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run.py
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import functools
import threading
import time
from datetime import datetime
from typing import AbstractSet, Any, Dict, Iterable, List, Optional, Set, Tuple, Type
from dbt import tracking, utils
from dbt.adapters.base import BaseRelation
from dbt.adapters.events.types import (
DatabaseErrorRunningHook,
FinishedRunningStats,
HooksRunning,
)
from dbt.adapters.exceptions import MissingMaterializationError
from dbt.artifacts.resources import Hook
from dbt.artifacts.schemas.results import (
BaseResult,
NodeStatus,
RunningStatus,
RunStatus,
)
from dbt.artifacts.schemas.run import RunResult
from dbt.cli.flags import Flags
from dbt.clients.jinja import MacroGenerator
from dbt.config.runtime import RuntimeConfig
from dbt.context.providers import generate_runtime_model_context
from dbt.contracts.graph.manifest import Manifest
from dbt.contracts.graph.nodes import HookNode, ResultNode
from dbt.events.types import (
LogHookEndLine,
LogHookStartLine,
LogModelResult,
LogStartLine,
)
from dbt.exceptions import CompilationError, DbtInternalError, DbtRuntimeError
from dbt.graph import ResourceTypeSelector
from dbt.hooks import get_hook_dict
from dbt.node_types import NodeType, RunHookType
from dbt.task.base import BaseRunner
from dbt_common.dataclass_schema import dbtClassMixin
from dbt_common.events.base_types import EventLevel
from dbt_common.events.contextvars import log_contextvars
from dbt_common.events.functions import fire_event, get_invocation_id
from dbt_common.events.types import Formatting
from dbt_common.exceptions import DbtValidationError
from .compile import CompileRunner, CompileTask
from .printer import get_counts, print_run_end_messages
class Timer:
def __init__(self) -> None:
self.start = None
self.end = None
@property
def elapsed(self):
if self.start is None or self.end is None:
return None
return self.end - self.start
def __enter__(self):
self.start = time.time()
return self
def __exit__(self, exc_type, exc_value, exc_tracebck):
self.end = time.time()
@functools.total_ordering
class BiggestName(str):
def __lt__(self, other):
return True
def __eq__(self, other):
return isinstance(other, self.__class__)
def _hook_list() -> List[HookNode]:
return []
def get_hooks_by_tags(
nodes: Iterable[ResultNode],
match_tags: Set[str],
) -> List[HookNode]:
matched_nodes = []
for node in nodes:
if not isinstance(node, HookNode):
continue
node_tags = node.tags
if len(set(node_tags) & match_tags):
matched_nodes.append(node)
return matched_nodes
def get_hook(source, index):
hook_dict = get_hook_dict(source)
hook_dict.setdefault("index", index)
Hook.validate(hook_dict)
return Hook.from_dict(hook_dict)
def track_model_run(index, num_nodes, run_model_result):
if tracking.active_user is None:
raise DbtInternalError("cannot track model run with no active user")
invocation_id = get_invocation_id()
node = run_model_result.node
has_group = True if hasattr(node, "group") and node.group else False
if node.resource_type == NodeType.Model:
access = node.access.value if node.access is not None else None
contract_enforced = node.contract.enforced
versioned = True if node.version else False
else:
access = None
contract_enforced = False
versioned = False
tracking.track_model_run(
{
"invocation_id": invocation_id,
"index": index,
"total": num_nodes,
"execution_time": run_model_result.execution_time,
"run_status": str(run_model_result.status).upper(),
"run_skipped": run_model_result.status == NodeStatus.Skipped,
"run_error": run_model_result.status == NodeStatus.Error,
"model_materialization": node.get_materialization(),
"model_id": utils.get_hash(node),
"hashed_contents": utils.get_hashed_contents(node),
"timing": [t.to_dict(omit_none=True) for t in run_model_result.timing],
"language": str(node.language),
"has_group": has_group,
"contract_enforced": contract_enforced,
"access": access,
"versioned": versioned,
}
)
# make sure that we got an ok result back from a materialization
def _validate_materialization_relations_dict(inp: Dict[Any, Any], model) -> List[BaseRelation]:
try:
relations_value = inp["relations"]
except KeyError:
msg = (
'Invalid return value from materialization, "relations" '
"not found, got keys: {}".format(list(inp))
)
raise CompilationError(msg, node=model) from None
if not isinstance(relations_value, list):
msg = (
'Invalid return value from materialization, "relations" '
"not a list, got: {}".format(relations_value)
)
raise CompilationError(msg, node=model) from None
relations: List[BaseRelation] = []
for relation in relations_value:
if not isinstance(relation, BaseRelation):
msg = (
"Invalid return value from materialization, "
'"relations" contains non-Relation: {}'.format(relation)
)
raise CompilationError(msg, node=model)
assert isinstance(relation, BaseRelation)
relations.append(relation)
return relations
class ModelRunner(CompileRunner):
def get_node_representation(self):
display_quote_policy = {"database": False, "schema": False, "identifier": False}
relation = self.adapter.Relation.create_from(
self.config, self.node, quote_policy=display_quote_policy
