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[CELEBORN-194] Introduce client side metrics for celeborn - #3740

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[CELEBORN-194] Introduce client side metrics for celeborn#3740
AmandeepSingh285 wants to merge 15 commits into
apache:mainfrom
AmandeepSingh285:adding-client-side-metrics

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@AmandeepSingh285

@AmandeepSingh285 AmandeepSingh285 commented Jun 15, 2026

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What changes were proposed in this pull request?

Adding client side metrics for Celeborn via heartbeat to master. Adding gauge metrics.

Why are the changes needed?

These changes help increase observability for Celeborn clients.

Does this PR resolve a correctness bug?

  • Yes

Does this PR introduce any user-facing change?

  • Yes

How was this patch tested?

Local setup and unit tests

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@AmandeepSingh285 AmandeepSingh285 changed the title [CELEBORN-194] WIP Adding client side metrics for celeborn [CELEBORN-194] [WIP] Adding client side metrics for celeborn Jun 15, 2026
@AmandeepSingh285

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Hi @SteNicholas , @RexXiong could you please help with a high level review on the implementation design for change adding client side metrics.
Thanks!

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codecov Bot commented Jun 17, 2026

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Codecov Report

❌ Patch coverage is 81.86813% with 33 lines in your changes missing coverage. Please review.
✅ Project coverage is 58.77%. Comparing base (17159eb) to head (fe1aa14).
⚠️ Report is 1 commits behind head on main.

Files with missing lines Patch % Lines
.../org/apache/celeborn/client/LifecycleManager.scala 41.38% 15 Missing and 2 partials ⚠️
...born/common/protocol/message/ControlMessages.scala 76.00% 2 Missing and 4 partials ⚠️
...pache/celeborn/client/ChangePartitionManager.scala 0.00% 3 Missing ⚠️
...pache/celeborn/client/ApplicationHeartbeater.scala 77.78% 1 Missing and 1 partial ⚠️
.../apache/celeborn/common/metrics/ClientMetric.scala 50.00% 1 Missing and 1 partial ⚠️
...eleborn/common/metrics/source/AbstractSource.scala 95.66% 1 Missing and 1 partial ⚠️
...n/client/commit/ReducePartitionCommitHandler.scala 0.00% 1 Missing ⚠️
Additional details and impacted files
@@             Coverage Diff              @@
##               main    #3740      +/-   ##
============================================
+ Coverage     57.73%   58.77%   +1.04%     
- Complexity      214      319     +105     
============================================
  Files           397      399       +2     
  Lines         27880    28056     +176     
  Branches       2714     2729      +15     
============================================
+ Hits          16095    16488     +393     
+ Misses        10635    10384     -251     
- Partials       1150     1184      +34     

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@AmandeepSingh285

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Gentle ping @SteNicholas , @RexXiong could you please help with a high level review of the approach. Thanks!

@AmandeepSingh285 AmandeepSingh285 changed the title [CELEBORN-194] [WIP] Adding client side metrics for celeborn [CELEBORN-194] Adding client side metrics for celeborn Jun 22, 2026
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Gentle follow-up ping @SteNicholas @RexXiong . Would appreciate a high-level review of the proposed approach whenever you have some time. Thanks!

@AmandeepSingh285 AmandeepSingh285 changed the title [CELEBORN-194] Adding client side metrics for celeborn [CELEBORN-194][WIP] Adding client side metrics for celeborn Jun 22, 2026
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SteNicholas requested a review from Copilot June 22, 2026 10:13

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Pull request overview

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Adds client-side metrics collection in Celeborn clients and ships those metrics to the master via application heartbeats, where they are re-exposed on the master Prometheus endpoint labeled by applicationId.

Changes:

  • Extend HeartbeatFromApplication (and protobuf serde) to carry a clientMetrics map of {name -> (value, type)}.
  • Add client and master metric sources (CelebornClientSource, ApplicationMetricsSource) plus wiring in LifecycleManager/Master.
  • Introduce celeborn.client.metrics.enabled config and add/unit-test coverage for serde + source behavior.

Reviewed changes

Copilot reviewed 17 out of 17 changed files in this pull request and generated 6 comments.

