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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,
Mapping,
)
from typing_extensions import Protocol, runtime_checkable
import hashlib
import os
from dbt import flags, deprecations
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 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 MultiDict
from dbt.node_types import NodeType
from dbt.config.selectors import SelectorDict
from dbt.contracts.project import (
Project as ProjectContract,
SemverString,
)
from dbt.contracts.project import PackageConfig
from dbt.dataclass_schema 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 for a different version of 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 for a different version of 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}
"""
@runtime_checkable
class IsFQNResource(Protocol):
fqn: List[str]
resource_type: NodeType
package_name: str
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: Dict[str, Any]):
if not packages_data:
packages_data = {"packages": []}
try:
PackageConfig.validate(packages_data)
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(
model_paths: List[str],
seed_paths: List[str],
snapshot_paths: List[str],
analysis_paths: List[str],
macro_paths: List[str],
) -> List[str]:
# We need to turn a list of lists into just a list, then convert to a set to
# get only unique elements, then back to a list
return list(
set(list(chain(model_paths, seed_paths, snapshot_paths, analysis_paths, macro_paths)))
)
T = TypeVar("T")
def flag_or(flag: Optional[T], value: Optional[T], default: T) -> T:
if flag is None:
return value_or(value, default)
else:
return flag
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
def validate_version(dbt_version: List[VersionSpecifier], project_name: str):
"""Ensure this package works with the installed version of dbt."""
installed = get_installed_version()
if not versions_compatible(*dbt_version):
msg = IMPOSSIBLE_VERSION_ERROR.format(
package=project_name, version_spec=[x.to_version_string() for x in dbt_version]
)
raise DbtProjectError(msg)
if not versions_compatible(installed, *dbt_version):
msg = INVALID_VERSION_ERROR.format(
package=project_name,
installed=installed.to_version_string(),
version_spec=[x.to_version_string() for x in dbt_version],
)
raise DbtProjectError(msg)
def _get_required_version(
project_dict: Dict[str, Any],
verify_version: bool,
) -> List[VersionSpecifier]:
dbt_raw_version: Union[List[str], str] = ">=0.0.0"
required = project_dict.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 project_dict:
raise DbtProjectError(
'Required "name" field not present in project',
)
validate_version(dbt_version, project_dict["name"])
return dbt_version
@dataclass
class RenderComponents:
project_dict: Dict[str, Any] = field(metadata=dict(description="The project dictionary"))
packages_dict: Dict[str, Any] = field(metadata=dict(description="The packages dictionary"))
selectors_dict: Dict[str, Any] = field(metadata=dict(description="The selectors dictionary"))
@dataclass
class PartialProject(RenderComponents):
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"),
)
verify_version: bool = field(
metadata=dict(description=("If True, verify the dbt version matches the required version"))
)
def render_profile_name(self, renderer) -> Optional[str]:
if self.profile_name is None:
return None
return renderer.render_value(self.profile_name)
def get_rendered(
self,
renderer: DbtProjectYamlRenderer,
) -> RenderComponents:
rendered_project = renderer.render_project(self.project_dict, self.project_root)
rendered_packages = renderer.render_packages(self.packages_dict)
rendered_selectors = renderer.render_selectors(self.selectors_dict)
return RenderComponents(
project_dict=rendered_project,
packages_dict=rendered_packages,
selectors_dict=rendered_selectors,
)
# Called by 'collect_parts' in RuntimeConfig
def render(self, renderer: DbtProjectYamlRenderer) -> "Project":
try:
rendered = self.get_rendered(renderer)
return self.create_project(rendered)
except DbtProjectError as exc:
if exc.path is None:
exc.path = os.path.join(self.project_root, "dbt_project.yml")
raise
def check_config_path(self, project_dict, deprecated_path, exp_path):
if deprecated_path in project_dict:
if exp_path in project_dict:
msg = (
"{deprecated_path} and {exp_path} cannot both be defined. The "
"`{deprecated_path}` config has been deprecated in favor of `{exp_path}`. "
"Please update your `dbt_project.yml` configuration to reflect this "
"change."