)
# exclude the database from output if it's the default
if self.node.database == self.config.credentials.database:
relation = relation.include(database=False)
return str(relation)
def describe_node(self) -> str:
# TODO CL 'language' will be moved to node level when we change representation
return f"{self.node.language} {self.node.get_materialization()} model {self.get_node_representation()}"
def print_start_line(self):
fire_event(
LogStartLine(
description=self.describe_node(),
index=self.node_index,
total=self.num_nodes,
node_info=self.node.node_info,
)
)
def print_result_line(self, result):
description = self.describe_node()
if result.status == NodeStatus.Error:
status = result.status
level = EventLevel.ERROR
else:
status = result.message
level = EventLevel.INFO
fire_event(
LogModelResult(
description=description,
status=status,
index=self.node_index,
total=self.num_nodes,
execution_time=result.execution_time,
node_info=self.node.node_info,
),
level=level,
)
def before_execute(self) -> None:
self.print_start_line()
def after_execute(self, result) -> None:
track_model_run(self.node_index, self.num_nodes, result)
self.print_result_line(result)
def _build_run_model_result(self, model, context):
result = context["load_result"]("main")
if not result:
raise DbtRuntimeError("main is not being called during running model")
adapter_response = {}
if isinstance(result.response, dbtClassMixin):
adapter_response = result.response.to_dict(omit_none=True)
return RunResult(
node=model,
status=RunStatus.Success,
timing=[],
thread_id=threading.current_thread().name,
execution_time=0,
message=str(result.response),
adapter_response=adapter_response,
failures=result.get("failures"),
)
def _materialization_relations(self, result: Any, model) -> List[BaseRelation]:
if isinstance(result, str):
msg = (
'The materialization ("{}") did not explicitly return a '
"list of relations to add to the cache.".format(str(model.get_materialization()))
)
raise CompilationError(msg, node=model)
if isinstance(result, dict):
return _validate_materialization_relations_dict(result, model)
msg = (
"Invalid return value from materialization, expected a dict "
'with key "relations", got: {}'.format(str(result))
)
raise CompilationError(msg, node=model)
def execute(self, model, manifest):
context = generate_runtime_model_context(model, self.config, manifest)
materialization_macro = manifest.find_materialization_macro_by_name(
self.config.project_name, model.get_materialization(), self.adapter.type()
)
if materialization_macro is None:
raise MissingMaterializationError(
materialization=model.get_materialization(), adapter_type=self.adapter.type()
)
if "config" not in context:
raise DbtInternalError(
"Invalid materialization context generated, missing config: {}".format(context)
)
context_config = context["config"]
mat_has_supported_langs = hasattr(materialization_macro, "supported_languages")
model_lang_supported = model.language in materialization_macro.supported_languages
if mat_has_supported_langs and not model_lang_supported:
str_langs = [str(lang) for lang in materialization_macro.supported_languages]
raise DbtValidationError(
f'Materialization "{materialization_macro.name}" only supports languages {str_langs}; '
f'got "{model.language}"'
)
hook_ctx = self.adapter.pre_model_hook(context_config)
try:
result = MacroGenerator(
materialization_macro, context, stack=context["context_macro_stack"]
)()
finally:
self.adapter.post_model_hook(context_config, hook_ctx)
for relation in self._materialization_relations(result, model):
self.adapter.cache_added(relation.incorporate(dbt_created=True))
return self._build_run_model_result(model, context)
class RunTask(CompileTask):
def __init__(self, args: Flags, config: RuntimeConfig, manifest: Manifest) -> None:
super().__init__(args, config, manifest)
self.ran_hooks: List[HookNode] = []
self._total_executed = 0
def index_offset(self, value: int) -> int:
return self._total_executed + value
def raise_on_first_error(self) -> bool:
return False
def get_hook_sql(self, adapter, hook, idx, num_hooks, extra_context) -> str:
if self.manifest is None:
raise DbtInternalError("compile_node called before manifest was loaded")
compiled = self.compiler.compile_node(hook, self.manifest, extra_context)
statement = compiled.compiled_code
hook_index = hook.index or num_hooks
hook_obj = get_hook(statement, index=hook_index)
return hook_obj.sql or ""
def _hook_keyfunc(self, hook: HookNode) -> Tuple[str, Optional[int]]:
package_name = hook.package_name
if package_name == self.config.project_name:
package_name = BiggestName("")
return package_name, hook.index
def get_hooks_by_type(self, hook_type: RunHookType) -> List[HookNode]:
if self.manifest is None:
raise DbtInternalError("self.manifest was None in get_hooks_by_type")
nodes = self.manifest.nodes.values()
# find all hooks defined in the manifest (could be multiple projects)
hooks: List[HookNode] = get_hooks_by_tags(nodes, {hook_type})
hooks.sort(key=self._hook_keyfunc)
return hooks
def run_hooks(self, adapter, hook_type: RunHookType, extra_context) -> None:
ordered_hooks = self.get_hooks_by_type(hook_type)
