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project.py
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project.py
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from copy import deepcopy
from dataclasses import dataclass, field
from itertools import chain
from typing import (
List, Dict, Any, Optional, TypeVar, Union, Tuple, Callable, Mapping,
Iterable, Set
)
from typing_extensions import Protocol
import hashlib
import os
from dbt.clients.system import resolve_path_from_base
from dbt.clients.system import path_exists
from dbt.clients.system import load_file_contents
from dbt.clients.yaml_helper import load_yaml_text
from dbt.contracts.connection import QueryComment
from dbt.exceptions import DbtProjectError
from dbt.exceptions import RecursionException
from dbt.exceptions import SemverException
from dbt.exceptions import validator_error_message
from dbt.exceptions import RuntimeException
from dbt.graph import SelectionSpec
from dbt.helper_types import NoValue
from dbt.semver import VersionSpecifier
from dbt.semver import versions_compatible
from dbt.version import get_installed_version
from dbt.utils import deep_map, MultiDict
from dbt.legacy_config_updater import ConfigUpdater, IsFQNResource
from dbt.contracts.project import (
ProjectV1 as ProjectV1Contract,
ProjectV2 as ProjectV2Contract,
parse_project_config,
SemverString,
)
from dbt.contracts.project import PackageConfig
from hologram import ValidationError
from .renderer import DbtProjectYamlRenderer
from .selectors import (
selector_config_from_data,
selector_data_from_root,
SelectorConfig,
)
INVALID_VERSION_ERROR = """\
This version of dbt is not supported with the '{package}' package.
Installed version of dbt: {installed}
Required version of dbt for '{package}': {version_spec}
Check the requirements for the '{package}' package, or run dbt again with \
--no-version-check
"""
IMPOSSIBLE_VERSION_ERROR = """\
The package version requirement can never be satisfied for the '{package}
package.
Required versions of dbt for '{package}': {version_spec}
Check the requirements for the '{package}' package, or run dbt again with \
--no-version-check
"""
MALFORMED_PACKAGE_ERROR = """\
The packages.yml file in this project is malformed. Please double check
the contents of this file and fix any errors before retrying.
You can find more information on the syntax for this file here:
https://docs.getdbt.com/docs/package-management
Validator Error:
{error}
"""
def _list_if_none(value):
if value is None:
value = []
return value
def _dict_if_none(value):
if value is None:
value = {}
return value
def _list_if_none_or_string(value):
value = _list_if_none(value)
if isinstance(value, str):
return [value]
return value
def _load_yaml(path):
contents = load_file_contents(path)
return load_yaml_text(contents)
def package_data_from_root(project_root):
package_filepath = resolve_path_from_base(
'packages.yml', project_root
)
if path_exists(package_filepath):
packages_dict = _load_yaml(package_filepath)
else:
packages_dict = None
return packages_dict
def package_config_from_data(packages_data):
if packages_data is None:
packages_data = {'packages': []}
try:
packages = PackageConfig.from_dict(packages_data)
except ValidationError as e:
raise DbtProjectError(
MALFORMED_PACKAGE_ERROR.format(error=str(e.message))
) from e
return packages
def _parse_versions(versions: Union[List[str], str]) -> List[VersionSpecifier]:
"""Parse multiple versions as read from disk. The versions value may be any
one of:
- a single version string ('>0.12.1')
- a single string specifying multiple comma-separated versions
('>0.11.1,<=0.12.2')
- an array of single-version strings (['>0.11.1', '<=0.12.2'])
Regardless, this will return a list of VersionSpecifiers
"""
if isinstance(versions, str):
versions = versions.split(',')
return [VersionSpecifier.from_version_string(v) for v in versions]
def _all_source_paths(
source_paths: List[str],
data_paths: List[str],
snapshot_paths: List[str],
analysis_paths: List[str],
macro_paths: List[str],
) -> List[str]:
return list(chain(source_paths, data_paths, snapshot_paths, analysis_paths,
macro_paths))
T = TypeVar('T')
def value_or(value: Optional[T], default: T) -> T:
if value is None:
return default
else:
return value
def _raw_project_from(project_root: str) -> Dict[str, Any]:
project_root = os.path.normpath(project_root)
project_yaml_filepath = os.path.join(project_root, 'dbt_project.yml')
# get the project.yml contents
if not path_exists(project_yaml_filepath):
raise DbtProjectError(
'no dbt_project.yml found at expected path {}'
.format(project_yaml_filepath)
