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runtime.py
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565 lines (490 loc) · 19.3 KB
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import itertools
import os
from copy import deepcopy
from dataclasses import dataclass, fields
from pathlib import Path
from typing import (
Dict, Any, Optional, Mapping, Iterator, Iterable, Tuple, List, MutableSet,
Type
)
from .profile import Profile
from .project import Project
from .renderer import DbtProjectYamlRenderer, ProfileRenderer
from .utils import parse_cli_vars
from dbt import tracking
from dbt.adapters.factory import get_relation_class_by_name, get_include_paths
from dbt.helper_types import FQNPath, PathSet
from dbt.context.base import generate_base_context
from dbt.context.target import generate_target_context
from dbt.contracts.connection import AdapterRequiredConfig, Credentials
from dbt.contracts.graph.manifest import ManifestMetadata
from dbt.contracts.relation import ComponentName
from dbt.logger import GLOBAL_LOGGER as logger
from dbt.ui import warning_tag
from dbt.contracts.project import Configuration, UserConfig
from dbt.exceptions import (
RuntimeException,
DbtProfileError,
DbtProjectError,
validator_error_message,
warn_or_error,
raise_compiler_error
)
from hologram import ValidationError
def _project_quoting_dict(
proj: Project, profile: Profile
) -> Dict[ComponentName, bool]:
src: Dict[str, Any] = profile.credentials.translate_aliases(proj.quoting)
result: Dict[ComponentName, bool] = {}
for key in ComponentName:
if key in src:
value = src[key]
if isinstance(value, bool):
result[key] = value
return result
@dataclass
class RuntimeConfig(Project, Profile, AdapterRequiredConfig):
args: Any
profile_name: str
cli_vars: Dict[str, Any]
dependencies: Optional[Mapping[str, 'RuntimeConfig']] = None
def __post_init__(self):
self.validate()
@classmethod
def from_parts(
cls,
project: Project,
profile: Profile,
args: Any,
dependencies: Optional[Mapping[str, 'RuntimeConfig']] = None,
) -> 'RuntimeConfig':
"""Instantiate a RuntimeConfig from its components.
:param profile: A parsed dbt Profile.
:param project: A parsed dbt Project.
:param args: The parsed command-line arguments.
:returns RuntimeConfig: The new configuration.
"""
quoting: Dict[str, Any] = (
get_relation_class_by_name(profile.credentials.type)
.get_default_quote_policy()
.replace_dict(_project_quoting_dict(project, profile))
).to_dict()
cli_vars: Dict[str, Any] = parse_cli_vars(getattr(args, 'vars', '{}'))
return cls(
project_name=project.project_name,
version=project.version,
project_root=project.project_root,
source_paths=project.source_paths,
macro_paths=project.macro_paths,
data_paths=project.data_paths,
test_paths=project.test_paths,
analysis_paths=project.analysis_paths,
docs_paths=project.docs_paths,
asset_paths=project.asset_paths,
target_path=project.target_path,
snapshot_paths=project.snapshot_paths,
clean_targets=project.clean_targets,
log_path=project.log_path,
modules_path=project.modules_path,
quoting=quoting,
models=project.models,
on_run_start=project.on_run_start,
on_run_end=project.on_run_end,
seeds=project.seeds,
snapshots=project.snapshots,
dbt_version=project.dbt_version,
packages=project.packages,
manifest_selectors=project.manifest_selectors,
selectors=project.selectors,
query_comment=project.query_comment,
sources=project.sources,
vars=project.vars,
config_version=project.config_version,
unrendered=project.unrendered,
profile_name=profile.profile_name,
target_name=profile.target_name,
config=profile.config,
threads=profile.threads,
credentials=profile.credentials,
args=args,
cli_vars=cli_vars,
dependencies=dependencies,
)
def new_project(self, project_root: str) -> 'RuntimeConfig':
"""Given a new project root, read in its project dictionary, supply the
existing project's profile info, and create a new project file.
:param project_root: A filepath to a dbt project.
:raises DbtProfileError: If the profile is invalid.