Show a summary per file
File Description
master/src/test/scala/org/apache/celeborn/service/deploy/master/ApplicationMetricsSourceSuite.scala Adds unit tests for master-side application metrics source behavior.
master/src/main/scala/org/apache/celeborn/service/deploy/master/Master.scala Registers the new application metrics source and plumbs heartbeat clientMetrics through.
master/src/main/scala/org/apache/celeborn/service/deploy/master/ApplicationMetricsSource.scala Implements master-side cache + Prometheus re-export of client metrics by applicationId.
docs/configuration/metrics.md Documents new celeborn.client.metrics.enabled config.
common/src/test/scala/org/apache/celeborn/common/util/UtilsSuite.scala Adds serde round-trip test for clientMetrics in heartbeats.
common/src/main/scala/org/apache/celeborn/common/protocol/message/ControlMessages.scala Extends heartbeat message, protobuf encoding/decoding for client metrics.
common/src/main/scala/org/apache/celeborn/common/metrics/source/AbstractSource.scala Adds Role.CLIENT label behavior and counterExists helper.
common/src/main/scala/org/apache/celeborn/common/metrics/ClientMetric.scala Introduces ClientMetric + MetricType shared representation.
common/src/main/scala/org/apache/celeborn/common/CelebornConf.scala Adds celeborn.client.metrics.enabled config entry and accessor.
common/src/main/proto/TransportMessages.proto Adds clientMetrics field + metric type/message definitions to heartbeat protobuf.
client/src/test/scala/org/apache/celeborn/client/WorkerStatusTrackerSuite.scala Adds test coverage for excluded-worker metrics behavior.
client/src/test/scala/org/apache/celeborn/client/CelebornClientSourceSuite.scala Adds unit tests for client metric source counters/gauges + snapshot types.
client/src/main/scala/org/apache/celeborn/client/commit/ReducePartitionCommitHandler.scala Increments client “shuffle data lost” metric on lost-file conditions when enabled.
client/src/main/scala/org/apache/celeborn/client/LifecycleManager.scala Creates client metrics source, registers gauges, increments counters, and supplies snapshots to heartbeats.
client/src/main/scala/org/apache/celeborn/client/ChangePartitionManager.scala Increments revive-failure metrics when change partition assignment fails.
client/src/main/scala/org/apache/celeborn/client/CelebornClientSource.scala Implements client-side metrics source + snapshot export for heartbeat payload.
client/src/main/scala/org/apache/celeborn/client/ApplicationHeartbeater.scala Adds callback to attach client metrics to each HeartbeatFromApplication.

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Comment thread client/src/main/scala/org/apache/celeborn/client/LifecycleManager.scala Outdated
Comment thread client/src/main/scala/org/apache/celeborn/client/CelebornClientSource.scala Outdated
Comment thread client/src/test/scala/org/apache/celeborn/client/WorkerStatusTrackerSuite.scala Outdated

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@AmandeepSingh285, thanks for working on client-side metrics — the overall shape (client AbstractSource snapshot → heartbeat → master re-expose) is reasonable and the serde/config/docs are wired up. Since it's marked [WIP], I'm leaving review comments rather than approving; there are a few correctness/lifecycle issues worth resolving first (inline). Summary, most-impactful first:

  1. Client metrics source + cleaner thread leak (per Spark driver). clientSource is created unconditionally and never destroyed — see inline on LifecycleManager.scala:226.
  2. Master re-registers dead apps' metrics → permanent leak. Master is a plain RpcEndpoint (not ThreadSafeRpcEndpoint), so its Inbox runs with enableConcurrent = true and heartbeats are processed concurrently. A heartbeat racing/after handleAppLost resurrects the app's per-app gauges/counters, which are then never cleaned. See inline on ApplicationMetricsSource.updateApplicationMetrics.
  3. Non-atomic counter delta + fragile absolute→delta conversion. Concurrent heartbeats for one app double-count; app-restart-with-same-id or heartbeat reordering corrupt the delta. See inline on updateCounter.
  4. Unbounded master cardinality + silent truncation. Per-applicationId labeling has no top-N cap and no master-side enable flag; AbstractSource.getMetrics truncates at metricsCapacity (4096) and emits counters last, so app counters drop first. The codebase already solved this for worker per-app metrics via celeborn.metrics.worker.app.topResourceConsumption.count (default 0/off). See inline on Master.scala.
  5. Gauge flaps to 0 on removal (cache cleared before the gauge is unregistered) — inline on removeApplicationMetrics.
  6. Metric semantics: ClientReviveFailCount is incremented by changePartitions.size in one place but by +1 in handleRevive, and ClientShuffleDataLostCount is bumped in both handleMapPartitionEnd and ReducePartitionCommitHandler.stageEnd — mixed units / possible double-count. Inline on ChangePartitionManager.
  7. fromPb silently maps unknown PbMetricType to Gauge (forward-compat trap) — inline on ControlMessages.scala.