)
project_dict = _load_yaml(project_yaml_filepath)
if not isinstance(project_dict, dict):
raise DbtProjectError(
'dbt_project.yml does not parse to a dictionary'
)
return project_dict
def _query_comment_from_cfg(
cfg_query_comment: Union[QueryComment, NoValue, str, None]
) -> QueryComment:
if not cfg_query_comment:
return QueryComment(comment='')
if isinstance(cfg_query_comment, str):
return QueryComment(comment=cfg_query_comment)
if isinstance(cfg_query_comment, NoValue):
return QueryComment()
return cfg_query_comment
@dataclass
class PartialProject:
config_version: int = field(metadata=dict(
description='The version of the configuration file format'
))
profile_name: Optional[str] = field(metadata=dict(
description='The unrendered profile name in the project, if set'
))
project_name: Optional[str] = field(metadata=dict(
description=(
'The name of the project. This should always be set and will not '
'be rendered'
)
))
project_root: str = field(
metadata=dict(description='The root directory of the project'),
)
project_dict: Dict[str, Any]
verify_version: bool = field(
metadata=dict(description=(
'If True, verify the dbt version matches the required version'
))
)
def render(self, renderer):
packages_dict = package_data_from_root(self.project_root)
selectors_dict = selector_data_from_root(self.project_root)
return Project.render_from_dict(
self.project_root,
self.project_dict,
packages_dict,
selectors_dict,
renderer,
verify_version=self.verify_version,
)
def render_profile_name(self, renderer) -> Optional[str]:
if self.profile_name is None:
return None
return renderer.render_value(self.profile_name)
class VarProvider(Protocol):
"""Var providers are tied to a particular Project."""
def vars_for(
self, node: IsFQNResource, adapter_type: str
) -> Mapping[str, Any]:
raise NotImplementedError(
f'vars_for not implemented for {type(self)}!'
)
def to_dict(self):
raise NotImplementedError(
f'to_dict not implemented for {type(self)}!'
)
class V1VarProvider(VarProvider):
def __init__(
self,
models: Dict[str, Any],
seeds: Dict[str, Any],
snapshots: Dict[str, Any],
) -> None:
self.models = models
self.seeds = seeds
self.snapshots = snapshots
self.sources: Dict[str, Any] = {}
def vars_for(
self, node: IsFQNResource, adapter_type: str
) -> Mapping[str, Any]:
updater = ConfigUpdater(adapter_type)
return updater.get_project_config(node, self).get('vars', {})
def to_dict(self):
raise ValidationError(
'to_dict was called on a v1 vars, but it should only be called '
'on v2 vars'
)
class V2VarProvider(VarProvider):
def __init__(
self,
vars: Dict[str, Dict[str, Any]]
) -> None:
self.vars = vars
def vars_for(
self, node: IsFQNResource, adapter_type: str
) -> Mapping[str, Any]:
# in v2, vars are only either project or globally scoped
merged = MultiDict([self.vars])
merged.add(self.vars.get(node.package_name, {}))
return merged
def to_dict(self):
return self.vars
def validate_version(
required: List[VersionSpecifier],
project_name: str,
) -> None:
"""Ensure this package works with the installed version of dbt."""
installed = get_installed_version()
if not versions_compatible(*required):
msg = IMPOSSIBLE_VERSION_ERROR.format(
package=project_name,
version_spec=[
x.to_version_string() for x in required
]
)
raise DbtProjectError(msg)
if not versions_compatible(installed, *required):
msg = INVALID_VERSION_ERROR.format(
package=project_name,
installed=installed.to_version_string(),
version_spec=[
x.to_version_string() for x in required
]
)
raise DbtProjectError(msg)
@dataclass
class Project:
project_name: str
version: Union[SemverString, float]
project_root: str
profile_name: Optional[str]
source_paths: List[str]
macro_paths: List[str]
data_paths: List[str]
test_paths: List[str]
analysis_paths: List[str]
docs_paths: List[str]
asset_paths: List[str]
target_path: str
snapshot_paths: List[str]
clean_targets: List[str]
log_path: str
modules_path: str
quoting: Dict[str, Any]
models: Dict[str, Any]
on_run_start: List[str]
on_run_end: List[str]
seeds: Dict[str, Any]
snapshots: Dict[str, Any]
sources: Dict[str, Any]
vars: VarProvider
dbt_version: List[VersionSpecifier]
packages: Dict[str, Any]
selectors: SelectorConfig
query_comment: QueryComment
config_version: int
@property
def all_source_paths(self) -> List[str]:
return _all_source_paths(
self.source_paths, self.data_paths, self.snapshot_paths,
self.analysis_paths, self.macro_paths
)
@staticmethod
def _preprocess(project_dict: Dict[str, Any]) -> Dict[str, Any]:
"""Pre-process certain special keys to convert them from None values
into empty containers, and to turn strings into arrays of strings.
