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providers.py
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providers.py
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import abc
from copy import deepcopy
import os
from typing import (
Callable,
Any,
Dict,
Optional,
Union,
List,
TypeVar,
Type,
Iterable,
Mapping,
)
from typing_extensions import Protocol
from dbt.adapters.base.column import Column
from dbt.artifacts.resources import NodeVersion, RefArgs
from dbt_common.clients.jinja import MacroProtocol
from dbt_common.context import get_invocation_context
from dbt.adapters.factory import get_adapter, get_adapter_package_names, get_adapter_type_names
from dbt_common.clients import agate_helper
from dbt.clients.jinja import get_rendered, MacroGenerator, MacroStack, UnitTestMacroGenerator
from dbt.config import RuntimeConfig, Project
from dbt.constants import SECRET_ENV_PREFIX, DEFAULT_ENV_PLACEHOLDER
from dbt.context.base import contextmember, contextproperty, Var
from dbt.context.configured import FQNLookup
from dbt.context.context_config import ContextConfig
from dbt.context.exceptions_jinja import wrapped_exports
from dbt.context.macro_resolver import MacroResolver, TestMacroNamespace
from dbt.context.macros import MacroNamespaceBuilder, MacroNamespace
from dbt.context.manifest import ManifestContext
from dbt.adapters.contracts.connection import AdapterResponse
from dbt.contracts.graph.manifest import Manifest, Disabled
from dbt.contracts.graph.nodes import (
Macro,
Exposure,
SeedNode,
SourceDefinition,
Resource,
ManifestNode,
AccessType,
SemanticModel,
UnitTestNode,
)
from dbt.contracts.graph.metrics import MetricReference, ResolvedMetricReference
from dbt_common.events.functions import get_metadata_vars
from dbt_common.exceptions import (
DbtInternalError,
DbtRuntimeError,
DbtValidationError,
MacrosSourcesUnWriteableError,
)
from dbt.adapters.exceptions import MissingConfigError
from dbt.exceptions import (
CompilationError,
ConflictingConfigKeysError,
SecretEnvVarLocationError,
EnvVarMissingError,
InlineModelConfigError,
NumberSourceArgsError,
PersistDocsValueTypeError,
LoadAgateTableNotSeedError,
LoadAgateTableValueError,
MacroDispatchArgError,
MacroResultAlreadyLoadedError,
MetricArgsError,
OperationsCannotRefEphemeralNodesError,
ParsingError,
RefBadContextError,
RefArgsError,
TargetNotFoundError,
DbtReferenceError,
)
from dbt.config import IsFQNResource
from dbt.node_types import NodeType, ModelLanguage
from dbt.utils import MultiDict, args_to_dict
from dbt_common.utils import merge, AttrDict, cast_to_str
from dbt import selected_resources
import agate
_MISSING = object()
# base classes
class RelationProxy:
def __init__(self, adapter):
self._quoting_config = adapter.config.quoting
self._relation_type = adapter.Relation
def __getattr__(self, key):
return getattr(self._relation_type, key)
def create(self, *args, **kwargs):
kwargs["quote_policy"] = merge(self._quoting_config, kwargs.pop("quote_policy", {}))
return self._relation_type.create(*args, **kwargs)
class BaseDatabaseWrapper:
"""
Wrapper for runtime database interaction. Applies the runtime quote policy
via a relation proxy.
"""
def __init__(self, adapter, namespace: MacroNamespace):
self._adapter = adapter
self.Relation = RelationProxy(adapter)
self._namespace = namespace
def __getattr__(self, name):
raise NotImplementedError("subclasses need to implement this")
@property
def config(self):
return self._adapter.config
def type(self):
return self._adapter.type()
def commit(self):
return self._adapter.commit_if_has_connection()
def _get_adapter_macro_prefixes(self) -> List[str]:
# order matters for dispatch:
# 1. current adapter
# 2. any parent adapters (dependencies)
# 3. 'default'
search_prefixes = get_adapter_type_names(self._adapter.type()) + ["default"]
return search_prefixes
def _get_search_packages(self, namespace: Optional[str] = None) -> List[Optional[str]]:
search_packages: List[Optional[str]] = [None]
if namespace is None:
search_packages = [None]
elif isinstance(namespace, str):
macro_search_order = self._adapter.config.get_macro_search_order(namespace)
if macro_search_order:
search_packages = macro_search_order
elif not macro_search_order and namespace in self._adapter.config.dependencies:
search_packages = [self.config.project_name, namespace]
else:
raise CompilationError(
f"In adapter.dispatch, got a {type(namespace)} macro_namespace argument "
f'("{namespace}"), but macro_namespace should be None or a string.'
