", source.name
)
source.unrendered_schema = self.yaml.file.get_unrendered_schema(
"sources", source.name
)
self.add_source_definitions(source)
return ParseResult()
def add_source_definitions(self, source: UnparsedSourceDefinition) -> None:
package_name = self.project.project_name
original_file_path = self.yaml.path.original_file_path
fqn_path = self.yaml.path.relative_path
for table in source.tables:
unique_id = ".".join([NodeType.Source, package_name, source.name, table.name])
# the FQN is project name / path elements /source_name /table_name
fqn = self.schema_parser.get_fqn_prefix(fqn_path)
fqn.extend([source.name, table.name])
source_def = UnpatchedSourceDefinition(
source=source,
table=table,
path=original_file_path,
original_file_path=original_file_path,
package_name=package_name,
unique_id=unique_id,
resource_type=NodeType.Source,
fqn=fqn,
name=f"{source.name}_{table.name}",
)
assert isinstance(self.yaml.file, SchemaSourceFile)
source_file: SchemaSourceFile = self.yaml.file
self.manifest.add_source(source_file, source_def)
# This class has two subclasses: NodePatchParser and MacroPatchParser
class PatchParser(YamlReader, Generic[NonSourceTarget, Parsed]):
@abstractmethod
def _target_type(self) -> Type[NonSourceTarget]:
raise NotImplementedError("_target_type not implemented")
@abstractmethod
def get_block(self, node: NonSourceTarget) -> TargetBlock:
raise NotImplementedError("get_block is abstract")
@abstractmethod
def parse_patch(self, block: TargetBlock[NonSourceTarget], refs: ParserRef) -> None:
raise NotImplementedError("parse_patch is abstract")
def parse(self) -> ParseResult:
node: NonSourceTarget
# This will always be empty if the node a macro or analysis
test_blocks: List[TestBlock] = []
# This will always be empty if the node is _not_ a model
versioned_test_blocks: List[VersionedTestBlock] = []
# get list of 'node' objects
# UnparsedNodeUpdate (TestablePatchParser, models, seeds, snapshots)
# = HasColumnTests, HasTests
# UnparsedAnalysisUpdate (UnparsedAnalysisParser, analyses)
# = HasColumnDocs, HasDocs
# UnparsedMacroUpdate (MacroPatchParser, 'macros')
# = HasDocs
# correspond to this parser's 'key'
for node in self.get_unparsed_target():
# node_block is a TargetBlock (Macro or Analysis)
# or a TestBlock (all of the others)
node_block = self.get_block(node)
if isinstance(node_block, TestBlock):
# TestablePatchParser = seeds, snapshots
test_blocks.append(node_block)
if isinstance(node_block, VersionedTestBlock):
# models
versioned_test_blocks.append(node_block)
if isinstance(node, (HasColumnDocs, HasColumnTests)):
# UnparsedNodeUpdate and UnparsedAnalysisUpdate
refs: ParserRef = ParserRef.from_target(node)
else:
refs = ParserRef()
# There's no unique_id on the node yet so cannot add to disabled dict
self.parse_patch(node_block, refs)
return ParseResult(test_blocks, versioned_test_blocks)
def get_unparsed_target(self) -> Iterable[NonSourceTarget]:
path = self.yaml.path.original_file_path
# get verified list of dicts for the 'key' that this
# parser handles
key_dicts = self.get_key_dicts()
for data in key_dicts:
# add extra data to each dict. This updates the dicts
# in the parser yaml
data.update(
{
"original_file_path": path,
"yaml_key": self.key,
"package_name": self.project.project_name,
}
)
try:
# target_type: UnparsedNodeUpdate, UnparsedAnalysisUpdate,
# or UnparsedMacroUpdate
self._target_type().validate(data)
if self.key != "macros":
# macros don't have the 'config' key support yet
self.normalize_meta_attribute(data, path)
self.normalize_docs_attribute(data, path)
self.normalize_group_attribute(data, path)
self.normalize_contract_attribute(data, path)
self.normalize_access_attribute(data, path)
# `tests` has been deprecated, convert to `data_tests` here if present
self.validate_data_tests(data)
node = self._target_type().from_dict(data)
except (ValidationError, JSONValidationError) as exc:
raise YamlParseDictError(path, self.key, data, exc)
else:
yield node
# We want to raise an error if some attributes are in two places, and move them
# from toplevel to config if necessary
def normalize_attribute(self, data, path, attribute) -> None:
if attribute in data:
if "config" in data and attribute in data["config"]:
raise ParsingError(
f"""
In {path}: found {attribute} dictionary in 'config' dictionary and as top-level key.