:raises DbtProjectError: If project is missing or invalid.
:returns: The new configuration.
"""
# copy profile
profile = Profile(**self.to_profile_info())
profile.validate()
# load the new project and its packages. Don't pass cli variables.
renderer = DbtProjectYamlRenderer(generate_target_context(profile, {}))
project = Project.from_project_root(
project_root,
renderer,
verify_version=getattr(self.args, 'version_check', False),
)
cfg = self.from_parts(
project=project,
profile=profile,
args=deepcopy(self.args),
)
# force our quoting back onto the new project.
cfg.quoting = deepcopy(self.quoting)
return cfg
def serialize(self) -> Dict[str, Any]:
"""Serialize the full configuration to a single dictionary. For any
instance that has passed validate() (which happens in __init__), it
matches the Configuration contract.
Note that args are not serialized.
:returns dict: The serialized configuration.
"""
result = self.to_project_config(with_packages=True)
result.update(self.to_profile_info(serialize_credentials=True))
result['cli_vars'] = deepcopy(self.cli_vars)
return result
def validate(self):
"""Validate the configuration against its contract.
:raises DbtProjectError: If the configuration fails validation.
"""
try:
Configuration.from_dict(self.serialize())
except ValidationError as e:
raise DbtProjectError(validator_error_message(e)) from e
@classmethod
def _get_rendered_profile(
cls,
args: Any,
profile_renderer: ProfileRenderer,
profile_name: Optional[str],
) -> Profile:
return Profile.render_from_args(
args, profile_renderer, profile_name
)
@classmethod
def collect_parts(
cls: Type['RuntimeConfig'], args: Any
) -> Tuple[Project, Profile]:
# profile_name from the project
project_root = args.project_dir if args.project_dir else os.getcwd()
version_check = getattr(args, 'version_check', False)
partial = Project.partial_load(
project_root,
verify_version=version_check
)
# build the profile using the base renderer and the one fact we know
cli_vars: Dict[str, Any] = parse_cli_vars(getattr(args, 'vars', '{}'))
profile_renderer = ProfileRenderer(generate_base_context(cli_vars))
profile_name = partial.render_profile_name(profile_renderer)
profile = cls._get_rendered_profile(
args, profile_renderer, profile_name
)
# get a new renderer using our target information and render the
# project
ctx = generate_target_context(profile, cli_vars)
project_renderer = DbtProjectYamlRenderer(ctx)
project = partial.render(project_renderer)
return (project, profile)
@classmethod
def from_args(cls, args: Any) -> 'RuntimeConfig':
"""Given arguments, read in dbt_project.yml from the current directory,
read in packages.yml if it exists, and use them to find the profile to
load.
:param args: The arguments as parsed from the cli.
:raises DbtProjectError: If the project is invalid or missing.
:raises DbtProfileError: If the profile is invalid or missing.
:raises ValidationException: If the cli variables are invalid.
"""
project, profile = cls.collect_parts(args)
return cls.from_parts(
project=project,
profile=profile,
args=args,
)
def get_metadata(self) -> ManifestMetadata:
return ManifestMetadata(
project_id=self.hashed_name(),
adapter_type=self.credentials.type
)
def _get_v2_config_paths(
self,
config,
path: FQNPath,
paths: MutableSet[FQNPath],
) -> PathSet:
for key, value in config.items():
if isinstance(value, dict) and not key.startswith('+'):
self._get_v2_config_paths(value, path + (key,), paths)
else:
paths.add(path)
return frozenset(paths)
def _get_config_paths(
self,
config: Dict[str, Any],
path: FQNPath = (),
paths: Optional[MutableSet[FQNPath]] = None,
) -> PathSet:
if paths is None:
paths = set()
for key, value in config.items():
if isinstance(value, dict) and not key.startswith('+'):
self._get_v2_config_paths(value, path + (key,), paths)
else:
paths.add(path)
return frozenset(paths)
def get_resource_config_paths(self) -> Dict[str, PathSet]:
"""Return a dictionary with 'seeds' and 'models' keys whose values are
lists of lists of strings, where each inner list of strings represents
a configured path in the resource.
