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base.py
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base.py
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import os
import threading
import time
from abc import ABCMeta, abstractmethod
from typing import Type, Union, Dict, Any, Optional
from dbt import tracking
from dbt import flags
from dbt.contracts.graph.manifest import Manifest
from dbt.contracts.results import (
NodeStatus,
RunResult,
collect_timing_info,
RunStatus,
RunningStatus,
)
from dbt.exceptions import (
NotImplementedException,
CompilationException,
RuntimeException,
InternalException,
)
from dbt.logger import log_manager
import dbt.events.functions as event_logger
from dbt.events.functions import fire_event
from dbt.events.types import (
DbtProjectError,
DbtProjectErrorException,
DbtProfileError,
DbtProfileErrorException,
ProfileListTitle,
ListSingleProfile,
NoDefinedProfiles,
ProfileHelpMessage,
CatchableExceptionOnRun,
InternalExceptionOnRun,
GenericExceptionOnRun,
NodeConnectionReleaseError,
PrintDebugStackTrace,
SkippingDetails,
PrintSkipBecauseError,
NodeCompiling,
NodeExecuting,
)
from .printer import print_run_result_error
from dbt.adapters.factory import register_adapter
from dbt.config import RuntimeConfig, Project
from dbt.config.profile import read_profile
import dbt.exceptions
class NoneConfig:
@classmethod
def from_args(cls, args):
return None
def read_profiles(profiles_dir=None):
"""This is only used for some error handling"""
if profiles_dir is None:
profiles_dir = flags.PROFILES_DIR
raw_profiles = read_profile(profiles_dir)
if raw_profiles is None:
profiles = {}
else:
profiles = {k: v for (k, v) in raw_profiles.items() if k != "config"}
return profiles
class BaseTask(metaclass=ABCMeta):
ConfigType: Union[Type[NoneConfig], Type[Project]] = NoneConfig
def __init__(self, args, config):
self.args = args
self.args.single_threaded = False
self.config = config
@classmethod
def pre_init_hook(cls, args):
"""A hook called before the task is initialized."""
if args.log_format == "json":
log_manager.format_json()
# we're mutating the initialized, but not-yet-configured event logger
# because it's being configured too late -- bad! TODO refactor!
event_logger.format_json = True
else:
log_manager.format_text()
@classmethod
def set_log_format(cls):
if flags.LOG_FORMAT == "json":
log_manager.format_json()
# we're mutating the initialized, but not-yet-configured event logger
# because it's being configured too late -- bad! TODO refactor!
event_logger.format_json = True
else:
log_manager.format_text()
@classmethod
def from_args(cls, args):
try:
# This is usually RuntimeConfig but will be UnsetProfileConfig
# for the clean or deps tasks
config = cls.ConfigType.from_args(args)
except dbt.exceptions.DbtProjectError as exc:
fire_event(DbtProjectError())
fire_event(DbtProjectErrorException(exc=exc))
tracking.track_invalid_invocation(args=args, result_type=exc.result_type)
raise dbt.exceptions.RuntimeException("Could not run dbt") from exc
except dbt.exceptions.DbtProfileError as exc:
fire_event(DbtProfileError())
fire_event(DbtProfileErrorException(exc=exc))
all_profiles = read_profiles(flags.PROFILES_DIR).keys()
if len(all_profiles) > 0:
fire_event(ProfileListTitle())
for profile in all_profiles:
fire_event(ListSingleProfile(profile=profile))
else:
fire_event(NoDefinedProfiles())
fire_event(ProfileHelpMessage())
tracking.track_invalid_invocation(args=args, result_type=exc.result_type)
raise dbt.exceptions.RuntimeException("Could not run dbt") from exc
return cls(args, config)
@abstractmethod
def run(self):
raise dbt.exceptions.NotImplementedException("Not Implemented")
def interpret_results(self, results):
return True
def get_nearest_project_dir(args):