)
return search_packages
def dispatch(
self,
macro_name: str,
macro_namespace: Optional[str] = None,
packages: Optional[List[str]] = None, # eventually remove since it's fully deprecated
) -> MacroGenerator:
search_packages: List[Optional[str]]
if "." in macro_name:
suggest_macro_namespace, suggest_macro_name = macro_name.split(".", 1)
msg = (
f'In adapter.dispatch, got a macro name of "{macro_name}", '
f'but "." is not a valid macro name component. Did you mean '
f'`adapter.dispatch("{suggest_macro_name}", '
f'macro_namespace="{suggest_macro_namespace}")`?'
)
raise CompilationError(msg)
if packages is not None:
raise MacroDispatchArgError(macro_name)
search_packages = self._get_search_packages(macro_namespace)
attempts = []
for package_name in search_packages:
for prefix in self._get_adapter_macro_prefixes():
search_name = f"{prefix}__{macro_name}"
try:
# this uses the namespace from the context
macro = self._namespace.get_from_package(package_name, search_name)
except CompilationError:
# Only raise CompilationError if macro is not found in
# any package
macro = None
if package_name is None:
attempts.append(search_name)
else:
attempts.append(f"{package_name}.{search_name}")
if macro is not None:
return macro
searched = ", ".join(repr(a) for a in attempts)
msg = f"In dispatch: No macro named '{macro_name}' found within namespace: '{macro_namespace}'\n Searched for: {searched}"
raise CompilationError(msg)
class BaseResolver(metaclass=abc.ABCMeta):
def __init__(self, db_wrapper, model, config, manifest):
self.db_wrapper = db_wrapper
self.model = model
self.config = config
self.manifest = manifest
@property
def current_project(self):
return self.config.project_name
@property
def Relation(self):
return self.db_wrapper.Relation
@property
def resolve_limit(self) -> Optional[int]:
return 0 if getattr(self.config.args, "EMPTY", False) else None
@abc.abstractmethod
def __call__(self, *args: str) -> Union[str, RelationProxy, MetricReference]:
pass
class BaseRefResolver(BaseResolver):
@abc.abstractmethod
def resolve(
self, name: str, package: Optional[str] = None, version: Optional[NodeVersion] = None
) -> RelationProxy:
...
def _repack_args(
self, name: str, package: Optional[str], version: Optional[NodeVersion]
) -> RefArgs:
return RefArgs(package=package, name=name, version=version)
def validate_args(self, name: str, package: Optional[str], version: Optional[NodeVersion]):
if not isinstance(name, str):
raise CompilationError(
f"The name argument to ref() must be a string, got {type(name)}"
)
if package is not None and not isinstance(package, str):
raise CompilationError(
f"The package argument to ref() must be a string or None, got {type(package)}"
)
if version is not None and not isinstance(version, (str, int, float)):
raise CompilationError(
f"The version argument to ref() must be a string, int, float, or None - got {type(version)}"
)
def __call__(self, *args: str, **kwargs) -> RelationProxy:
name: str
package: Optional[str] = None
version: Optional[NodeVersion] = None
if len(args) == 1:
name = args[0]
elif len(args) == 2:
package, name = args
else:
raise RefArgsError(node=self.model, args=args)
version = kwargs.get("version") or kwargs.get("v")
self.validate_args(name, package, version)
return self.resolve(name, package, version)
class BaseSourceResolver(BaseResolver):
@abc.abstractmethod
def resolve(self, source_name: str, table_name: str):
pass
def validate_args(self, source_name: str, table_name: str):
if not isinstance(source_name, str):
raise CompilationError(
f"The source name (first) argument to source() must be a "
f"string, got {type(source_name)}"
)
if not isinstance(table_name, str):
raise CompilationError(
f"The table name (second) argument to source() must be a "
f"string, got {type(table_name)}"
)
def __call__(self, *args: str) -> RelationProxy:
if len(args) != 2:
raise NumberSourceArgsError(args, node=self.model)
self.validate_args(args[0], args[1])
return self.resolve(args[0], args[1])
class BaseMetricResolver(BaseResolver):
@abc.abstractmethod
def resolve(self, name: str, package: Optional[str] = None) -> MetricReference:
...