"""
return {
'models': self._get_config_paths(self.models),
'seeds': self._get_config_paths(self.seeds),
'snapshots': self._get_config_paths(self.snapshots),
'sources': self._get_config_paths(self.sources),
}
def get_unused_resource_config_paths(
self,
resource_fqns: Mapping[str, PathSet],
disabled: PathSet,
) -> List[FQNPath]:
"""Return a list of lists of strings, where each inner list of strings
represents a type + FQN path of a resource configuration that is not
used.
"""
disabled_fqns = frozenset(tuple(fqn) for fqn in disabled)
resource_config_paths = self.get_resource_config_paths()
unused_resource_config_paths = []
for resource_type, config_paths in resource_config_paths.items():
used_fqns = resource_fqns.get(resource_type, frozenset())
fqns = used_fqns | disabled_fqns
for config_path in config_paths:
if not _is_config_used(config_path, fqns):
unused_resource_config_paths.append(
(resource_type,) + config_path
)
return unused_resource_config_paths
def warn_for_unused_resource_config_paths(
self,
resource_fqns: Mapping[str, PathSet],
disabled: PathSet,
) -> None:
unused = self.get_unused_resource_config_paths(resource_fqns, disabled)
if len(unused) == 0:
return
msg = UNUSED_RESOURCE_CONFIGURATION_PATH_MESSAGE.format(
len(unused),
'\n'.join('- {}'.format('.'.join(u)) for u in unused)
)
warn_or_error(msg, log_fmt=warning_tag('{}'))
def load_dependencies(self) -> Mapping[str, 'RuntimeConfig']:
if self.dependencies is None:
all_projects = {self.project_name: self}
internal_packages = get_include_paths(self.credentials.type)
project_paths = itertools.chain(
internal_packages,
self._get_project_directories()
)
for project_name, project in self.load_projects(project_paths):
if project_name in all_projects:
raise_compiler_error(
f'dbt found more than one package with the name '
f'"{project_name}" included in this project. Package '
f'names must be unique in a project. Please rename '
f'one of these packages.'
)
all_projects[project_name] = project
self.dependencies = all_projects
return self.dependencies
def clear_dependencies(self):
self.dependencies = None
def load_projects(
self, paths: Iterable[Path]
) -> Iterator[Tuple[str, 'RuntimeConfig']]:
for path in paths:
try:
project = self.new_project(str(path))
except DbtProjectError as e:
raise DbtProjectError(
f'Failed to read package: {e}',
result_type='invalid_project',
path=path,
) from e
else:
yield project.project_name, project
def _get_project_directories(self) -> Iterator[Path]:
root = Path(self.project_root) / self.modules_path
if root.exists():
for path in root.iterdir():
if path.is_dir() and not path.name.startswith('__'):
yield path
class UnsetCredentials(Credentials):
def __init__(self):
super().__init__('', '')
@property
def type(self):
return None
def connection_info(self, *args, **kwargs):
return {}
def _connection_keys(self):
return ()
class UnsetConfig(UserConfig):
def __getattribute__(self, name):
if name in {f.name for f in fields(UserConfig)}:
raise AttributeError(
f"'UnsetConfig' object has no attribute {name}"
)
def to_dict(self):
return {}
class UnsetProfile(Profile):
def __init__(self):
self.credentials = UnsetCredentials()
self.config = UnsetConfig()
self.profile_name = ''
self.target_name = ''
self.threads = -1
def to_target_dict(self):
return {}
def __getattribute__(self, name):
if name in {'profile_name', 'target_name', 'threads'}:
raise RuntimeException(
f'Error: disallowed attribute "{name}" - no profile!'
)
return Profile.__getattribute__(self, name)
@dataclass
class UnsetProfileConfig(RuntimeConfig):
"""This class acts a lot _like_ a RuntimeConfig, except if your profile is
missing, any access to profile members results in an exception.
