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import sentry_sdk
from sentry_sdk.integrations import Integration
from sentry_sdk.utils import capture_internal_exceptions, ensure_integration_enabled
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from typing import Any
from typing import Optional
from sentry_sdk._types import Event, Hint
class SparkIntegration(Integration):
identifier = "spark"
@staticmethod
def setup_once():
# type: () -> None
patch_spark_context_init()
def _set_app_properties():
# type: () -> None
"""
Set properties in driver that propagate to worker processes, allowing for workers to have access to those properties.
This allows worker integration to have access to app_name and application_id.
"""
from pyspark import SparkContext
spark_context = SparkContext._active_spark_context
if spark_context:
spark_context.setLocalProperty("sentry_app_name", spark_context.appName)
spark_context.setLocalProperty(
"sentry_application_id", spark_context.applicationId
)
def _start_sentry_listener(sc):
# type: (Any) -> None
"""
Start java gateway server to add custom `SparkListener`
"""
from pyspark.java_gateway import ensure_callback_server_started
gw = sc._gateway
ensure_callback_server_started(gw)
listener = SentryListener()
sc._jsc.sc().addSparkListener(listener)
def patch_spark_context_init():
# type: () -> None
from pyspark import SparkContext
spark_context_init = SparkContext._do_init
@ensure_integration_enabled(SparkIntegration, spark_context_init)
def _sentry_patched_spark_context_init(self, *args, **kwargs):
# type: (SparkContext, *Any, **Any) -> Optional[Any]
rv = spark_context_init(self, *args, **kwargs)
_start_sentry_listener(self)
_set_app_properties()
scope = sentry_sdk.get_isolation_scope()
@scope.add_event_processor
def process_event(event, hint):
# type: (Event, Hint) -> Optional[Event]
with capture_internal_exceptions():
if sentry_sdk.get_client().get_integration(SparkIntegration) is None:
return event
if self._active_spark_context is None:
return event
event.setdefault("user", {}).setdefault("id", self.sparkUser())
event.setdefault("tags", {}).setdefault(
"executor.id", self._conf.get("spark.executor.id")
)
event["tags"].setdefault(
"spark-submit.deployMode",
self._conf.get("spark.submit.deployMode"),
)
event["tags"].setdefault(
"driver.host", self._conf.get("spark.driver.host")
)
event["tags"].setdefault(
"driver.port", self._conf.get("spark.driver.port")
)
event["tags"].setdefault("spark_version", self.version)
event["tags"].setdefault("app_name", self.appName)
event["tags"].setdefault("application_id", self.applicationId)
event["tags"].setdefault("master", self.master)
event["tags"].setdefault("spark_home", self.sparkHome)
event.setdefault("extra", {}).setdefault("web_url", self.uiWebUrl)
return event
return rv
SparkContext._do_init = _sentry_patched_spark_context_init
class SparkListener:
def onApplicationEnd(self, applicationEnd): # noqa: N802,N803
# type: (Any) -> None
pass
def onApplicationStart(self, applicationStart): # noqa: N802,N803
# type: (Any) -> None
pass
def onBlockManagerAdded(self, blockManagerAdded): # noqa: N802,N803
# type: (Any) -> None
pass
def onBlockManagerRemoved(self, blockManagerRemoved): # noqa: N802,N803
# type: (Any) -> None
pass
def onBlockUpdated(self, blockUpdated): # noqa: N802,N803
# type: (Any) -> None
pass
def onEnvironmentUpdate(self, environmentUpdate): # noqa: N802,N803
# type: (Any) -> None
pass
def onExecutorAdded(self, executorAdded): # noqa: N802,N803
# type: (Any) -> None
pass
def onExecutorBlacklisted(self, executorBlacklisted): # noqa: N802,N803
# type: (Any) -> None
pass
def onExecutorBlacklistedForStage( # noqa: N802
self, executorBlacklistedForStage # noqa: N803
):
# type: (Any) -> None
pass
def onExecutorMetricsUpdate(self, executorMetricsUpdate): # noqa: N802,N803
# type: (Any) -> None
pass
def onExecutorRemoved(self, executorRemoved): # noqa: N802,N803
# type: (Any) -> None
pass
def onJobEnd(self, jobEnd): # noqa: N802,N803
# type: (Any) -> None
pass
def onJobStart(self, jobStart): # noqa: N802,N803
# type: (Any) -> None
pass
def onNodeBlacklisted(self, nodeBlacklisted): # noqa: N802,N803
# type: (Any) -> None
pass
def onNodeBlacklistedForStage(self, nodeBlacklistedForStage): # noqa: N802,N803
# type: (Any) -> None
pass
def onNodeUnblacklisted(self, nodeUnblacklisted): # noqa: N802,N803
# type: (Any) -> None
pass
def onOtherEvent(self, event): # noqa: N802,N803
# type: (Any) -> None
pass
def onSpeculativeTaskSubmitted(self, speculativeTask): # noqa: N802,N803
# type: (Any) -> None
pass
def onStageCompleted(self, stageCompleted): # noqa: N802,N803
# type: (Any) -> None
pass
def onStageSubmitted(self, stageSubmitted): # noqa: N802,N803
# type: (Any) -> None
pass
def onTaskEnd(self, taskEnd): # noqa: N802,N803
# type: (Any) -> None
pass
def onTaskGettingResult(self, taskGettingResult): # noqa: N802,N803
# type: (Any) -> None
pass
def onTaskStart(self, taskStart): # noqa: N802,N803
# type: (Any) -> None
pass
def onUnpersistRDD(self, unpersistRDD): # noqa: N802,N803
# type: (Any) -> None
pass
class Java:
implements = ["org.apache.spark.scheduler.SparkListenerInterface"]
class SentryListener(SparkListener):
def onJobStart(self, jobStart): # noqa: N802,N803
# type: (Any) -> None
message = "Job {} Started".format(jobStart.jobId())
sentry_sdk.add_breadcrumb(level="info", message=message)
_set_app_properties()
def onJobEnd(self, jobEnd): # noqa: N802,N803
# type: (Any) -> None
level = ""
message = ""
data = {"result": jobEnd.jobResult().toString()}
if jobEnd.jobResult().toString() == "JobSucceeded":
level = "info"
message = "Job {} Ended".format(jobEnd.jobId())
else:
level = "warning"
message = "Job {} Failed".format(jobEnd.jobId())
sentry_sdk.add_breadcrumb(level=level, message=message, data=data)
def onStageSubmitted(self, stageSubmitted): # noqa: N802,N803
# type: (Any) -> None
stage_info = stageSubmitted.stageInfo()
message = "Stage {} Submitted".format(stage_info.stageId())
data = {"attemptId": stage_info.attemptId(), "name": stage_info.name()}
sentry_sdk.add_breadcrumb(level="info", message=message, data=data)
_set_app_properties()
def onStageCompleted(self, stageCompleted): # noqa: N802,N803
# type: (Any) -> None
from py4j.protocol import Py4JJavaError # type: ignore
stage_info = stageCompleted.stageInfo()
message = ""
level = ""
data = {"attemptId": stage_info.attemptId(), "name": stage_info.name()}
# Have to Try Except because stageInfo.failureReason() is typed with Scala Option
try:
data["reason"] = stage_info.failureReason().get()
message = "Stage {} Failed".format(stage_info.stageId())
level = "warning"
except Py4JJavaError:
message = "Stage {} Completed".format(stage_info.stageId())
level = "info"
sentry_sdk.add_breadcrumb(level=level, message=message, data=data)
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