def _repack_args(self, name: str, package: Optional[str]) -> List[str]:
if package is None:
return [name]
else:
return [package, name]
def validate_args(self, name: str, package: Optional[str]):
if not isinstance(name, str):
raise CompilationError(
f"The name argument to metric() must be a string, got {type(name)}"
)
if package is not None and not isinstance(package, str):
raise CompilationError(
f"The package argument to metric() must be a string or None, got {type(package)}"
)
def __call__(self, *args: str) -> MetricReference:
name: str
package: Optional[str] = None
if len(args) == 1:
name = args[0]
elif len(args) == 2:
package, name = args
else:
raise MetricArgsError(node=self.model, args=args)
self.validate_args(name, package)
return self.resolve(name, package)
class Config(Protocol):
def __init__(self, model, context_config: Optional[ContextConfig]):
...
# Implementation of "config(..)" calls in models
class ParseConfigObject(Config):
def __init__(self, model, context_config: Optional[ContextConfig]):
self.model = model
self.context_config = context_config
def _transform_config(self, config):
for oldkey in ("pre_hook", "post_hook"):
if oldkey in config:
newkey = oldkey.replace("_", "-")
if newkey in config:
raise ConflictingConfigKeysError(oldkey, newkey, node=self.model)
config[newkey] = config.pop(oldkey)
return config
def __call__(self, *args, **kwargs):
if len(args) == 1 and len(kwargs) == 0:
opts = args[0]
elif len(args) == 0 and len(kwargs) > 0:
opts = kwargs
else:
raise InlineModelConfigError(node=self.model)
opts = self._transform_config(opts)
# it's ok to have a parse context with no context config, but you must
# not call it!
if self.context_config is None:
raise DbtRuntimeError("At parse time, did not receive a context config")
self.context_config.add_config_call(opts)
return ""
def set(self, name, value):
return self.__call__({name: value})
def require(self, name, validator=None):
return ""
def get(self, name, default=None, validator=None):
return ""
def persist_relation_docs(self) -> bool:
return False
def persist_column_docs(self) -> bool:
return False
class RuntimeConfigObject(Config):
def __init__(self, model, context_config: Optional[ContextConfig] = None):
self.model = model
# we never use or get a config, only the parser cares
def __call__(self, *args, **kwargs):
return ""
def set(self, name, value):
return self.__call__({name: value})
def _validate(self, validator, value):
validator(value)
def _lookup(self, name, default=_MISSING):
# if this is a macro, there might be no `model.config`.
if not hasattr(self.model, "config"):
result = default
else:
result = self.model.config.get(name, default)
if result is _MISSING:
raise MissingConfigError(unique_id=self.model.unique_id, name=name)
return result
def require(self, name, validator=None):
to_return = self._lookup(name)
if validator is not None:
self._validate(validator, to_return)
return to_return
def get(self, name, default=None, validator=None):
to_return = self._lookup(name, default)
if validator is not None and default is not None:
self._validate(validator, to_return)
return to_return
def persist_relation_docs(self) -> bool:
persist_docs = self.get("persist_docs", default={})
if not isinstance(persist_docs, dict):
raise PersistDocsValueTypeError(persist_docs)
return persist_docs.get("relation", False)
def persist_column_docs(self) -> bool:
persist_docs = self.get("persist_docs", default={})
if not isinstance(persist_docs, dict):
raise PersistDocsValueTypeError(persist_docs)
return persist_docs.get("columns", False)
# `adapter` implementations
class ParseDatabaseWrapper(BaseDatabaseWrapper):
"""The parser subclass of the database wrapper applies any explicit
parse-time overrides.