"""
def __post_init__(self):
# instead of futzing with InitVar overrides or rewriting __init__, just
# `del` the attrs we don't want users touching.
del self.profile_name
del self.target_name
# don't call super().__post_init__(), as that calls validate(), and
# this object isn't very valid
def __getattribute__(self, name):
# Override __getattribute__ to check that the attribute isn't 'banned'.
if name in {'profile_name', 'target_name'}:
raise RuntimeException(
f'Error: disallowed attribute "{name}" - no profile!'
)
# avoid every attribute access triggering infinite recursion
return RuntimeConfig.__getattribute__(self, name)
def to_target_dict(self):
# re-override the poisoned profile behavior
return {}
@classmethod
def from_parts(
cls,
project: Project,
profile: Profile,
args: Any,
dependencies: Optional[Mapping[str, 'RuntimeConfig']] = None,
) -> 'RuntimeConfig':
"""Instantiate a RuntimeConfig from its components.
:param profile: Ignored.
:param project: A parsed dbt Project.
:param args: The parsed command-line arguments.
:returns RuntimeConfig: The new configuration.
"""
cli_vars: Dict[str, Any] = parse_cli_vars(getattr(args, 'vars', '{}'))
return cls(
project_name=project.project_name,
version=project.version,
project_root=project.project_root,
source_paths=project.source_paths,
macro_paths=project.macro_paths,
data_paths=project.data_paths,
test_paths=project.test_paths,
analysis_paths=project.analysis_paths,
docs_paths=project.docs_paths,
asset_paths=project.asset_paths,
target_path=project.target_path,
snapshot_paths=project.snapshot_paths,
clean_targets=project.clean_targets,
log_path=project.log_path,
modules_path=project.modules_path,
quoting=project.quoting, # we never use this anyway.
models=project.models,
on_run_start=project.on_run_start,
on_run_end=project.on_run_end,
seeds=project.seeds,
snapshots=project.snapshots,
dbt_version=project.dbt_version,
packages=project.packages,
manifest_selectors=project.manifest_selectors,
selectors=project.selectors,
query_comment=project.query_comment,
sources=project.sources,
vars=project.vars,
config_version=project.config_version,
unrendered=project.unrendered,
profile_name='',
target_name='',
config=UnsetConfig(),
threads=getattr(args, 'threads', 1),
credentials=UnsetCredentials(),
args=args,
cli_vars=cli_vars,
dependencies=dependencies,
)
@classmethod
def _get_rendered_profile(
cls,
args: Any,
profile_renderer: ProfileRenderer,
profile_name: Optional[str],
) -> Profile:
try:
profile = Profile.render_from_args(
args, profile_renderer, profile_name
)
except (DbtProjectError, DbtProfileError) as exc:
logger.debug(
'Profile not loaded due to error: {}', exc, exc_info=True
)
logger.info(
'No profile "{}" found, continuing with no target',
profile_name
)
# return the poisoned form
profile = UnsetProfile()
# disable anonymous usage statistics
tracking.disable_tracking()
return profile
@classmethod
def from_args(cls: Type[RuntimeConfig], args: Any) -> 'RuntimeConfig':
"""Given arguments, read in dbt_project.yml from the current directory,
read in packages.yml if it exists, and use them to find the profile to
load.
:param args: The arguments as parsed from the cli.
:raises DbtProjectError: If the project is invalid or missing.
:raises DbtProfileError: If the profile is invalid or missing.
:raises ValidationException: If the cli variables are invalid.
"""
project, profile = cls.collect_parts(args)
if not isinstance(profile, UnsetProfile):
# if it's a real profile, return a real config
cls = RuntimeConfig
return cls.from_parts(
project=project,
profile=profile,
args=args
)
UNUSED_RESOURCE_CONFIGURATION_PATH_MESSAGE = """\
Configuration paths exist in your dbt_project.yml file which do not \
apply to any resources.
There are {} unused configuration paths:
{}
"""
def _is_config_used(path, fqns):
if fqns:
for fqn in fqns:
if len(path) <= len(fqn) and fqn[:len(path)] == path:
return True
return False