"""
handlers: Dict[Tuple[Union[str, int], ...], Callable[[Any], Any]] = {
('on-run-start',): _list_if_none_or_string,
('on-run-end',): _list_if_none_or_string,
}
for k in ('models', 'seeds', 'snapshots'):
handlers[(k,)] = _dict_if_none
handlers[(k, 'vars')] = _dict_if_none
handlers[(k, 'pre-hook')] = _list_if_none_or_string
handlers[(k, 'post-hook')] = _list_if_none_or_string
handlers[('seeds', 'column_types')] = _dict_if_none
def converter(value: Any, keypath: Tuple[Union[str, int], ...]) -> Any:
if keypath in handlers:
handler = handlers[keypath]
return handler(value)
else:
return value
return deep_map(converter, project_dict)
@classmethod
def from_project_config(
cls,
project_dict: Dict[str, Any],
packages_dict: Optional[Dict[str, Any]] = None,
selectors_dict: Optional[Dict[str, Any]] = None,
required_dbt_version: Optional[List[VersionSpecifier]] = None,
) -> 'Project':
"""Create a project from its project and package configuration, as read
by yaml.safe_load().
:param project_dict: The dictionary as read from disk
:param packages_dict: If it exists, the packages file as
read from disk.
:raises DbtProjectError: If the project is missing or invalid, or if
the packages file exists and is invalid.
:returns: The project, with defaults populated.
"""
if required_dbt_version is None:
dbt_version = cls._get_required_version(project_dict)
else:
dbt_version = required_dbt_version
try:
project_dict = cls._preprocess(project_dict)
except RecursionException:
raise DbtProjectError(
'Cycle detected: Project input has a reference to itself',
project=project_dict
)
try:
cfg = parse_project_config(project_dict)
except ValidationError as e:
raise DbtProjectError(validator_error_message(e)) from e
# name/version are required in the Project definition, so we can assume
# they are present
name = cfg.name
version = cfg.version
# this is added at project_dict parse time and should always be here
# once we see it.
if cfg.project_root is None:
raise DbtProjectError('cfg must have a project root!')
else:
project_root = cfg.project_root
# this is only optional in the sense that if it's not present, it needs
# to have been a cli argument.
profile_name = cfg.profile
# these are all the defaults
source_paths: List[str] = value_or(cfg.source_paths, ['models'])
macro_paths: List[str] = value_or(cfg.macro_paths, ['macros'])
data_paths: List[str] = value_or(cfg.data_paths, ['data'])
test_paths: List[str] = value_or(cfg.test_paths, ['test'])
analysis_paths: List[str] = value_or(cfg.analysis_paths, [])
snapshot_paths: List[str] = value_or(cfg.snapshot_paths, ['snapshots'])
all_source_paths: List[str] = _all_source_paths(
source_paths, data_paths, snapshot_paths, analysis_paths,
macro_paths
)
docs_paths: List[str] = value_or(cfg.docs_paths, all_source_paths)
asset_paths: List[str] = value_or(cfg.asset_paths, [])
target_path: str = value_or(cfg.target_path, 'target')
clean_targets: List[str] = value_or(cfg.clean_targets, [target_path])
log_path: str = value_or(cfg.log_path, 'logs')
modules_path: str = value_or(cfg.modules_path, 'dbt_modules')
# in the default case we'll populate this once we know the adapter type
# It would be nice to just pass along a Quoting here, but that would
# break many things
quoting: Dict[str, Any] = {}
if cfg.quoting is not None:
quoting = cfg.quoting.to_dict()
models: Dict[str, Any]
seeds: Dict[str, Any]
snapshots: Dict[str, Any]
sources: Dict[str, Any]
vars_value: VarProvider
if cfg.config_version == 1:
assert isinstance(cfg, ProjectV1Contract)
# extract everything named 'vars'
models = cfg.models
seeds = cfg.seeds
snapshots = cfg.snapshots
sources = {}
vars_value = V1VarProvider(
models=models, seeds=seeds, snapshots=snapshots
)
elif cfg.config_version == 2:
assert isinstance(cfg, ProjectV2Contract)
models = cfg.models
seeds = cfg.seeds
snapshots = cfg.snapshots
sources = cfg.sources