)
raise DbtProjectError(
msg.format(deprecated_path=deprecated_path, exp_path=exp_path)
)
deprecations.warn(
f"project-config-{deprecated_path}",
deprecated_path=deprecated_path,
exp_path=exp_path,
)
def create_project(self, rendered: RenderComponents) -> "Project":
unrendered = RenderComponents(
project_dict=self.project_dict,
packages_dict=self.packages_dict,
selectors_dict=self.selectors_dict,
)
dbt_version = _get_required_version(
rendered.project_dict,
verify_version=self.verify_version,
)
self.check_config_path(rendered.project_dict, "source-paths", "model-paths")
self.check_config_path(rendered.project_dict, "data-paths", "seed-paths")
try:
ProjectContract.validate(rendered.project_dict)
cfg = ProjectContract.from_dict(rendered.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` is deprecated but still allowed. Copy it into
# `model_paths` to simlify logic throughout the rest of the system.
model_paths: List[str] = value_or(
cfg.model_paths if "model-paths" in rendered.project_dict else cfg.source_paths,
["models"],
)
macro_paths: List[str] = value_or(cfg.macro_paths, ["macros"])
# `data_paths` is deprecated but still allowed. Copy it into
# `seed_paths` to simlify logic throughout the rest of the system.
seed_paths: List[str] = value_or(
cfg.seed_paths if "seed-paths" in rendered.project_dict else cfg.data_paths, ["seeds"]
)
test_paths: List[str] = value_or(cfg.test_paths, ["tests"])
analysis_paths: List[str] = value_or(cfg.analysis_paths, ["analyses"])
snapshot_paths: List[str] = value_or(cfg.snapshot_paths, ["snapshots"])
all_source_paths: List[str] = _all_source_paths(
model_paths, seed_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 = flag_or(flags.TARGET_PATH, cfg.target_path, "target")
clean_targets: List[str] = value_or(cfg.clean_targets, [target_path])
log_path: str = flag_or(flags.LOG_PATH, cfg.log_path, "logs")
packages_install_path: str = value_or(cfg.packages_install_path, "dbt_packages")
# 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(omit_none=True)
dispatch: List[Dict[str, Any]]
models: Dict[str, Any]
seeds: Dict[str, Any]
snapshots: Dict[str, Any]
sources: Dict[str, Any]
tests: Dict[str, Any]
metrics: Dict[str, Any]
exposures: Dict[str, Any]
vars_value: VarProvider
dispatch = cfg.dispatch
models = cfg.models
seeds = cfg.seeds
snapshots = cfg.snapshots
sources = cfg.sources
tests = cfg.tests
metrics = cfg.metrics
exposures = cfg.exposures
if cfg.vars is None:
vars_dict: Dict[str, Any] = {}
else:
vars_dict = cfg.vars
vars_value = VarProvider(vars_dict)
# There will never be any project_env_vars when it's first created
project_env_vars: Dict[str, Any] = {}
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)
packages = package_config_from_data(rendered.packages_dict)
selectors = selector_config_from_data(rendered.selectors_dict)
manifest_selectors: Dict[str, Any] = {}
if rendered.selectors_dict and rendered.selectors_dict["selectors"]:
# this is a dict with a single key 'selectors' pointing to a list
# of dicts.
manifest_selectors = SelectorDict.parse_from_selectors_list(
rendered.selectors_dict["selectors"]
)
project = Project(
project_name=name,
version=version,
project_root=project_root,
profile_name=profile_name,
model_paths=model_paths,
macro_paths=macro_paths,
seed_paths=seed_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,
packages_install_path=packages_install_path,
quoting=quoting,
models=models,
on_run_start=on_run_start,
on_run_end=on_run_end,
dispatch=dispatch,
seeds=seeds,
snapshots=snapshots,
dbt_version=dbt_version,
packages=packages,
manifest_selectors=manifest_selectors,
selectors=selectors,
query_comment=query_comment,
sources=sources,
tests=tests,
metrics=metrics,
exposures=exposures,
vars=vars_value,
config_version=cfg.config_version,
unrendered=unrendered,
project_env_vars=project_env_vars,
)
# sanity check - this means an internal issue
project.validate()
return project
@classmethod
def from_dicts(
cls,
project_root: str,
project_dict: Dict[str, Any],
packages_dict: Dict[str, Any],
selectors_dict: Dict[str, Any],
*,
verify_version: bool = False,
):
"""Construct a partial project from its constituent dicts."""