# If the user provides an explicit project directory, use that
# but don't look at parent directories.
if args.project_dir:
project_file = os.path.join(args.project_dir, "dbt_project.yml")
if os.path.exists(project_file):
return args.project_dir
else:
raise dbt.exceptions.RuntimeException(
"fatal: Invalid --project-dir flag. Not a dbt project. "
"Missing dbt_project.yml file"
)
root_path = os.path.abspath(os.sep)
cwd = os.getcwd()
while cwd != root_path:
project_file = os.path.join(cwd, "dbt_project.yml")
if os.path.exists(project_file):
return cwd
cwd = os.path.dirname(cwd)
raise dbt.exceptions.RuntimeException(
"fatal: Not a dbt project (or any of the parent directories). "
"Missing dbt_project.yml file"
)
def move_to_nearest_project_dir(args):
nearest_project_dir = get_nearest_project_dir(args)
os.chdir(nearest_project_dir)
class ConfiguredTask(BaseTask):
ConfigType = RuntimeConfig
def __init__(self, args, config):
super().__init__(args, config)
register_adapter(self.config)
@classmethod
def from_args(cls, args):
move_to_nearest_project_dir(args)
return super().from_args(args)
class ExecutionContext:
"""During execution and error handling, dbt makes use of mutable state:
timing information and the newest (compiled vs executed) form of the node.
"""
def __init__(self, node):
self.timing = []
self.node = node
class BaseRunner(metaclass=ABCMeta):
def __init__(self, config, adapter, node, node_index, num_nodes):
self.config = config
self.adapter = adapter
self.node = node
self.node_index = node_index
self.num_nodes = num_nodes
self.skip = False
self.skip_cause: Optional[RunResult] = None
@abstractmethod
def compile(self, manifest: Manifest) -> Any:
pass
def get_result_status(self, result) -> Dict[str, str]:
if result.status == NodeStatus.Error:
return {"node_status": "error", "node_error": str(result.message)}
elif result.status == NodeStatus.Skipped:
return {"node_status": "skipped"}
elif result.status == NodeStatus.Fail:
return {"node_status": "failed"}
elif result.status == NodeStatus.Warn:
return {"node_status": "warn"}
else:
return {"node_status": "passed"}
def run_with_hooks(self, manifest):
if self.skip:
return self.on_skip()
# no before/after printing for ephemeral mdoels
if not self.node.is_ephemeral_model:
self.before_execute()
result = self.safe_run(manifest)
if not self.node.is_ephemeral_model:
self.after_execute(result)
return result
def _build_run_result(
self,
node,
start_time,
status,
timing_info,
message,
agate_table=None,
adapter_response=None,
failures=None,
):
execution_time = time.time() - start_time
thread_id = threading.current_thread().name
if adapter_response is None:
adapter_response = {}
return RunResult(
status=status,
thread_id=thread_id,
execution_time=execution_time,
timing=timing_info,
message=message,
node=node,
agate_table=agate_table,
adapter_response=adapter_response,
failures=failures,
)
def error_result(self, node, message, start_time, timing_info):
return self._build_run_result(
node=node,
start_time=start_time,
status=RunStatus.Error,
timing_info=timing_info,
message=message,
)
def ephemeral_result(self, node, start_time, timing_info):
return self._build_run_result(
node=node,
start_time=start_time,
status=RunStatus.Success,
timing_info=timing_info,
message=None,
)
def from_run_result(self, result, start_time, timing_info):
return self._build_run_result(
node=result.node,
start_time=start_time,
status=result.status,
timing_info=timing_info,
message=result.message,
agate_table=result.agate_table,
adapter_response=result.adapter_response,
failures=result.failures,
)
def skip_result(self, node, message):
thread_id = threading.current_thread().name
return RunResult(
status=RunStatus.Skipped,
thread_id=thread_id,
execution_time=0,
timing=[],
message=message,
node=node,
adapter_response={},
failures=None,
)
def compile_and_execute(self, manifest, ctx):
result = None
with self.adapter.connection_for(self.node):
ctx.node._event_status["node_status"] = RunningStatus.Compiling
fire_event(
NodeCompiling(
node_info=ctx.node.node_info,
unique_id=ctx.node.unique_id,
)
)
with collect_timing_info("compile") as timing_info:
# if we fail here, we still have a compiled node to return
# this has the benefit of showing a build path for the errant
# model
ctx.node = self.compile(manifest)
ctx.timing.append(timing_info)
# for ephemeral nodes, we only want to compile, not run
if not ctx.node.is_ephemeral_model:
ctx.node._event_status["node_status"] = RunningStatus.Executing
fire_event(
NodeExecuting(
node_info=ctx.node.node_info,
unique_id=ctx.node.unique_id,
)
)
with collect_timing_info("execute") as timing_info:
result = self.run(ctx.node, manifest)
ctx.node = result.node
ctx.timing.append(timing_info)
return result
def _handle_catchable_exception(self, e, ctx):
if e.node is None:
e.add_node(ctx.node)
fire_event(CatchableExceptionOnRun(exc=e))
return str(e)
def _handle_internal_exception(self, e, ctx):
fire_event(InternalExceptionOnRun(build_path=self.node.build_path, exc=e))
return str(e)
def _handle_generic_exception(self, e, ctx):
fire_event(
GenericExceptionOnRun(
build_path=self.node.build_path,
unique_id=self.node.unique_id,
exc=str(e), # TODO: unstring this when serialization is fixed
)
)
fire_event(PrintDebugStackTrace())
return str(e)
def handle_exception(self, e, ctx):
catchable_errors = (CompilationException, RuntimeException)
if isinstance(e, catchable_errors):
error = self._handle_catchable_exception(e, ctx)
elif isinstance(e, InternalException):
error = self._handle_internal_exception(e, ctx)
else:
error = self._handle_generic_exception(e, ctx)
return error
def safe_run(self, manifest):
started = time.time()
ctx = ExecutionContext(self.node)
error = None
result = None
try:
result = self.compile_and_execute(manifest, ctx)
except Exception as e:
error = self.handle_exception(e, ctx)
finally:
exc_str = self._safe_release_connection()
# if releasing failed and the result doesn't have an error yet, set
# an error
if (
exc_str is not None
and result is not None
and result.status != NodeStatus.Error
and error is None
):
error = exc_str
if error is not None:
# we could include compile time for runtime errors here
result = self.error_result(ctx.node, error, started, [])
elif result is not None:
result = self.from_run_result(result, started, ctx.timing)
else:
result = self.ephemeral_result(ctx.node, started, ctx.timing)
return result
def _safe_release_connection(self):
"""Try to release a connection. If an exception is hit, log and return
the error string.
"""
try:
self.adapter.release_connection()
except Exception as exc:
fire_event(NodeConnectionReleaseError(node_name=self.node.name, exc=exc))
return str(exc)
return None
def before_execute(self):
raise NotImplementedException()
def execute(self, compiled_node, manifest):
raise NotImplementedException()
def run(self, compiled_node, manifest):
return self.execute(compiled_node, manifest)
def after_execute(self, result):
raise NotImplementedException()
def _skip_caused_by_ephemeral_failure(self):
if self.skip_cause is None or self.skip_cause.node is None:
return False
return self.skip_cause.node.is_ephemeral_model
def on_skip(self):
schema_name = self.node.schema
node_name = self.node.name
error_message = None
if not self.node.is_ephemeral_model:
# if this model was skipped due to an upstream ephemeral model
# failure, print a special 'error skip' message.
if self._skip_caused_by_ephemeral_failure():
fire_event(
PrintSkipBecauseError(
schema=schema_name,
relation=node_name,
index=self.node_index,
total=self.num_nodes,
)
)
print_run_result_error(result=self.skip_cause, newline=False)
if self.skip_cause is None: # mypy appeasement
raise InternalException(
"Skip cause not set but skip was somehow caused by " "an ephemeral failure"
)
# set an error so dbt will exit with an error code
error_message = (
"Compilation Error in {}, caused by compilation error "
"in referenced ephemeral model {}".format(
self.node.unique_id, self.skip_cause.node.unique_id
)
)
else:
fire_event(
SkippingDetails(
resource_type=self.node.resource_type,
schema=schema_name,
node_name=node_name,
index=self.node_index,
total=self.num_nodes,
node_info=self.node.node_info,
)
)
node_result = self.skip_result(self.node, error_message)
return node_result
def do_skip(self, cause=None):
self.skip = True
self.skip_cause = cause