if cfg.vars is None:
vars_dict: Dict[str, Any] = {}
else:
vars_dict = cfg.vars
vars_value = V2VarProvider(vars_dict)
else:
raise ValidationError(
f'Got unsupported config_version={cfg.config_version}'
)
on_run_start: List[str] = value_or(cfg.on_run_start, [])
on_run_end: List[str] = value_or(cfg.on_run_end, [])
query_comment = _query_comment_from_cfg(cfg.query_comment)
try:
packages = package_config_from_data(packages_dict)
except ValidationError as e:
raise DbtProjectError(validator_error_message(e)) from e
try:
selectors = selector_config_from_data(selectors_dict)
except ValidationError as e:
raise DbtProjectError(validator_error_message(e)) from e
project = cls(
project_name=name,
version=version,
project_root=project_root,
profile_name=profile_name,
source_paths=source_paths,
macro_paths=macro_paths,
data_paths=data_paths,
test_paths=test_paths,
analysis_paths=analysis_paths,
docs_paths=docs_paths,
asset_paths=asset_paths,
target_path=target_path,
snapshot_paths=snapshot_paths,
clean_targets=clean_targets,
log_path=log_path,
modules_path=modules_path,
quoting=quoting,
models=models,
on_run_start=on_run_start,
on_run_end=on_run_end,
seeds=seeds,
snapshots=snapshots,
dbt_version=dbt_version,
packages=packages,
selectors=selectors,
query_comment=query_comment,
sources=sources,
vars=vars_value,
config_version=cfg.config_version,
)
# sanity check - this means an internal issue
project.validate()
return project
def __str__(self):
cfg = self.to_project_config(with_packages=True)
return str(cfg)
def __eq__(self, other):
if not (isinstance(other, self.__class__) and
isinstance(self, other.__class__)):
return False
return self.to_project_config(with_packages=True) == \
other.to_project_config(with_packages=True)
def to_project_config(self, with_packages=False):
"""Return a dict representation of the config that could be written to
disk with `yaml.safe_dump` to get this configuration.
:param with_packages bool: If True, include the serialized packages
file in the root.
:returns dict: The serialized profile.
"""
result = deepcopy({
'name': self.project_name,
'version': self.version,
'project-root': self.project_root,
'profile': self.profile_name,
'source-paths': self.source_paths,
'macro-paths': self.macro_paths,
'data-paths': self.data_paths,
'test-paths': self.test_paths,
'analysis-paths': self.analysis_paths,
'docs-paths': self.docs_paths,
'asset-paths': self.asset_paths,
'target-path': self.target_path,
'snapshot-paths': self.snapshot_paths,
'clean-targets': self.clean_targets,
'log-path': self.log_path,
'quoting': self.quoting,
'models': self.models,
'on-run-start': self.on_run_start,
'on-run-end': self.on_run_end,
'seeds': self.seeds,
'snapshots': self.snapshots,
'require-dbt-version': [
v.to_version_string() for v in self.dbt_version
],
'config-version': self.config_version,
})
if self.query_comment:
result['query-comment'] = self.query_comment.to_dict()
if with_packages:
result.update(self.packages.to_dict())
if self.config_version == 2:
result.update({
'sources': self.sources,
'vars': self.vars.to_dict()
})
return result
def validate(self):
try:
ProjectV2Contract.from_dict(self.to_project_config())
except ValidationError as e:
raise DbtProjectError(validator_error_message(e)) from e
@classmethod
def _get_required_version(
cls, rendered_project: Dict[str, Any], verify_version: bool = False
) -> List[VersionSpecifier]:
dbt_raw_version: Union[List[str], str] = '>=0.0.0'
required = rendered_project.get('require-dbt-version')
if required is not None:
dbt_raw_version = required
try:
dbt_version = _parse_versions(dbt_raw_version)
except SemverException as e:
raise DbtProjectError(str(e)) from e
if verify_version:
# no name is also an error that we want to raise
if 'name' not in rendered_project:
raise DbtProjectError(
'Required "name" field not present in project',
)