project_name = project_dict.get("name")
profile_name = project_dict.get("profile")
return cls(
profile_name=profile_name,
project_name=project_name,
project_root=project_root,
project_dict=project_dict,
packages_dict=packages_dict,
selectors_dict=selectors_dict,
verify_version=verify_version,
)
@classmethod
def from_project_root(
cls, project_root: str, *, verify_version: bool = False
) -> "PartialProject":
project_root = os.path.normpath(project_root)
project_dict = _raw_project_from(project_root)
config_version = project_dict.get("config-version", 1)
if config_version != 2:
raise DbtProjectError(
f"Invalid config version: {config_version}, expected 2",
path=os.path.join(project_root, "dbt_project.yml"),
)
packages_dict = package_data_from_root(project_root)
selectors_dict = selector_data_from_root(project_root)
return cls.from_dicts(
project_root=project_root,
project_dict=project_dict,
selectors_dict=selectors_dict,
packages_dict=packages_dict,
verify_version=verify_version,
)
class VarProvider:
"""Var providers are tied to a particular Project."""
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
# The Project class is included in RuntimeConfig, so any attribute
# additions must also be set where the RuntimeConfig class is created
@dataclass
class Project:
project_name: str
version: Union[SemverString, float]
project_root: str
profile_name: Optional[str]
model_paths: List[str]
macro_paths: List[str]
seed_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
packages_install_path: str
quoting: Dict[str, Any]
models: Dict[str, Any]
on_run_start: List[str]
on_run_end: List[str]
dispatch: List[Dict[str, Any]]
seeds: Dict[str, Any]
snapshots: Dict[str, Any]
sources: Dict[str, Any]
tests: Dict[str, Any]
metrics: Dict[str, Any]
exposures: Dict[str, Any]
vars: VarProvider
dbt_version: List[VersionSpecifier]
packages: Dict[str, Any]
manifest_selectors: Dict[str, Any]
selectors: SelectorConfig
query_comment: QueryComment
config_version: int
unrendered: RenderComponents
project_env_vars: Dict[str, Any]
@property
def all_source_paths(self) -> List[str]:
return _all_source_paths(
self.model_paths,
self.seed_paths,
self.snapshot_paths,
self.analysis_paths,
self.macro_paths,
)
@property
def generic_test_paths(self):
generic_test_paths = []
for test_path in self.test_paths:
generic_test_paths.append(os.path.join(test_path, "generic"))
return generic_test_paths
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,
"model-paths": self.model_paths,
"macro-paths": self.macro_paths,
"seed-paths": self.seed_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,
"dispatch": self.dispatch,
"seeds": self.seeds,
"snapshots": self.snapshots,
"sources": self.sources,
"tests": self.tests,
"metrics": self.metrics,
"exposures": self.exposures,
"vars": self.vars.to_dict(),
"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(omit_none=True)
if with_packages:
result.update(self.packages.to_dict(omit_none=True))
return result
def validate(self):
try:
ProjectContract.validate(self.to_project_config())
except ValidationError as e:
raise DbtProjectError(validator_error_message(e)) from e
@classmethod
def partial_load(cls, project_root: str, *, verify_version: bool = False) -> PartialProject:
return PartialProject.from_project_root(
project_root,
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)
return partial.render(renderer)
def hashed_name(self):
return hashlib.md5(self.project_name.encode("utf-8")).hexdigest()
def get_selector(self, name: str) -> Union[SelectionSpec, bool]:
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]["definition"]
def get_default_selector_name(self) -> Union[str, None]:
"""This function fetch the default selector to use on `dbt run` (if any)
:return: either a selector if default is set or None
:rtype: Union[SelectionSpec, None]
"""
for selector_name, selector in self.selectors.items():
if selector["default"] is True:
return selector_name
return None
def get_macro_search_order(self, macro_namespace: str):
for dispatch_entry in self.dispatch:
if dispatch_entry["macro_namespace"] == macro_namespace:
return dispatch_entry["search_order"]
return None