Mengonfigurasi respons batch sebagian dengan Kinesis Data Streams dan Lambda - AWS Lambda

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Mengonfigurasi respons batch sebagian dengan Kinesis Data Streams dan Lambda

Ketika menggunakan dan memproses data streaming dari sumber peristiwa, secara default Lambda memeriksa urutan nomor tertinggi batch hanya ketika batch berhasil diselesaikan. Lambda memperlakukan semua hasil lain sebagai sepenuhnya gagal dan mencoba lagi pemrosesan batch hingga batas coba lagi. Untuk memungkinkan keberhasilan parsial saat memproses batch dari aliran, aktifkan ReportBatchItemFailures. Mengizinkan keberhasilan parsial dapat membantu mengurangi jumlah percobaan ulang pada catatan, meskipun tidak sepenuhnya mencegah kemungkinan percobaan ulang dalam catatan yang sukses.

Untuk mengaktifkanReportBatchItemFailures, sertakan nilai enum ReportBatchItemFailures dalam daftar FunctionResponseJenis. Daftar ini menunjukkan tipe respon yang diaktifkan untuk fungsi Anda. Anda dapat mengonfigurasi daftar ini saat membuat atau memperbarui pemetaan sumber peristiwa.

Sintaks laporan

Saat mengonfigurasi pelaporan pada kegagalan item batch, kelas StreamsEventResponse dikembalikan dengan daftar kegagalan item batch. Anda dapat menggunakan objek StreamsEventResponse untuk mengembalikan nomor urutan catatan gagal pertama dalam batch. Anda juga dapat membuat kelas kustom Anda sendiri menggunakan sintaks respons yang benar. Struktur JSON berikut menunjukkan sintaks respons yang diperlukan:

{ "batchItemFailures": [ { "itemIdentifier": "<SequenceNumber>" } ] }
catatan

Jika batchItemFailures array berisi beberapa item, Lambda menggunakan catatan dengan nomor urut terendah sebagai pos pemeriksaan. Lambda kemudian mencoba kembali semua catatan mulai dari pos pemeriksaan itu.

Status berhasil dan gagal

Lambda memperlakukan batch sebagai sepenuhnya berhasil jika Anda mengembalikan salah satu dari berikut:

  • Daftar batchItemFailure kosong

  • Daftar batchItemFailure nol

  • EventResponse kosong

  • EventResponse nol

Lambda memperlakukan batch sebagai sepenuhnya gagal jika Anda mengembalikan salah satu dari berikut:

  • String itemIdentifier kosong

  • itemIdentifier nol

  • itemIdentifier dengan nama kunci yang buruk

Lambda mencoba kembali kegagalan berdasarkan strategi coba lagi Anda.

Membagi batch

Jika invokasi Anda gagal dan BisectBatchOnFunctionError diaktifkan, batch dibagi terlepas dari pengaturan ReportBatchItemFailures Anda.

Ketika respons berhasil batch parsial diterima dan kedua BisectBatchOnFunctionError dan ReportBatchItemFailures diaktifkan, batch dibagi dua di nomor urutan yang dikembalikan dan Lambda mencoba hanya catatan yang tersisa.

Berikut adalah beberapa contoh kode fungsi yang mengembalikan daftar ID pesan gagal dalam batch:

.NET
AWS SDK for .NET
catatan

Ada lebih banyak tentang GitHub. Temukan contoh lengkapnya dan pelajari cara mengatur dan menjalankannya di repositori contoh Nirserver.

Melaporkan kegagalan item batch Kinesis dengan Lambda menggunakan.NET.

// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. // SPDX-License-Identifier: Apache-2.0 using System.Text; using System.Text.Json.Serialization; using Amazon.Lambda.Core; using Amazon.Lambda.KinesisEvents; using AWS.Lambda.Powertools.Logging; // Assembly attribute to enable the Lambda function's JSON input to be converted into a .NET class. [assembly: LambdaSerializer(typeof(Amazon.Lambda.Serialization.SystemTextJson.DefaultLambdaJsonSerializer))] namespace KinesisIntegration; public class Function { // Powertools Logger requires an environment variables against your function // POWERTOOLS_SERVICE_NAME [Logging(LogEvent = true)] public async Task<StreamsEventResponse> FunctionHandler(KinesisEvent evnt, ILambdaContext context) { if (evnt.Records.Count == 0) { Logger.LogInformation("Empty Kinesis Event received"); return new StreamsEventResponse(); } foreach (var record in evnt.Records) { try { Logger.LogInformation($"Processed Event with EventId: {record.EventId}"); string data = await GetRecordDataAsync(record.Kinesis, context); Logger.LogInformation($"Data: {data}"); // TODO: Do interesting work based on the new data } catch (Exception ex) { Logger.LogError($"An error occurred {ex.Message}"); /* Since we are working with streams, we can return the failed item immediately. Lambda will immediately begin to retry processing from this failed item onwards. */ return new StreamsEventResponse { BatchItemFailures = new List<StreamsEventResponse.BatchItemFailure> { new StreamsEventResponse.BatchItemFailure { ItemIdentifier = record.Kinesis.SequenceNumber } } }; } } Logger.LogInformation($"Successfully processed {evnt.Records.Count} records."); return new StreamsEventResponse(); } private async Task<string> GetRecordDataAsync(KinesisEvent.Record record, ILambdaContext context) { byte[] bytes = record.Data.ToArray(); string data = Encoding.UTF8.GetString(bytes); await Task.CompletedTask; //Placeholder for actual async work return data; } } public class StreamsEventResponse { [JsonPropertyName("batchItemFailures")] public IList<BatchItemFailure> BatchItemFailures { get; set; } public class BatchItemFailure { [JsonPropertyName("itemIdentifier")] public string ItemIdentifier { get; set; } } }
Go
SDK untuk Go V2
catatan

Ada lebih banyak tentang GitHub. Temukan contoh lengkapnya dan pelajari cara mengatur dan menjalankannya di repositori contoh Nirserver.

Melaporkan kegagalan item batch Kinesis dengan Lambda menggunakan Go.

// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. // SPDX-License-Identifier: Apache-2.0 package main import ( "context" "fmt" "github.com/aws/aws-lambda-go/events" "github.com/aws/aws-lambda-go/lambda" ) func handler(ctx context.Context, kinesisEvent events.KinesisEvent) (map[string]interface{}, error) { batchItemFailures := []map[string]interface{}{} for _, record := range kinesisEvent.Records { curRecordSequenceNumber := "" // Process your record if /* Your record processing condition here */ { curRecordSequenceNumber = record.Kinesis.SequenceNumber } // Add a condition to check if the record processing failed if curRecordSequenceNumber != "" { batchItemFailures = append(batchItemFailures, map[string]interface{}{"itemIdentifier": curRecordSequenceNumber}) } } kinesisBatchResponse := map[string]interface{}{ "batchItemFailures": batchItemFailures, } return kinesisBatchResponse, nil } func main() { lambda.Start(handler) }
Java
SDK untuk Java 2.x
catatan

Ada lebih banyak tentang GitHub. Temukan contoh lengkapnya dan pelajari cara mengatur dan menjalankannya di repositori contoh Nirserver.

Melaporkan kegagalan item batch Kinesis dengan Lambda menggunakan Java.

// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. // SPDX-License-Identifier: Apache-2.0 import com.amazonaws.services.lambda.runtime.Context; import com.amazonaws.services.lambda.runtime.RequestHandler; import com.amazonaws.services.lambda.runtime.events.KinesisEvent; import com.amazonaws.services.lambda.runtime.events.StreamsEventResponse; import java.io.Serializable; import java.util.ArrayList; import java.util.List; public class ProcessKinesisRecords implements RequestHandler<KinesisEvent, StreamsEventResponse> { @Override public StreamsEventResponse handleRequest(KinesisEvent input, Context context) { List<StreamsEventResponse.BatchItemFailure> batchItemFailures = new ArrayList<>(); String curRecordSequenceNumber = ""; for (KinesisEvent.KinesisEventRecord kinesisEventRecord : input.getRecords()) { try { //Process your record KinesisEvent.Record kinesisRecord = kinesisEventRecord.getKinesis(); curRecordSequenceNumber = kinesisRecord.getSequenceNumber(); } catch (Exception e) { /* Since we are working with streams, we can return the failed item immediately. Lambda will immediately begin to retry processing from this failed item onwards. */ batchItemFailures.add(new StreamsEventResponse.BatchItemFailure(curRecordSequenceNumber)); return new StreamsEventResponse(batchItemFailures); } } return new StreamsEventResponse(batchItemFailures); } }
JavaScript
SDK untuk JavaScript (v3)
catatan

Ada lebih banyak tentang GitHub. Temukan contoh lengkapnya dan pelajari cara mengatur dan menjalankannya di repositori contoh Nirserver.

