PART

Partition sizing

Shuffle partitions are too large, too uneven or too few, so tasks spill or fail.

Outcome: Speed
Scope: Judged per stage
Usual fix: A Spark configuration change
CI gate: No budget flag: gate it with --fail-on-introduced against a baseline

An example finding

Where you see it

Dashboard

The PART tag marks it in the action region of the dashboard, among the widgets that rank a fix. Every affected stage is flagged, not only the worst.How to read it in the findings guide.

Agent (MCP)

An assistant can read this entry with the list_detectors tool and its background with get_finding_documentation. The call and the response below come from a real run of the MCP server.

Call

{
  "tool": "list_detectors",
  "arguments": {
    "type": "partitionSizing"
  }
}

Response

{
  "count": 1,
  "detectors": [
    {
      "type": "partitionSizing",
      "name": "partition sizing",
      "tag": "PART",
      "tagSharedWith": [],
      "family": "speed",
      "pitch": "Shuffle partitions are too large, too uneven or too few, so tasks spill or fail.",
      "region": "action",
      "scope": "stage",
      "fixEffort": "config",
      "thresholdSummary": "a shuffle partition over 5× the median or over 5 GiB, or 1 GiB of shuffle on 7 tasks or fewer",
      "detectors": [
        {
          "detector": "partitionSizing",
          "version": 1,
          "thresholds": {
            "skewRatio": 5,
            "skewFloorBytes": 268435456,
            "singleKeyShare": 0.9,
            "lowParTotalBytes": 1073741824,
            "lowParMaxTasks": 7,
            "maxPartBytes": 5368709120
          }
        }
      ],
      "pages": {
        "catalog": "docs/detectors/partitionSizing.html",
        "guide": "docs/user-guide/understanding-findings.html#part"
      },
      "tuning": {
        "kind": "section",
        "anchor": "#bottleneck-partition-sizing",
        "path": "docs/tuning-reference/bottleneck-shuffle.html#bottleneck-partition-sizing"
      },
      "gate": null
    }
  ]
}

get_finding_documentation call

{
  "tool": "get_finding_documentation",
  "arguments": {
    "type": "partitionSizing"
  }
}

Its response, with each Markdown body replaced by its length

{
  "type": "partitionSizing",
  "name": "Partition Sizing",
  "detectionDoc": {
    "tag": "PART",
    "title": "Partition sizing",
    "content": "<732 characters of Markdown>"
  },
  "tuningDoc": {
    "anchor": "#bottleneck-partition-sizing",
    "title": "Shuffle I/O",
    "content": "<11215 characters of Markdown>"
  }
}

CI (CLI)

List this entry from the command line. The output below is a real run of the command. Budgets and exit codes are in the CI guide.

sparkforensics-analyze detectors --type partitionSizing --format md

# Detectors (1)

## Speed

| Tag | Type | Scope | Fix | Gate | What it finds |
| --- | --- | --- | --- | --- | --- |
| PART | `partitionSizing` | stage | config |  | Shuffle partitions are too large, too uneven or too few, so tasks spill or fail. |

Report only this finding type for a run with --type:

sparkforensics-analyze <event-log> --type partitionSizing --impact critical,warning,info

It has no budget flag. Fail a build on a new one by comparing against a baseline with --fail-on-introduced.

Airflow

The operator has no budget parameter for it. Use fail_on_introduced with a baseline.

check_spark_job = SparkForensicsOperator(
    task_id="check_spark_job",
    log_source=...,
    backend=SubprocessAnalyzeHook(),
    baseline_log_source=...,
    fail_on_introduced="critical",
)

The operator works per run, and its summary counts findings per impact band. See the operator for its parameters.

How it is measured

Thresholds

A shuffle partition over 5× the median or over 5 GiB, or 1 GiB of shuffle on 7 tasks or fewer.

partitionSizing version 1

Threshold	Default
`skewRatio`	5
`skewFloorBytes`	268435456
`singleKeyShare`	0.9
`lowParTotalBytes`	1073741824
`lowParMaxTasks`	7
`maxPartBytes`	5368709120

Each rule's impact bands and fixed fallbacks are in the threshold tables.

Override a default per run with --thresholds; see Tuning detector thresholds.

Docs

This finding is covered in a section of a tuning page: Spark tuning reference.
Findings guide: PART in Understanding findings.