Remove the top-level key and define it under 'config' dictionary only.
""".strip()
)
else:
if "config" not in data:
data["config"] = {}
data["config"][attribute] = data.pop(attribute)
def normalize_meta_attribute(self, data, path) -> None:
return self.normalize_attribute(data, path, "meta")
def normalize_docs_attribute(self, data, path) -> None:
return self.normalize_attribute(data, path, "docs")
def normalize_group_attribute(self, data, path) -> None:
return self.normalize_attribute(data, path, "group")
def normalize_contract_attribute(self, data, path) -> None:
return self.normalize_attribute(data, path, "contract")
def normalize_access_attribute(self, data, path) -> None:
return self.normalize_attribute(data, path, "access")
@property
def is_root_project(self) -> bool:
if self.root_project.project_name == self.project.project_name:
return True
return False
def validate_data_tests(self, data) -> None:
# Rename 'tests' -> 'data_tests' at both model-level and column-level
# Raise a validation error if the user has defined both names
def validate_and_rename(data, is_root_project: bool) -> None:
if data.get("tests"):
if "tests" in data and "data_tests" in data:
raise ValidationError(
"Invalid test config: cannot have both 'tests' and 'data_tests' defined"
)
data["data_tests"] = data.pop("tests")
# model-level tests
validate_and_rename(data, self.is_root_project)
# column-level tests
if data.get("columns"):
for column in data["columns"]:
validate_and_rename(column, self.is_root_project)
# versioned models
if data.get("versions"):
for version in data["versions"]:
validate_and_rename(version, self.is_root_project)
if version.get("columns"):
for column in version["columns"]:
validate_and_rename(column, self.is_root_project)
def patch_node_config(self, node, patch) -> None:
if "access" in patch.config:
if AccessType.is_valid(patch.config["access"]):
patch.config["access"] = AccessType(patch.config["access"])
else:
raise InvalidAccessTypeError(
unique_id=node.unique_id,
field_value=patch.config["access"],
)
# Get the ContextConfig that's used in calculating the config
# This must match the model resource_type that's being patched
config = ContextConfig(
self.schema_parser.root_project,
node.fqn,
node.resource_type,
self.schema_parser.project.project_name,
)
# We need to re-apply the config_call_dict after the patch config
config._config_call_dict = node.config_call_dict
config._unrendered_config_call_dict = node.unrendered_config_call_dict
self.schema_parser.update_parsed_node_config(
node,
config,
patch_config_dict=patch.config,
patch_file_id=patch.file_id,
)
# Subclasses of NodePatchParser: TestablePatchParser, ModelPatchParser, AnalysisPatchParser,
# so models, seeds, snapshots, analyses
class NodePatchParser(PatchParser[NodeTarget, ParsedNodePatch], Generic[NodeTarget]):
def parse_patch(self, block: TargetBlock[NodeTarget], refs: ParserRef) -> None:
# We're not passing the ParsedNodePatch around anymore, so we
# could possibly skip creating one. Leaving here for now for
# code consistency.
deprecation_date: Optional[datetime.datetime] = None
time_spine: Optional[TimeSpine] = None
if isinstance(block.target, UnparsedModelUpdate):
deprecation_date = block.target.deprecation_date
time_spine = (
TimeSpine(
standard_granularity_column=block.target.time_spine.standard_granularity_column,
custom_granularities=[
CustomGranularity(
name=custom_granularity.name,
column_name=custom_granularity.column_name,
)
for custom_granularity in block.target.time_spine.custom_granularities
],
)
if block.target.time_spine
else None
)
patch = ParsedNodePatch(
name=block.target.name,
original_file_path=block.target.original_file_path,
yaml_key=block.target.yaml_key,
package_name=block.target.package_name,
description=block.target.description,
columns=refs.column_info,
meta=block.target.meta,
docs=block.target.docs,
config=block.target.config,
access=block.target.access,
version=None,
latest_version=None,
constraints=block.target.constraints,
deprecation_date=deprecation_date,
time_spine=time_spine,
)
assert isinstance(self.yaml.file, SchemaSourceFile)
source_file: SchemaSourceFile = self.yaml.file
if patch.yaml_key in ["models", "seeds", "snapshots"]:
unique_id = self.manifest.ref_lookup.get_unique_id(
patch.name, self.project.project_name, None
) or self.manifest.ref_lookup.get_unique_id(patch.name, None, None)
if unique_id:
resource_type = NodeType(unique_id.split(".")[0])
if resource_type.pluralize() != patch.yaml_key:
warn_or_error(
WrongResourceSchemaFile(
patch_name=patch.name,
resource_type=resource_type,
plural_resource_type=resource_type.pluralize(),
yaml_key=patch.yaml_key,
file_path=patch.original_file_path,
)
)
return
elif patch.yaml_key == "analyses":
unique_id = self.manifest.analysis_lookup.get_unique_id(patch.name, None, None)
else:
raise DbtInternalError(
f"Unexpected yaml_key {patch.yaml_key} for patch in "
f"file {source_file.path.original_file_path}"
)
# handle disabled nodes
if unique_id is None:
# Node might be disabled. Following call returns list of matching disabled nodes
resource_type = schema_file_keys_to_resource_types[patch.yaml_key]
found_nodes = self.manifest.disabled_lookup.find(
patch.name, patch.package_name, resource_types=[resource_type]
)
if found_nodes:
if len(found_nodes) > 1 and patch.config.get("enabled"):
# There are multiple disabled nodes for this model and the schema file wants to enable one.
# We have no way to know which one to enable.
resource_type = found_nodes[0].unique_id.split(".")[0]
msg = (
f"Found {len(found_nodes)} matching disabled nodes for "
f"{resource_type} '{patch.name}'. Multiple nodes for the same "
"unique id cannot be enabled in the schema file. They must be enabled "
"in `dbt_project.yml` or in the sql files."
)
raise ParsingError(msg)
# all nodes in the disabled dict have the same unique_id so just grab the first one
# to append with the unique id
source_file.append_patch(patch.yaml_key, found_nodes[0].unique_id)
for node in found_nodes:
node.patch_path = source_file.file_id
# re-calculate the node config with the patch config. Always do this
# for the case when no config is set to ensure the default of true gets captured
if patch.config:
self.patch_node_config(node, patch)
self.patch_node_properties(node, patch)
else:
warn_or_error(
NoNodeForYamlKey(
patch_name=patch.name,
yaml_key=patch.yaml_key,
file_path=source_file.path.original_file_path,
)
)
return
# patches can't be overwritten
node = self.manifest.nodes.get(unique_id)
if node:
if node.patch_path:
package_name, existing_file_path = node.patch_path.split("://")
raise DuplicatePatchPathError(patch, existing_file_path)
source_file.append_patch(patch.yaml_key, node.unique_id)
# re-calculate the node config with the patch config. Always do this
# for the case when no config is set to ensure the default of true gets captured
if patch.config:
self.patch_node_config(node, patch)
self.patch_node_properties(node, patch)
def patch_node_properties(self, node, patch: "ParsedNodePatch") -> None:
"""Given a ParsedNodePatch, add the new information to the node."""
# explicitly pick out the parts to update so we don't inadvertently
# step on the model name or anything
# Note: config should already be updated
node.patch_path = patch.file_id
# update created_at so process_docs will run in partial parsing
node.created_at = time.time()
node.description = patch.description
node.columns = patch.columns
node.name = patch.name
if not isinstance(node, ModelNode):
for attr in ["latest_version", "access", "version", "constraints"]:
if getattr(patch, attr):
warn_or_error(
ValidationWarning(
field_name=attr,
resource_type=node.resource_type.value,
node_name=patch.name,
)
)
# TestablePatchParser = seeds, snapshots
class TestablePatchParser(NodePatchParser[UnparsedNodeUpdate]):
__test__ = False
def get_block(self, node: UnparsedNodeUpdate) -> TestBlock:
return TestBlock.from_yaml_block(self.yaml, node)
def _target_type(self) -> Type[UnparsedNodeUpdate]:
return UnparsedNodeUpdate
class ModelPatchParser(NodePatchParser[UnparsedModelUpdate]):
def get_block(self, node: UnparsedModelUpdate) -> VersionedTestBlock:
return VersionedTestBlock.from_yaml_block(self.yaml, node)
def parse_patch(self, block: TargetBlock[UnparsedModelUpdate], refs: ParserRef) -> None:
target = block.target
if NodeType.Model.pluralize() != target.yaml_key:
warn_or_error(
WrongResourceSchemaFile(
patch_name=target.name,
resource_type=NodeType.Model,
plural_resource_type=NodeType.Model.pluralize(),
yaml_key=target.yaml_key,
file_path=target.original_file_path,
)
)
return
versions = target.versions
if not versions:
super().parse_patch(block, refs)
else:
assert isinstance(self.yaml.file, SchemaSourceFile)
source_file: SchemaSourceFile = self.yaml.file
latest_version = (
target.latest_version if target.latest_version is not None else max(versions).v
)
for unparsed_version in versions:
versioned_model_name = (
unparsed_version.defined_in or f"{block.name}_{unparsed_version.formatted_v}"
)
# ref lookup without version - version is not set yet
versioned_model_unique_id = self.manifest.ref_lookup.get_unique_id(
versioned_model_name, target.package_name, None
)
versioned_model_node: Optional[ModelNode] = None
add_node_nofile_fn: Callable
# If this is the latest version, it's allowed to define itself in a model file name that doesn't have a suffix
if versioned_model_unique_id is None and unparsed_version.v == latest_version:
versioned_model_unique_id = self.manifest.ref_lookup.get_unique_id(
block.name, target.package_name, None
)
if versioned_model_unique_id is None:
# Node might be disabled. Following call returns list of matching disabled nodes
found_nodes = self.manifest.disabled_lookup.find(
versioned_model_name, None, resource_types=[NodeType.Model]
)
if found_nodes:
if len(found_nodes) > 1 and target.config.get("enabled"):
# There are multiple disabled nodes for this model and the schema file wants to enable one.
# We have no way to know which one to enable.
resource_type = found_nodes[0].unique_id.split(".")[0]
msg = (
f"Found {len(found_nodes)} matching disabled nodes for "
f"{resource_type} '{target.name}'. Multiple nodes for the same "
"unique id cannot be enabled in the schema file. They must be enabled "
"in `dbt_project.yml` or in the sql files."
)
raise ParsingError(msg)
# We know that there's only one node in the disabled list because
# otherwise we would have raised the error above
found_node = found_nodes[0]
self.manifest.disabled.pop(found_node.unique_id)
assert isinstance(found_node, ModelNode)
versioned_model_node = found_node
add_node_nofile_fn = self.manifest.add_disabled_nofile
else:
found_node = self.manifest.nodes.pop(versioned_model_unique_id)
assert isinstance(found_node, ModelNode)
versioned_model_node = found_node
add_node_nofile_fn = self.manifest.add_node_nofile
if versioned_model_node is None:
warn_or_error(
NoNodeForYamlKey(
patch_name=versioned_model_name,
yaml_key=target.yaml_key,
file_path=source_file.path.original_file_path,
)
)
continue
# update versioned node unique_id
versioned_model_node_unique_id_old = versioned_model_node.unique_id
versioned_model_node.unique_id = (
f"model.{target.package_name}.{target.name}.{unparsed_version.formatted_v}"
)
# update source file.nodes with new unique_id
model_source_file = self.manifest.files[versioned_model_node.file_id]
assert isinstance(model_source_file, SourceFile)
# because of incomplete test setup, check before removing
if versioned_model_node_unique_id_old in model_source_file.nodes:
model_source_file.nodes.remove(versioned_model_node_unique_id_old)
model_source_file.nodes.append(versioned_model_node.unique_id)
# update versioned node fqn
versioned_model_node.fqn[-1] = target.name
versioned_model_node.fqn.append(unparsed_version.formatted_v)
# add versioned node back to nodes/disabled
add_node_nofile_fn(versioned_model_node)
# flatten columns based on include/exclude
version_refs: ParserRef = ParserRef.from_versioned_target(
block.target, unparsed_version.v
)
versioned_model_patch = ParsedNodePatch(
name=target.name,
original_file_path=target.original_file_path,
yaml_key=target.yaml_key,
package_name=target.package_name,
description=unparsed_version.description or target.description,
columns=version_refs.column_info,
meta=target.meta,
docs=unparsed_version.docs or target.docs,
config=deep_merge(target.config, unparsed_version.config),
access=unparsed_version.access or target.access,
version=unparsed_version.v,
latest_version=latest_version,
constraints=unparsed_version.constraints or target.constraints,
deprecation_date=unparsed_version.deprecation_date,
)
# Node patched before config because config patching depends on model name,
# which may have been updated in the version patch
# versioned_model_node.patch(versioned_model_patch)
self.patch_node_properties(versioned_model_node, versioned_model_patch)