Melaporkan kegagalan item batch Kinesis dengan Lambda menggunakan Javascript.

// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. // SPDX-License-Identifier: Apache-2.0 exports.handler = async (event, context) => { for (const record of event.Records) { try { console.log(`Processed Kinesis Event - EventID: ${record.eventID}`); const recordData = await getRecordDataAsync(record.kinesis); console.log(`Record Data: ${recordData}`); // TODO: Do interesting work based on the new data } catch (err) { console.error(`An error occurred ${err}`); /* Since we are working with streams, we can return the failed item immediately. Lambda will immediately begin to retry processing from this failed item onwards. */ return { batchItemFailures: [{ itemIdentifier: record.kinesis.sequenceNumber }], }; } } console.log(`Successfully processed ${event.Records.length} records.`); return { batchItemFailures: [] }; }; async function getRecordDataAsync(payload) { var data = Buffer.from(payload.data, "base64").toString("utf-8"); await Promise.resolve(1); //Placeholder for actual async work return data; }

Melaporkan kegagalan item batch Kinesis dengan penggunaan Lambda. TypeScript

// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. // SPDX-License-Identifier: Apache-2.0 import { KinesisStreamEvent, Context, KinesisStreamHandler, KinesisStreamRecordPayload, KinesisStreamBatchResponse, } from "aws-lambda"; import { Buffer } from "buffer"; import { Logger } from "@aws-lambda-powertools/logger"; const logger = new Logger({ logLevel: "INFO", serviceName: "kinesis-stream-handler-sample", }); export const functionHandler: KinesisStreamHandler = async ( event: KinesisStreamEvent, context: Context ): Promise<KinesisStreamBatchResponse> => { for (const record of event.Records) { try { logger.info(`Processed Kinesis Event - EventID: ${record.eventID}`); const recordData = await getRecordDataAsync(record.kinesis); logger.info(`Record Data: ${recordData}`); // TODO: Do interesting work based on the new data } catch (err) { logger.error(`An error occurred ${err}`); /* Since we are working with streams, we can return the failed item immediately. Lambda will immediately begin to retry processing from this failed item onwards. */ return { batchItemFailures: [{ itemIdentifier: record.kinesis.sequenceNumber }], }; } } logger.info(`Successfully processed ${event.Records.length} records.`); return { batchItemFailures: [] }; }; async function getRecordDataAsync( payload: KinesisStreamRecordPayload ): Promise<string> { var data = Buffer.from(payload.data, "base64").toString("utf-8"); await Promise.resolve(1); //Placeholder for actual async work return data; }
PHP
SDK untuk PHP
catatan

Ada lebih banyak tentang GitHub. Temukan contoh lengkapnya dan pelajari cara mengatur dan menjalankannya di repositori contoh Nirserver.

Melaporkan kegagalan item batch Kinesis dengan Lambda menggunakan PHP.

// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. // SPDX-License-Identifier: Apache-2.0 <?php # using bref/bref and bref/logger for simplicity use Bref\Context\Context; use Bref\Event\Kinesis\KinesisEvent; use Bref\Event\Handler as StdHandler; use Bref\Logger\StderrLogger; require __DIR__ . '/vendor/autoload.php'; class Handler implements StdHandler { private StderrLogger $logger; public function __construct(StderrLogger $logger) { $this->logger = $logger; } /** * @throws JsonException * @throws \Bref\Event\InvalidLambdaEvent */ public function handle(mixed $event, Context $context): array { $kinesisEvent = new KinesisEvent($event); $this->logger->info("Processing records"); $records = $kinesisEvent->getRecords(); $failedRecords = []; foreach ($records as $record) { try { $data = $record->getData(); $this->logger->info(json_encode($data)); // TODO: Do interesting work based on the new data } catch (Exception $e) { $this->logger->error($e->getMessage()); // failed processing the record $failedRecords[] = $record->getSequenceNumber(); } } $totalRecords = count($records); $this->logger->info("Successfully processed $totalRecords records"); // change format for the response $failures = array_map( fn(string $sequenceNumber) => ['itemIdentifier' => $sequenceNumber], $failedRecords ); return [ 'batchItemFailures' => $failures ]; } } $logger = new StderrLogger(); return new Handler($logger);
Python
SDK untuk Python (Boto3)
catatan

Ada lebih banyak tentang GitHub. Temukan contoh lengkapnya dan pelajari cara mengatur dan menjalankannya di repositori contoh Nirserver.