Minor / cleanup (no inline needed): the if (clientMetricsEnabled) clientSource.incCounter(...) guard is copy-pasted ~12×, and ReducePartitionCommitHandler recomputes the gate inline instead of reusing the cached clientMetricsEnabled field — a single incClientMetric(name, n) helper would centralize the gate and avoid the semantic drift in (6). ClientMetric/MetricType also duplicate proto PbClientMetric/PbMetricType (4 spots to keep in lockstep). Test gap: the counter-delta path in ApplicationMetricsSource is untested (ApplicationMetricsSourceSuite only sends MetricType.Gauge).

Comment thread client/src/main/scala/org/apache/celeborn/client/LifecycleManager.scala Outdated
Comment thread client/src/main/scala/org/apache/celeborn/client/ChangePartitionManager.scala Outdated
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Thanks @SteNicholas for the review. Still working on improving this PR. Will take into account all the updated you mentioned. Thanks!

@AmandeepSingh285 AmandeepSingh285 changed the title [CELEBORN-194][WIP] Adding client side metrics for celeborn [CELEBORN-194] Adding client side metrics for celeborn Jul 2, 2026
@SteNicholas SteNicholas changed the title [CELEBORN-194] Adding client side metrics for celeborn [CELEBORN-194] Introduce client side metrics for celeborn Jul 2, 2026
@SteNicholas
SteNicholas requested a review from Copilot July 2, 2026 08:30
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@AmandeepSingh285, please firstly resolve conflicts.

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Pull request overview

Copilot reviewed 19 out of 19 changed files in this pull request and generated 3 comments.

Comment thread client/src/main/scala/org/apache/celeborn/client/CelebornClientSource.scala Outdated
Comment thread client/src/test/scala/org/apache/celeborn/client/WorkerStatusTrackerSuite.scala Outdated

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Pull request overview

Copilot reviewed 19 out of 19 changed files in this pull request and generated 6 comments.

Comment thread client/src/test/scala/org/apache/celeborn/client/WorkerStatusTrackerSuite.scala Outdated
Comment thread client/src/main/scala/org/apache/celeborn/client/ApplicationHeartbeater.scala Outdated
Comment thread client/src/main/scala/org/apache/celeborn/client/LifecycleManager.scala Outdated

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Pull request overview

Copilot reviewed 19 out of 19 changed files in this pull request and generated 2 comments.

Comment thread common/src/main/scala/org/apache/celeborn/common/CelebornConf.scala

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Pull request overview

Copilot reviewed 20 out of 20 changed files in this pull request and generated 6 comments.

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@AmandeepSingh285, thanks for updates. I found three remaining issues in the latest head: ambiguous heartbeat acknowledgements can duplicate counter deltas, the one-time cardinality check still performs a full series scan per heartbeat, and each enabled client starts an unnecessary timer-cleaner thread. Details inline.

Comment thread client/src/main/scala/org/apache/celeborn/client/ApplicationHeartbeater.scala Outdated
Comment thread client/src/main/scala/org/apache/celeborn/client/CelebornClientSource.scala Outdated

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Pull request overview

Copilot reviewed 20 out of 20 changed files in this pull request and generated no new comments.

Comments suppressed due to low confidence (1)

master/src/main/scala/org/apache/celeborn/service/deploy/master/ApplicationMetricsSource.scala:73

  • metricLabels come from the client heartbeat and are later rendered into the Prometheus text format via MetricLabels.labelString (which interpolates keys/values verbatim as k="v"). Without escaping, a label value containing ", \, or a newline can break the /metrics output (or inject additional lines), and an invalid label key can produce an invalid exposition format. Consider sanitizing/escaping client-provided labels before registering/updating metrics.
  def updateApplicationMetrics(
      appId: String,
      metricLabels: Map[String, String],
      metrics: JMap[String, ClientMetric]): Unit = {
    if (!masterClientMetricsEnabled || metricLabels.isEmpty) {

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Pull request overview

Copilot reviewed 20 out of 20 changed files in this pull request and generated 1 comment.