"""
def __getattr__(self, name):
override = name in self._adapter._available_ and name in self._adapter._parse_replacements_
if override:
return self._adapter._parse_replacements_[name]
elif name in self._adapter._available_:
return getattr(self._adapter, name)
else:
raise AttributeError(
"'{}' object has no attribute '{}'".format(self.__class__.__name__, name)
)
class RuntimeDatabaseWrapper(BaseDatabaseWrapper):
"""The runtime database wrapper exposes everything the adapter marks
available.
"""
def __getattr__(self, name):
if name in self._adapter._available_:
return getattr(self._adapter, name)
else:
raise AttributeError(
"'{}' object has no attribute '{}'".format(self.__class__.__name__, name)
)
# `ref` implementations
class ParseRefResolver(BaseRefResolver):
def resolve(
self, name: str, package: Optional[str] = None, version: Optional[NodeVersion] = None
) -> RelationProxy:
self.model.refs.append(self._repack_args(name, package, version))
# This is not the ref for the "name" passed in, but for the current model.
return self.Relation.create_from(self.config, self.model)
ResolveRef = Union[Disabled, ManifestNode]
class RuntimeRefResolver(BaseRefResolver):
def resolve(
self,
target_name: str,
target_package: Optional[str] = None,
target_version: Optional[NodeVersion] = None,
) -> RelationProxy:
target_model = self.manifest.resolve_ref(
self.model,
target_name,
target_package,
target_version,
self.current_project,
self.model.package_name,
)
if target_model is None or isinstance(target_model, Disabled):
raise TargetNotFoundError(
node=self.model,
target_name=target_name,
target_kind="node",
target_package=target_package,
target_version=target_version,
disabled=isinstance(target_model, Disabled),
)
elif self.manifest.is_invalid_private_ref(
self.model, target_model, self.config.dependencies
):
raise DbtReferenceError(
unique_id=self.model.unique_id,
ref_unique_id=target_model.unique_id,
access=AccessType.Private,
scope=cast_to_str(target_model.group),
)
elif self.manifest.is_invalid_protected_ref(
self.model, target_model, self.config.dependencies
):
raise DbtReferenceError(
unique_id=self.model.unique_id,
ref_unique_id=target_model.unique_id,
access=AccessType.Protected,
scope=target_model.package_name,
)
self.validate(target_model, target_name, target_package, target_version)
return self.create_relation(target_model)
def create_relation(self, target_model: ManifestNode) -> RelationProxy:
if target_model.is_ephemeral_model:
self.model.set_cte(target_model.unique_id, None)
return self.Relation.create_ephemeral_from(target_model, limit=self.resolve_limit)
else:
return self.Relation.create_from(self.config, target_model, limit=self.resolve_limit)
def validate(
self,
resolved: ManifestNode,
target_name: str,
target_package: Optional[str],
target_version: Optional[NodeVersion],
) -> None:
if resolved.unique_id not in self.model.depends_on.nodes:
args = self._repack_args(target_name, target_package, target_version)
raise RefBadContextError(node=self.model, args=args)
class OperationRefResolver(RuntimeRefResolver):
def validate(
self,
resolved: ManifestNode,
target_name: str,
target_package: Optional[str],
target_version: Optional[NodeVersion],
) -> None:
pass
def create_relation(self, target_model: ManifestNode) -> RelationProxy:
if target_model.is_ephemeral_model:
# In operations, we can't ref() ephemeral nodes, because
# Macros do not support set_cte
raise OperationsCannotRefEphemeralNodesError(target_model.name, node=self.model)
else:
return super().create_relation(target_model)
class RuntimeUnitTestRefResolver(RuntimeRefResolver):
def resolve(
self,