validate_version(dbt_version, rendered_project['name'])
return dbt_version
@classmethod
def render_from_dict(
cls,
project_root: str,
project_dict: Dict[str, Any],
packages_dict: Dict[str, Any],
selectors_dict: Dict[str, Any],
renderer: DbtProjectYamlRenderer,
*,
verify_version: bool = False
) -> 'Project':
rendered_project = renderer.render_data(project_dict)
rendered_project['project-root'] = project_root
package_renderer = renderer.get_package_renderer()
rendered_packages = package_renderer.render_data(packages_dict)
selectors_renderer = renderer.get_selector_renderer()
rendered_selectors = selectors_renderer.render_data(selectors_dict)
try:
dbt_version = cls._get_required_version(
rendered_project, verify_version=verify_version
)
return cls.from_project_config(
rendered_project,
rendered_packages,
rendered_selectors,
dbt_version,
)
except DbtProjectError as exc:
if exc.path is None:
exc.path = os.path.join(project_root, 'dbt_project.yml')
raise
@classmethod
def partial_load(
cls, project_root: str, *, verify_version: bool = False
) -> PartialProject:
project_root = os.path.normpath(project_root)
project_dict = _raw_project_from(project_root)
project_name = project_dict.get('name')
profile_name = project_dict.get('profile')
config_version = project_dict.get('config-version', 1)
return PartialProject(
config_version=config_version,
profile_name=profile_name,
project_name=project_name,
project_root=project_root,
project_dict=project_dict,
verify_version=verify_version,
)
@classmethod
def from_project_root(
cls,
project_root: str,
renderer: DbtProjectYamlRenderer,
*,
verify_version: bool = False,
) -> 'Project':
partial = cls.partial_load(project_root, verify_version=verify_version)
renderer.version = partial.config_version
return partial.render(renderer)
def hashed_name(self):
return hashlib.md5(self.project_name.encode('utf-8')).hexdigest()
def as_v1(self, all_projects: Iterable[str]):
if self.config_version == 1:
return self
dct = self.to_project_config()
mutated = deepcopy(dct)
# remove sources, it doesn't exist
mutated.pop('sources', None)
common_config_keys = ['models', 'seeds', 'snapshots']
if 'vars' in dct and isinstance(dct['vars'], dict):
v2_vars_to_v1(mutated, dct['vars'], set(all_projects))
# ok, now we want to look through all the existing cfgkeys and mirror
# it, except expand the '+' prefix.
for cfgkey in common_config_keys:
if cfgkey not in dct:
continue
mutated[cfgkey] = _flatten_config(dct[cfgkey])
mutated['config-version'] = 1
project = Project.from_project_config(mutated)
project.packages = self.packages
return project
def get_selector(self, name: str) -> SelectionSpec:
if name not in self.selectors:
raise RuntimeException(
f'Could not find selector named {name}, expected one of '
f'{list(self.selectors)}'
)
return self.selectors[name]
def v2_vars_to_v1(
dst: Dict[str, Any], src_vars: Dict[str, Any], project_names: Set[str]
) -> None:
# stuff any 'vars' entries into the old-style
# models/seeds/snapshots dicts
common_config_keys = ['models', 'seeds', 'snapshots']
for project_name in project_names:
for cfgkey in common_config_keys:
if cfgkey not in dst:
dst[cfgkey] = {}
if project_name not in dst[cfgkey]:
dst[cfgkey][project_name] = {}
project_type_cfg = dst[cfgkey][project_name]
if 'vars' not in project_type_cfg:
project_type_cfg['vars'] = {}
project_type_vars = project_type_cfg['vars']
project_type_vars.update({
k: v for k, v in src_vars.items()
if not isinstance(v, dict)
})
items = src_vars.get(project_name, None)
if isinstance(items, dict):
project_type_vars.update(items)
# remove this from the v1 form
dst.pop('vars')
def _flatten_config(dct: Dict[str, Any]):
result = {}
for key, value in dct.items():
if isinstance(value, dict) and not key.startswith('+'):
result[key] = _flatten_config(value)
else:
if key.startswith('+'):
key = key[1:]
result[key] = value
return result