Jump to content

Connect SuperML | Leeroopedia MCP: Equip your AI agents with best practices, code verification, and debugging knowledge. Powered by Leeroo — building Organizational Superintelligence. Contact us at founders@leeroo.com.

Principle:Apache Flink Batch Formation and Submission

From Leeroopedia
Revision as of 17:34, 16 February 2026 by Admin (talk | contribs) (Auto-imported from principles/Apache_Flink_Batch_Formation_and_Submission.md)
(diff) ← Older revision | Latest revision (diff) | Newer revision → (diff)


Knowledge Sources
Domains Stream_Processing, Async_IO
Last Updated 2026-02-09 00:00 GMT

Overview

A batch formation mechanism that extracts entries from the buffer into sized batches and submits them asynchronously to the destination system with result handling.

Description

Batch Formation and Submission bridges the buffering layer and the actual I/O. The BatchCreator extracts entries from the buffer up to the rate limiters allowed batch size, respecting both record count and byte size limits. The resulting Batch is passed to the user-implemented submitRequestEntries method for asynchronous I/O.

Results are handled through a ResultHandler callback:

  • complete(): Success — release in-flight slot
  • completeExceptionally(Exception): Fatal failure — propagate error
  • retryForEntries(List): Partial failure — re-queue failed entries with priority

Usage

Implement submitRequestEntries in your custom async sink to perform the actual I/O (e.g., calling the Kinesis PutRecords API). Use the ResultHandler to report success, failure, or partial success.

Theoretical Basis

// Abstract batch submission algorithm
function flush():
    while buffer.isNotEmpty AND rateLimiter.allowsMore:
        batchSize = rateLimiter.getMaxBatchSize()
        batch = batchCreator.createNextBatch(requestInfo(batchSize), buffer)
        inFlightRequests++
        submitRequestEntries(batch.entries, resultHandler)

function onResult(result):
    if result.isSuccess:
        rateLimiter.registerCompleted(success)
        inFlightRequests--
    else if result.isRetryable:
        buffer.addWithPriority(result.failedEntries)
    else:
        propagateError(result.exception)

Related Pages

Implemented By

Page Connections

Double-click a node to navigate. Hold to expand connections.
Principle
Implementation
Heuristic
Environment