target_name: str,
target_package: Optional[str] = None,
target_version: Optional[NodeVersion] = None,
) -> RelationProxy:
return super().resolve(target_name, target_package, target_version)
# `source` implementations
class ParseSourceResolver(BaseSourceResolver):
def resolve(self, source_name: str, table_name: str):
# When you call source(), this is what happens at parse time
self.model.sources.append([source_name, table_name])
return self.Relation.create_from(self.config, self.model)
class RuntimeSourceResolver(BaseSourceResolver):
def resolve(self, source_name: str, table_name: str):
target_source = self.manifest.resolve_source(
source_name,
table_name,
self.current_project,
self.model.package_name,
)
if target_source is None or isinstance(target_source, Disabled):
raise TargetNotFoundError(
node=self.model,
target_name=f"{source_name}.{table_name}",
target_kind="source",
disabled=(isinstance(target_source, Disabled)),
)
return self.Relation.create_from(self.config, target_source, limit=self.resolve_limit)
class RuntimeUnitTestSourceResolver(BaseSourceResolver):
def resolve(self, source_name: str, table_name: str):
target_source = self.manifest.resolve_source(
source_name,
table_name,
self.current_project,
self.model.package_name,
)
if target_source is None or isinstance(target_source, Disabled):
raise TargetNotFoundError(
node=self.model,
target_name=f"{source_name}.{table_name}",
target_kind="source",
disabled=(isinstance(target_source, Disabled)),
)
# For unit tests, this isn't a "real" source, it's a ModelNode taking
# the place of a source. We don't really need to return the relation here,
# we just need to set_cte, but skipping it confuses typing. We *do* need
# the relation in the "this" property.
self.model.set_cte(target_source.unique_id, None)
return self.Relation.create_ephemeral_from(target_source)
# metric` implementations
class ParseMetricResolver(BaseMetricResolver):
def resolve(self, name: str, package: Optional[str] = None) -> MetricReference:
self.model.metrics.append(self._repack_args(name, package))
return MetricReference(name, package)
class RuntimeMetricResolver(BaseMetricResolver):
def resolve(self, target_name: str, target_package: Optional[str] = None) -> MetricReference:
target_metric = self.manifest.resolve_metric(
target_name,
target_package,
self.current_project,
self.model.package_name,
)
if target_metric is None or isinstance(target_metric, Disabled):
raise TargetNotFoundError(
node=self.model,
target_name=target_name,
target_kind="metric",
target_package=target_package,
)
return ResolvedMetricReference(target_metric, self.manifest)
# `var` implementations.
class ModelConfiguredVar(Var):
def __init__(
self,
context: Dict[str, Any],
config: RuntimeConfig,
node: Resource,
) -> None:
self._node: Resource
self._config: RuntimeConfig = config
super().__init__(context, config.cli_vars, node=node)
def packages_for_node(self) -> Iterable[Project]:
dependencies = self._config.load_dependencies()
package_name = self._node.package_name
if package_name != self._config.project_name:
if package_name in dependencies:
yield dependencies[package_name]
yield self._config
def _generate_merged(self) -> Mapping[str, Any]:
search_node: IsFQNResource
if isinstance(self._node, IsFQNResource):
search_node = self._node
else:
search_node = FQNLookup(self._node.package_name)
adapter_type = self._config.credentials.type
merged = MultiDict()
for project in self.packages_for_node():
merged.add(project.vars.vars_for(search_node, adapter_type))
merged.add(self._cli_vars)
return merged
class ParseVar(ModelConfiguredVar):
def get_missing_var(self, var_name):
