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run.py
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run.py
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import functools
import threading
import time
from typing import List, Dict, Any, Iterable, Set, Tuple, Optional, AbstractSet
from dbt.dataclass_schema import dbtClassMixin
from .compile import CompileRunner, CompileTask
from .printer import (
print_run_end_messages,
get_counts,
)
from datetime import datetime
from dbt import tracking
from dbt import utils
from dbt.adapters.base import BaseRelation
from dbt.clients.jinja import MacroGenerator
from dbt.context.providers import generate_runtime_model_context
from dbt.contracts.graph.compiled import CompileResultNode
from dbt.contracts.graph.model_config import Hook
from dbt.contracts.graph.parsed import ParsedHookNode
from dbt.contracts.results import NodeStatus, RunResult, RunStatus, RunningStatus
from dbt.exceptions import (
CompilationException,
InternalException,
RuntimeException,
missing_materialization,
)
from dbt.events.functions import fire_event, get_invocation_id
from dbt.events.types import (
DatabaseErrorRunning,
EmptyLine,
HooksRunning,
HookFinished,
PrintModelErrorResultLine,
PrintModelResultLine,
PrintStartLine,
PrintHookEndLine,
PrintHookStartLine,
)
from dbt.logger import (
TextOnly,
HookMetadata,
UniqueID,
TimestampNamed,
DbtModelState,
)
from dbt.graph import ResourceTypeSelector
from dbt.hooks import get_hook_dict
from dbt.node_types import NodeType, RunHookType
class Timer:
def __init__(self):
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[ParsedHookNode]:
return []
def get_hooks_by_tags(
nodes: Iterable[CompileResultNode],
match_tags: Set[str],
) -> List[ParsedHookNode]:
matched_nodes = []
for node in nodes:
if not isinstance(node, ParsedHookNode):
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 InternalException("cannot track model run with no active user")
invocation_id = get_invocation_id()
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": run_model_result.node.get_materialization(),
"model_id": utils.get_hash(run_model_result.node),
"hashed_contents": utils.get_hashed_contents(run_model_result.node),
"timing": [t.to_dict(omit_none=True) for t in run_model_result.timing],
"language": str(run_model_result.node.language),
}
)
# 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 CompilationException(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 CompilationException(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 CompilationException(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):
# 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(
PrintStartLine(
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:
fire_event(
PrintModelErrorResultLine(
description=description,
status=result.status,
index=self.node_index,
total=self.num_nodes,
execution_time=result.execution_time,
node_info=self.node.node_info,
)
)
else:
fire_event(
PrintModelResultLine(
description=description,
status=result.message,
index=self.node_index,
total=self.num_nodes,
execution_time=result.execution_time,
node_info=self.node.node_info,
)
)
def before_execute(self):
self.print_start_line()
def after_execute(self, result):
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 RuntimeException("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 CompilationException(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 CompilationException(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:
missing_materialization(model, self.adapter.type())
if "config" not in context:
raise InternalException(
"Invalid materialization context generated, missing config: {}".format(context)
)
context_config = context["config"]
hook_ctx = self.adapter.pre_model_hook(context_config)
try:
result = MacroGenerator(materialization_macro, context)()
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, config):
super().__init__(args, config)
self.ran_hooks = []
self._total_executed = 0
def index_offset(self, value: int) -> int:
return self._total_executed + value
def raise_on_first_error(self):
return False
def get_hook_sql(self, adapter, hook, idx, num_hooks, extra_context):
compiler = adapter.get_compiler()
compiled = 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: ParsedHookNode) -> 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[ParsedHookNode]:
if self.manifest is None:
raise InternalException("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[ParsedHookNode] = 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):
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)
with TextOnly():
fire_event(EmptyLine())
fire_event(HooksRunning(num_hooks=num_hooks, hook_type=hook_type))
startctx = TimestampNamed("node_started_at")
finishctx = TimestampNamed("node_finished_at")
for idx, hook in enumerate(ordered_hooks, start=1):
hook._event_status["started_at"] = datetime.utcnow().isoformat()
hook._event_status["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)
hook_meta_ctx = HookMetadata(hook, self.index_offset(idx))
with UniqueID(hook.unique_id):
with hook_meta_ctx, startctx:
fire_event(
PrintHookStartLine(
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._event_status["finished_at"] = datetime.utcnow().isoformat()
with finishctx, DbtModelState({"node_status": "passed"}):
hook._event_status["node_status"] = RunStatus.Success
fire_event(
PrintHookEndLine(
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
del hook._event_status["started_at"]
del hook._event_status["finished_at"]
del hook._event_status["node_status"]
self._total_executed += len(ordered_hooks)
with TextOnly():
fire_event(EmptyLine())
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 RuntimeException:
fire_event(DatabaseErrorRunning(hook_type=hook_type.value))
raise
def print_results_line(self, results, execution_time):
nodes = [r.node for r in results] + self.ran_hooks
stat_line = get_counts(nodes)
execution = ""
if execution_time is not None:
execution = utils.humanize_execution_time(execution_time=execution_time)
with TextOnly():
fire_event(EmptyLine())
fire_event(
HookFinished(stat_line=stat_line, execution=execution, execution_time=execution_time)
)
def before_run(self, adapter, selected_uids: AbstractSet[str]):
with adapter.connection_named("master"):
required_schemas = self.get_model_schemas(adapter, selected_uids)
self.create_schemas(adapter, required_schemas)
self.populate_adapter_cache(adapter, required_schemas)
self.defer_to_manifest(adapter, selected_uids)
self.safe_run_hooks(adapter, RunHookType.Start, {})
def after_run(self, adapter, results):
# 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 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 after_hooks(self, adapter, results, elapsed):
self.print_results_line(results, elapsed)
def get_node_selector(self) -> ResourceTypeSelector:
if self.manifest is None or self.graph is None:
raise InternalException("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, _):
return ModelRunner
def task_end_messages(self, results):
if results:
print_run_end_messages(results)