OwlCyberSecurity - MANAGER

Edit File: spark_driver.py

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
    from pyspark import SparkContext

class SparkIntegration(Integration):
    identifier = "spark"

@staticmethod
    def setup_once():
        # type: () -> None
        _setup_sentry_tracing()

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: (SparkContext) -> 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 _add_event_processor(sc):
    # type: (SparkContext) -> None
    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 sc._active_spark_context is None:
                return event

event.setdefault("user", {}).setdefault("id", sc.sparkUser())

event.setdefault("tags", {}).setdefault(
                "executor.id", sc._conf.get("spark.executor.id")
            )
            event["tags"].setdefault(
                "spark-submit.deployMode",
                sc._conf.get("spark.submit.deployMode"),
            )
            event["tags"].setdefault("driver.host", sc._conf.get("spark.driver.host"))
            event["tags"].setdefault("driver.port", sc._conf.get("spark.driver.port"))
            event["tags"].setdefault("spark_version", sc.version)
            event["tags"].setdefault("app_name", sc.appName)
            event["tags"].setdefault("application_id", sc.applicationId)
            event["tags"].setdefault("master", sc.master)
            event["tags"].setdefault("spark_home", sc.sparkHome)

event.setdefault("extra", {}).setdefault("web_url", sc.uiWebUrl)

return event

def _activate_integration(sc):
    # type: (SparkContext) -> None

_start_sentry_listener(sc)
    _set_app_properties()
    _add_event_processor(sc)

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)
        _activate_integration(self)
        return rv

SparkContext._do_init = _sentry_patched_spark_context_init

def _setup_sentry_tracing():
    # type: () -> None
    from pyspark import SparkContext

if SparkContext._active_spark_context is not None:
        _activate_integration(SparkContext._active_spark_context)
        return
    _patch_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 _add_breadcrumb(
        self,
        level,  # type: str
        message,  # type: str
        data=None,  # type: Optional[dict[str, Any]]
    ):
        # type: (...) -> None
        sentry_sdk.get_isolation_scope().add_breadcrumb(
            level=level, message=message, data=data
        )

def onJobStart(self, jobStart):  # noqa: N802,N803
        # type: (Any) -> None
        sentry_sdk.get_isolation_scope().clear_breadcrumbs()

message = "Job {} Started".format(jobStart.jobId())
        self._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())

self._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 = {"name": stage_info.name()}
        attempt_id = _get_attempt_id(stage_info)
        if attempt_id is not None:
            data["attemptId"] = attempt_id

self._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 = {"name": stage_info.name()}
        attempt_id = _get_attempt_id(stage_info)
        if attempt_id is not None:
            data["attemptId"] = attempt_id

# 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"

self._add_breadcrumb(level=level, message=message, data=data)

def _get_attempt_id(stage_info):
    # type: (Any) -> Optional[int]
    try:
        return stage_info.attemptId()
    except Exception:
        pass

try:
        return stage_info.attemptNumber()
    except Exception:
        pass

return None