# in the parser, just always return None.
return None
class RuntimeVar(ModelConfiguredVar):
pass
class UnitTestVar(RuntimeVar):
def __init__(
self,
context: Dict[str, Any],
config: RuntimeConfig,
node: Resource,
) -> None:
config_copy = None
assert isinstance(node, UnitTestNode)
if node.overrides and node.overrides.vars:
config_copy = deepcopy(config)
config_copy.cli_vars.update(node.overrides.vars)
super().__init__(context, config_copy or config, node=node)
# Providers
class Provider(Protocol):
execute: bool
Config: Type[Config]
DatabaseWrapper: Type[BaseDatabaseWrapper]
Var: Type[ModelConfiguredVar]
ref: Type[BaseRefResolver]
source: Type[BaseSourceResolver]
metric: Type[BaseMetricResolver]
class ParseProvider(Provider):
execute = False
Config = ParseConfigObject
DatabaseWrapper = ParseDatabaseWrapper
Var = ParseVar
ref = ParseRefResolver
source = ParseSourceResolver
metric = ParseMetricResolver
class GenerateNameProvider(Provider):
execute = False
Config = RuntimeConfigObject
DatabaseWrapper = ParseDatabaseWrapper
Var = RuntimeVar
ref = ParseRefResolver
source = ParseSourceResolver
metric = ParseMetricResolver
class RuntimeProvider(Provider):
execute = True
Config = RuntimeConfigObject
DatabaseWrapper = RuntimeDatabaseWrapper
Var = RuntimeVar
ref = RuntimeRefResolver
source = RuntimeSourceResolver
metric = RuntimeMetricResolver
class RuntimeUnitTestProvider(Provider):
execute = True
Config = RuntimeConfigObject
DatabaseWrapper = RuntimeDatabaseWrapper
Var = UnitTestVar
ref = RuntimeUnitTestRefResolver
source = RuntimeUnitTestSourceResolver
metric = RuntimeMetricResolver
class OperationProvider(RuntimeProvider):
ref = OperationRefResolver
T = TypeVar("T")
# Base context collection, used for parsing configs.
class ProviderContext(ManifestContext):
# subclasses are MacroContext, ModelContext, TestContext
def __init__(
self,
model,
config: RuntimeConfig,
manifest: Manifest,
provider: Provider,
context_config: Optional[ContextConfig],
) -> None:
if provider is None:
raise DbtInternalError(f"Invalid provider given to context: {provider}")
# mypy appeasement - we know it'll be a RuntimeConfig
self.config: RuntimeConfig
self.model: Union[Macro, ManifestNode] = model
super().__init__(config, manifest, model.package_name)
self.sql_results: Dict[str, Optional[AttrDict]] = {}
self.context_config: Optional[ContextConfig] = context_config
self.provider: Provider = provider
self.adapter = get_adapter(self.config)
# The macro namespace is used in creating the DatabaseWrapper
self.db_wrapper = self.provider.DatabaseWrapper(self.adapter, self.namespace)
# This overrides the method in ManifestContext, and provides
# a model, which the ManifestContext builder does not
def _get_namespace_builder(self):
internal_packages = get_adapter_package_names(self.config.credentials.type)
return MacroNamespaceBuilder(
self.config.project_name,
self.search_package,
self.macro_stack,
internal_packages,
self.model,
)
@contextproperty()
def dbt_metadata_envs(self) -> Dict[str, str]:
return get_metadata_vars()
@contextproperty()
def invocation_args_dict(self):
return args_to_dict(self.config.args)
@contextproperty()
def _sql_results(self) -> Dict[str, Optional[AttrDict]]:
return self.sql_results
@contextmember()
def load_result(self, name: str) -> Optional[AttrDict]:
if name in self.sql_results:
# handle the special case of "main" macro
# See: https://github.com/dbt-labs/dbt-core/blob/ada8860e48b32ac712d92e8b0977b2c3c9749981/core/dbt/task/run.py#L228
if name == "main":
return self.sql_results["main"]
# handle a None, which indicates this name was populated but has since been loaded
elif self.sql_results[name] is None:
raise MacroResultAlreadyLoadedError(name)
# Handle the regular use case
else:
ret_val = self.sql_results[name]
self.sql_results[name] = None
return ret_val
else:
# Handle trying to load a result that was never stored
return None
@contextmember()
def store_result(
self, name: str, response: Any, agate_table: Optional[agate.Table] = None
) -> str:
if agate_table is None:
agate_table = agate_helper.empty_table()
self.sql_results[name] = AttrDict(
{
"response": response,
"data": agate_helper.as_matrix(agate_table),
"table": agate_table,
}
)
return ""
@contextmember()
def store_raw_result(
self,
name: str,
message=Optional[str],
code=Optional[str],
rows_affected=Optional[str],
agate_table: Optional[agate.Table] = None,
) -> str:
response = AdapterResponse(_message=message, code=code, rows_affected=rows_affected)
return self.store_result(name, response, agate_table)
@contextproperty()
def validation(self):
def validate_any(*args) -> Callable[[T], None]:
def inner(value: T) -> None:
for arg in args:
if isinstance(arg, type) and isinstance(value, arg):
return
elif value == arg:
return
raise DbtValidationError(
'Expected value "{}" to be one of {}'.format(value, ",".join(map(str, args)))
)
return inner
return AttrDict(
{
"any": validate_any,
}
)
@contextmember()
def write(self, payload: str) -> str:
# macros/source defs aren't 'writeable'.
if isinstance(self.model, (Macro, SourceDefinition)):
raise MacrosSourcesUnWriteableError(node=self.model)
self.model.build_path = self.model.get_target_write_path(self.config.target_path, "run")
self.model.write_node(self.config.project_root, self.model.build_path, payload)
return ""
@contextmember()
def render(self, string: str) -> str:
return get_rendered(string, self._ctx, self.model)
@contextmember()
def try_or_compiler_error(
self, message_if_exception: str, func: Callable, *args, **kwargs
) -> Any:
try:
return func(*args, **kwargs)
except Exception:
raise CompilationError(message_if_exception, self.model)
@contextmember()
def load_agate_table(self) -> agate.Table:
if not isinstance(self.model, SeedNode):
raise LoadAgateTableNotSeedError(self.model.resource_type, node=self.model)
# include package_path for seeds defined in packages
package_path = (
os.path.join(self.config.packages_install_path, self.model.package_name)
if self.model.package_name != self.config.project_name
else "."
)
path = os.path.join(self.config.project_root, package_path, self.model.original_file_path)
if not os.path.exists(path):
assert self.model.root_path
path = os.path.join(self.model.root_path, self.model.original_file_path)
column_types = self.model.config.column_types
delimiter = self.model.config.delimiter
try:
table = agate_helper.from_csv(path, text_columns=column_types, delimiter=delimiter)
except ValueError as e:
raise LoadAgateTableValueError(e, node=self.model)
table.original_abspath = os.path.abspath(path)
return table
@contextproperty()
def ref(self) -> Callable:
"""The most important function in dbt is `ref()`; it's impossible to
build even moderately complex models without it. `ref()` is how you
reference one model within another. This is a very common behavior, as
typically models are built to be "stacked" on top of one another. Here
is how this looks in practice:
> model_a.sql:
select *
from public.raw_data
> model_b.sql:
select *
from {{ref('model_a')}}
`ref()` is, under the hood, actually doing two important things. First,
it is interpolating the schema into your model file to allow you to
change your deployment schema via configuration. Second, it is using
these references between models to automatically build the dependency
graph. This will enable dbt to deploy models in the correct order when
using dbt run.
The `ref` function returns a Relation object.
## Advanced ref usage
There is also a two-argument variant of the `ref` function. With this
variant, you can pass both a package name and model name to `ref` to
avoid ambiguity. This functionality is not commonly required for
typical dbt usage.
> model.sql:
select * from {{ ref('package_name', 'model_name') }}"
"""
return self.provider.ref(self.db_wrapper, self.model, self.config, self.manifest)
@contextproperty()
def source(self) -> Callable:
return self.provider.source(self.db_wrapper, self.model, self.config, self.manifest)
@contextproperty()
def metric(self) -> Callable:
return self.provider.metric(self.db_wrapper, self.model, self.config, self.manifest)
@contextproperty("config")
def ctx_config(self) -> Config:
"""The `config` variable exists to handle end-user configuration for
custom materializations. Configs like `unique_key` can be implemented
using the `config` variable in your own materializations.