Suppressed comments (5)

common/src/main/scala/org/apache/celeborn/common/CelebornConf.scala:6000

  • This config key is master-specific (celeborn.metrics.master.*) but is categorized only under metrics, so it may not appear in master-scoped config docs/lists consistently. Consider categorizing it under both master and metrics for consistency with other master-only configs.
  val MASTER_CLIENT_METRICS_REMOVED_APP_RETENTION: ConfigEntry[Long] =
    buildConf("celeborn.metrics.master.clientMetrics.removedApp.retention")
      .categories("metrics")
      .doc("How long to retain removed application IDs in the client metrics source to " +
        "reject late heartbeats after an application is lost. Entries older than this are " +
        "periodically evicted.")

master/src/main/scala/org/apache/celeborn/service/deploy/master/Master.scala:1257

  • handleHeartbeatFromApplication always converts metricLabels to a Scala Map and calls updateApplicationMetrics even when master-side client metrics are disabled. Since this runs on every application heartbeat, guard the call to avoid per-heartbeat allocations and work when the feature is off (or when labels are empty).
    applicationMetricsSource.updateApplicationMetrics(
      appId,
      metricLabels.asScala.toMap,
      clientMetrics)

client/src/main/scala/org/apache/celeborn/client/ApplicationHeartbeater.scala:56

  • This warning is logged whenever celeborn.client.metrics.enabled is true and no appLabels are set, even if celeborn.metrics.enabled is false (in which case LifecycleManager won't start client metrics at all). Tightening the condition avoids noisy/misleading warnings for configurations where client metrics cannot be emitted.
  if (conf.clientMetricsEnabled && appMetricLabels.isEmpty) {

docs/configuration/master.md:91

  • master.md documents only the cardinality warning threshold, but not the other new master-side client-metrics configs (...clientMetrics.enabled and ...removedApp.retention). Adding them here keeps the master configuration reference complete and prevents users from missing the enable/retention knobs when reading only the master config page.
| celeborn.metrics.master.clientMetrics.seriesCardinality.warnThreshold | 1000 | false | Client metric series are keyed only by their (low-cardinality) label set and are only reclaimed when an application is lost, so a high-cardinality `celeborn.client.metrics.appLabels` configuration can grow the number of distinct series without bound. If the number of tracked series exceeds this threshold, the master logs a one-time warning. | 0.7.0 |  | 

common/src/main/scala/org/apache/celeborn/common/CelebornConf.scala:5990

  • This config key is master-specific (celeborn.metrics.master.*) but is categorized only under metrics, so it may not appear in master-scoped config docs/lists consistently (e.g., compared to ...seriesCardinality.warnThreshold). Consider categorizing it under both master and metrics.

This issue also appears on line 5995 of the same file.

  val MASTER_CLIENT_METRICS_ENABLED: ConfigEntry[Boolean] =
    buildConf("celeborn.metrics.master.clientMetrics.enabled")
      .categories("metrics")
      .doc("When true, the master exposes client-side metrics forwarded in application " +
        "heartbeats on its Prometheus endpoint.")

// Atomically get-or-create so the returned NamedCounter is guaranteed to be the instance
// currently resident in namedCounters. Callers must never re-.get(metricNameWithLabel)
// afterwards, since a concurrent removeCounter could have removed it in the meantime.
namedCounters.computeIfAbsent(

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Done

TrackedGauge(namedGauge, holder, ConcurrentHashMap.newKeySet[String]())
}
tracked.contributingAppIds.add(appId)
tracked.handle.set(value)

@SteNicholas SteNicholas Aug 18, 2026

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Gauges become last-writer-wins across applications sharing a label set. The documented low-cardinality labels (env, team, etc.) intentionally collapse multiple applications into one series, but set(value) makes ClientActiveShuffleCount and the other gauges report whichever application heartbeated last rather than an aggregate. It also leaves a removed application value behind when that application was the last writer and other contributors remain. Please retain per-application gauge values and define an aggregation such as sum/max, or require an application-unique label and document that contract.

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Updated

def updateApplicationMetrics(
appId: String,
metricLabels: Map[String, String],
metrics: JMap[String, ClientMetric]): Unit = {

@SteNicholas SteNicholas Aug 18, 2026

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Validate heartbeat-provided labels before registering metrics. These labels come from the wire and are eventually rendered as key="value" without escaping; the client-side config check only verifies key/value parsing and can also be bypassed by another client implementation. Invalid keys or values containing quotes, backslashes, or newlines can corrupt the master Prometheus response for every scrape. Please enforce Prometheus label-name rules on the master and correctly escape, or reject, unsafe values.

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Done

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@AmandeepSingh285, thanks for updates. I left some comments for updates. PTAL.

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