# on-run-* hooks should run outside of a transaction. This happens
# b/c psycopg2 automatically begins a transaction when a connection
# is created.
adapter.clear_transaction()
if not ordered_hooks:
return
num_hooks = len(ordered_hooks)
fire_event(Formatting(""))
fire_event(HooksRunning(num_hooks=num_hooks, hook_type=hook_type))
for idx, hook in enumerate(ordered_hooks, start=1):
# We want to include node_info in the appropriate log files, so use
# log_contextvars
with log_contextvars(node_info=hook.node_info):
hook.update_event_status(
started_at=datetime.utcnow().isoformat(), node_status=RunningStatus.Started
)
sql = self.get_hook_sql(adapter, hook, idx, num_hooks, extra_context)
hook_text = "{}.{}.{}".format(hook.package_name, hook_type, hook.index)
fire_event(
LogHookStartLine(
statement=hook_text,
index=idx,
total=num_hooks,
node_info=hook.node_info,
)
)
with Timer() as timer:
if len(sql.strip()) > 0:
response, _ = adapter.execute(sql, auto_begin=False, fetch=False)
status = response._message
else:
status = "OK"
self.ran_hooks.append(hook)
hook.update_event_status(finished_at=datetime.utcnow().isoformat())
hook.update_event_status(node_status=RunStatus.Success)
fire_event(
LogHookEndLine(
statement=hook_text,
status=status,
index=idx,
total=num_hooks,
execution_time=timer.elapsed,
node_info=hook.node_info,
)
)
# `_event_status` dict is only used for logging. Make sure
# it gets deleted when we're done with it
hook.clear_event_status()
self._total_executed += len(ordered_hooks)
fire_event(Formatting(""))
def safe_run_hooks(
self, adapter, hook_type: RunHookType, extra_context: Dict[str, Any]
) -> None:
try:
self.run_hooks(adapter, hook_type, extra_context)
except DbtRuntimeError as exc:
fire_event(DatabaseErrorRunningHook(hook_type=hook_type.value))
self.node_results.append(
BaseResult(
status=RunStatus.Error,
thread_id="main",
timing=[],
message=f"{hook_type.value} failed, error:\n {exc.msg}",
adapter_response={},
execution_time=0,
failures=1,
)
)
def print_results_line(self, results, execution_time) -> None:
nodes = [r.node for r in results if hasattr(r, "node")] + self.ran_hooks
stat_line = get_counts(nodes)
execution = ""
if execution_time is not None:
execution = utils.humanize_execution_time(execution_time=execution_time)
fire_event(Formatting(""))
fire_event(
FinishedRunningStats(
stat_line=stat_line, execution=execution, execution_time=execution_time
)
)
def before_run(self, adapter, selected_uids: AbstractSet[str]) -> None:
with adapter.connection_named("master"):
self.defer_to_manifest()
required_schemas = self.get_model_schemas(adapter, selected_uids)
self.create_schemas(adapter, required_schemas)
self.populate_adapter_cache(adapter, required_schemas)
self.safe_run_hooks(adapter, RunHookType.Start, {})
def after_run(self, adapter, results) -> None:
# in on-run-end hooks, provide the value 'database_schemas', which is a
# list of unique (database, schema) pairs that successfully executed
# models were in. For backwards compatibility, include the old
# 'schemas', which did not include database information.
database_schema_set: Set[Tuple[Optional[str], str]] = {
(r.node.database, r.node.schema)
for r in results
if (hasattr(r, "node") and r.node.is_relational)
and r.status not in (NodeStatus.Error, NodeStatus.Fail, NodeStatus.Skipped)
}
self._total_executed += len(results)
extras = {
"schemas": list({s for _, s in database_schema_set}),
"results": results,
"database_schemas": list(database_schema_set),
}
with adapter.connection_named("master"):
self.safe_run_hooks(adapter, RunHookType.End, extras)
def get_node_selector(self) -> ResourceTypeSelector:
if self.manifest is None or self.graph is None:
raise DbtInternalError("manifest and graph must be set to get perform node selection")
return ResourceTypeSelector(
graph=self.graph,
manifest=self.manifest,
previous_state=self.previous_state,
resource_types=[NodeType.Model],
)
def get_runner_type(self, _) -> Optional[Type[BaseRunner]]:
return ModelRunner
def get_groups_for_nodes(self, nodes):
node_to_group_name_map = {i: k for k, v in self.manifest.group_map.items() for i in v}
group_name_to_group_map = {v.name: v for v in self.manifest.groups.values()}
return {
node.unique_id: group_name_to_group_map.get(node_to_group_name_map.get(node.unique_id))
for node in nodes
}
def task_end_messages(self, results) -> None:
groups = self.get_groups_for_nodes([r.node for r in results if hasattr(r, "node")])
if results:
print_run_end_messages(results, groups=groups)