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context.py
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308 lines (248 loc) · 10.7 KB
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from __future__ import annotations
import logging
import typing as t
from dataclasses import dataclass, field, replace
from pathlib import Path
from dbt.adapters.base import BaseRelation
from sqlmesh.core.config import Config as SQLMeshConfig
from sqlmesh.dbt.builtin import _relation_info_to_relation
from sqlmesh.dbt.common import Dependencies
from sqlmesh.dbt.manifest import ManifestHelper
from sqlmesh.dbt.target import TargetConfig
from sqlmesh.utils import AttributeDict
from sqlmesh.utils.errors import ConfigError, SQLMeshError, MissingModelError, MissingSourceError
from sqlmesh.utils.jinja import (
JinjaGlobalAttribute,
JinjaMacroRegistry,
MacroInfo,
MacroReference,
)
if t.TYPE_CHECKING:
from jinja2 import Environment
from sqlmesh.dbt.model import ModelConfig
from sqlmesh.dbt.relation import Policy
from sqlmesh.dbt.seed import SeedConfig
from sqlmesh.dbt.source import SourceConfig
logger = logging.getLogger(__name__)
@dataclass
class DbtContext:
"""Context for DBT environment"""
project_root: Path = Path()
target_name: t.Optional[str] = None
profile_name: t.Optional[str] = None
project_schema: t.Optional[str] = None
jinja_macros: JinjaMacroRegistry = field(
default_factory=lambda: JinjaMacroRegistry(
create_builtins_module=SQLMESH_DBT_PACKAGE, top_level_packages=["dbt"]
)
)
sqlmesh_config: SQLMeshConfig = field(default_factory=SQLMeshConfig)
_project_name: t.Optional[str] = None
_variables: t.Dict[str, t.Any] = field(default_factory=dict)
_models: t.Dict[str, ModelConfig] = field(default_factory=dict)
_models_by_fqn: t.Dict[str, ModelConfig] = field(default_factory=dict)
_seeds: t.Dict[str, SeedConfig] = field(default_factory=dict)
_sources: t.Dict[str, SourceConfig] = field(default_factory=dict)
_refs: t.Dict[str, t.Union[ModelConfig, SeedConfig]] = field(default_factory=dict)
_target: t.Optional[TargetConfig] = None
_jinja_environment: t.Optional[Environment] = None
_manifest: t.Optional[ManifestHelper] = None
@property
def default_dialect(self) -> str:
if self.sqlmesh_config.dialect:
return self.sqlmesh_config.dialect
if not self.target:
raise SQLMeshError(
"Target must be configured before calling the default_dialect property."
)
return self.target.dialect
@property
def project_name(self) -> t.Optional[str]:
return self._project_name
@project_name.setter
def project_name(self, project_name: str) -> None:
self._project_name = project_name
self.jinja_macros.root_package_name = project_name
@property
def manifest(self) -> ManifestHelper:
if self._manifest is None:
raise SQLMeshError("Manifest is not set in the context.")
return self._manifest
@manifest.setter
def manifest(self, mainfest: ManifestHelper) -> None:
self._manifest = mainfest
@property
def variables(self) -> t.Dict[str, t.Any]:
return self._variables
@variables.setter
def variables(self, variables: t.Dict[str, t.Any]) -> None:
self._variables = {}
self.add_variables(variables)
def add_variables(self, variables: t.Dict[str, t.Any]) -> None:
self._variables.update(variables)
self._jinja_environment = None
def set_and_render_variables(self, variables: t.Dict[str, t.Any], package: str) -> None:
package_macros = self.jinja_macros.copy(
update={"top_level_packages": [*self.jinja_macros.top_level_packages, package]}
)
jinja_environment = package_macros.build_environment(**self.jinja_globals)
def _render_var(value: t.Any) -> t.Any:
if isinstance(value, str):
return jinja_environment.from_string(value).render()
if isinstance(value, list):
return [_render_var(v) for v in value]
if isinstance(value, dict):
return {k: _render_var(v) for k, v in value.items()}
return value
def _var(name: str, default: t.Optional[t.Any] = None) -> t.Any:
return _render_var(variables.get(name, default))
jinja_environment.globals["var"] = _var
rendered_variables = {}
for k, v in variables.items():
try:
rendered_variables[k] = _render_var(v)
except Exception as ex:
logger.warning(f"Failed to render variable '{k}', value '{v}': {ex}")
self.variables = rendered_variables
def add_macros(self, macros: t.Dict[str, MacroInfo], package: str) -> None:
self.jinja_macros.add_macros(macros, package=package)
self._jinja_environment = None
@property
def models(self) -> t.Dict[str, ModelConfig]:
return self._models
@models.setter
def models(self, models: t.Dict[str, ModelConfig]) -> None:
self._models = {}
self._refs = {}
self._models_by_fqn = {}
self.add_models(models)
def add_models(self, models: t.Dict[str, ModelConfig]) -> None:
self._refs = {}
self._models.update(models)
self._jinja_environment = None
@property
def models_by_fqn(self) -> t.Dict[str, ModelConfig]:
if not self._models_by_fqn:
self._models_by_fqn = {model.fqn: model for model in self._models.values()}
return self._models_by_fqn
@property
def seeds(self) -> t.Dict[str, SeedConfig]:
return self._seeds
@seeds.setter
def seeds(self, seeds: t.Dict[str, SeedConfig]) -> None:
self._seeds = {}
self._refs = {}
self.add_seeds(seeds)
def add_seeds(self, seeds: t.Dict[str, SeedConfig]) -> None:
self._refs = {}
self._seeds.update(seeds)
self._jinja_environment = None
@property
def sources(self) -> t.Dict[str, SourceConfig]:
return self._sources
@sources.setter
def sources(self, sources: t.Dict[str, SourceConfig]) -> None:
self._sources = {}
self.add_sources(sources)
def add_sources(self, sources: t.Dict[str, SourceConfig]) -> None:
self._sources.update(sources)
self._jinja_environment = None
@property
def refs(self) -> t.Dict[str, t.Union[ModelConfig, SeedConfig]]:
from sqlmesh.dbt.model import ModelConfig
from sqlmesh.dbt.seed import SeedConfig
if not self._refs:
# Refs can be called with or without package name.
for model in t.cast(
t.Dict[str, t.Union[ModelConfig, SeedConfig]], {**self._seeds, **self._models}
).values():
name = model.name
config_name = model.config_name
if model.version == model.latest_version:
self._refs[name] = model
self._refs[config_name] = model
if model.version:
self._refs[f"{name}_v{model.version}"] = model
self._refs[f"{config_name}_v{model.version}"] = model
return self._refs
@property
def target(self) -> TargetConfig:
if not self._target:
raise SQLMeshError("Target has not been set in the context.")
return self._target
@target.setter
def target(self, value: TargetConfig) -> None:
if not self.project_name:
raise ConfigError("Project name must be set in the context in order to use a target.")
self._target = value
self._jinja_environment = None
def render(self, source: str, **kwargs: t.Any) -> str:
return self.jinja_environment.from_string(source).render(**kwargs)
def get_callable_macro(
self, name: str, package: t.Optional[str] = None
) -> t.Optional[t.Callable]:
return self.jinja_macros.build_macro(
MacroReference(name=name, package=package), **self.jinja_globals
)
def copy(self) -> DbtContext:
return replace(self)
@property
def jinja_environment(self) -> Environment:
if self._jinja_environment is None:
self._jinja_environment = self.jinja_macros.build_environment(**self.jinja_globals)
return self._jinja_environment
@property
def jinja_globals(self) -> t.Dict[str, JinjaGlobalAttribute]:
output: t.Dict[str, JinjaGlobalAttribute] = {
"vars": AttributeDict(self.variables),
"refs": AttributeDict({k: v.relation_info for k, v in self.refs.items()}),
"sources": AttributeDict({k: v.relation_info for k, v in self.sources.items()}),
}
if self.project_name is not None:
output["project_name"] = self.project_name
if self._target is not None:
output["target"] = self._target.attribute_dict()
# pass user-specified default dialect if we have already loaded the config
if self.sqlmesh_config.dialect:
output["dialect"] = self.sqlmesh_config.dialect
# Pass flat graph structure like dbt
if self._manifest is not None:
output["flat_graph"] = AttributeDict(self.manifest.flat_graph)
return output
def context_for_dependencies(self, dependencies: Dependencies) -> DbtContext:
from sqlmesh.dbt.model import ModelConfig
from sqlmesh.dbt.seed import SeedConfig
dependency_context = self.copy()
models = {}
seeds = {}
sources = {}
for ref in dependencies.refs:
model = self.refs.get(ref)
if model:
if isinstance(model, SeedConfig):
seeds[ref] = t.cast(SeedConfig, model)
else:
models[ref] = t.cast(ModelConfig, model)
else:
raise MissingModelError(ref)
for source in dependencies.sources:
if source in self.sources:
sources[source] = self.sources[source]
else:
raise MissingSourceError(source)
variables = {k: v for k, v in self.variables.items() if k in dependencies.variables}
dependency_context.sources = sources
dependency_context.seeds = seeds
dependency_context.models = models
dependency_context.variables = variables
dependency_context._refs = {**dependency_context._seeds, **dependency_context._models} # type: ignore
return dependency_context
def create_relation(
self, relation_info: AttributeDict[str, t.Any], quote_policy: t.Optional[Policy] = None
) -> BaseRelation:
if not self.target:
raise SQLMeshError("Target must be configured before calling create_relation.")
return _relation_info_to_relation(
relation_info, self.target.relation_class, quote_policy or self.target.quote_policy
)
SQLMESH_DBT_PACKAGE = "sqlmesh.dbt"