Melaporkan kegagalan item batch Kinesis dengan Lambda menggunakan Python.

# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. # SPDX-License-Identifier: Apache-2.0 def handler(event, context): records = event.get("Records") curRecordSequenceNumber = "" for record in records: try: # Process your record curRecordSequenceNumber = record["kinesis"]["sequenceNumber"] except Exception as e: # Return failed record's sequence number return {"batchItemFailures":[{"itemIdentifier": curRecordSequenceNumber}]} return {"batchItemFailures":[]}
Ruby
SDK untuk Ruby
catatan

Ada lebih banyak tentang GitHub. Temukan contoh lengkapnya dan pelajari cara mengatur dan menjalankannya di repositori contoh Nirserver.

Melaporkan kegagalan item batch Kinesis dengan Lambda menggunakan Ruby.

# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. # SPDX-License-Identifier: Apache-2.0 require 'aws-sdk' def lambda_handler(event:, context:) batch_item_failures = [] event['Records'].each do |record| begin puts "Processed Kinesis Event - EventID: #{record['eventID']}" record_data = get_record_data_async(record['kinesis']) puts "Record Data: #{record_data}" # TODO: Do interesting work based on the new data rescue StandardError => err puts "An error occurred #{err}" # Since we are working with streams, we can return the failed item immediately. # Lambda will immediately begin to retry processing from this failed item onwards. return { batchItemFailures: [{ itemIdentifier: record['kinesis']['sequenceNumber'] }] } end end puts "Successfully processed #{event['Records'].length} records." { batchItemFailures: batch_item_failures } end def get_record_data_async(payload) data = Base64.decode64(payload['data']).force_encoding('utf-8') # Placeholder for actual async work sleep(1) data end
Rust
SDK untuk Rust
catatan

Ada lebih banyak tentang GitHub. Temukan contoh lengkapnya dan pelajari cara mengatur dan menjalankannya di repositori contoh Nirserver.

Melaporkan kegagalan item batch Kinesis dengan Lambda menggunakan Rust.

// Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. // SPDX-License-Identifier: Apache-2.0 use aws_lambda_events::{ event::kinesis::KinesisEvent, kinesis::KinesisEventRecord, streams::{KinesisBatchItemFailure, KinesisEventResponse}, }; use lambda_runtime::{run, service_fn, Error, LambdaEvent}; async fn function_handler(event: LambdaEvent<KinesisEvent>) -> Result<KinesisEventResponse, Error> { let mut response = KinesisEventResponse { batch_item_failures: vec![], }; if event.payload.records.is_empty() { tracing::info!("No records found. Exiting."); return Ok(response); } for record in &event.payload.records { tracing::info!( "EventId: {}", record.event_id.as_deref().unwrap_or_default() ); let record_processing_result = process_record(record); if record_processing_result.is_err() { response.batch_item_failures.push(KinesisBatchItemFailure { item_identifier: record.kinesis.sequence_number.clone(), }); /* Since we are working with streams, we can return the failed item immediately. Lambda will immediately begin to retry processing from this failed item onwards. */ return Ok(response); } } tracing::info!( "Successfully processed {} records", event.payload.records.len() ); Ok(response) } fn process_record(record: &KinesisEventRecord) -> Result<(), Error> { let record_data = std::str::from_utf8(record.kinesis.data.as_slice()); if let Some(err) = record_data.err() { tracing::error!("Error: {}", err); return Err(Error::from(err)); } let record_data = record_data.unwrap_or_default(); // do something interesting with the data tracing::info!("Data: {}", record_data); Ok(()) } #[tokio::main] async fn main() -> Result<(), Error> { tracing_subscriber::fmt() .with_max_level(tracing::Level::INFO) // disable printing the name of the module in every log line. .with_target(false) // disabling time is handy because CloudWatch will add the ingestion time. .without_time() .init(); run(service_fn(function_handler)).await }