AWS SDK またはコマンドラインツールBatchGetItemで を使用する - AWS SDK コード例

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AWS SDK またはコマンドラインツールBatchGetItemで を使用する

以下のコード例は、BatchGetItem の使用方法を示しています。

.NET
AWS SDK for .NET
注記

の詳細については、「」を参照してください GitHub。AWS コード例リポジトリ で全く同じ例を見つけて、設定と実行の方法を確認してください。

using System; using System.Collections.Generic; using Amazon.DynamoDBv2; using Amazon.DynamoDBv2.Model; namespace LowLevelBatchGet { public class LowLevelBatchGet { private static readonly string _table1Name = "Forum"; private static readonly string _table2Name = "Thread"; public static async void RetrieveMultipleItemsBatchGet(AmazonDynamoDBClient client) { var request = new BatchGetItemRequest { RequestItems = new Dictionary<string, KeysAndAttributes>() { { _table1Name, new KeysAndAttributes { Keys = new List<Dictionary<string, AttributeValue> >() { new Dictionary<string, AttributeValue>() { { "Name", new AttributeValue { S = "Amazon DynamoDB" } } }, new Dictionary<string, AttributeValue>() { { "Name", new AttributeValue { S = "Amazon S3" } } } } }}, { _table2Name, new KeysAndAttributes { Keys = new List<Dictionary<string, AttributeValue> >() { new Dictionary<string, AttributeValue>() { { "ForumName", new AttributeValue { S = "Amazon DynamoDB" } }, { "Subject", new AttributeValue { S = "DynamoDB Thread 1" } } }, new Dictionary<string, AttributeValue>() { { "ForumName", new AttributeValue { S = "Amazon DynamoDB" } }, { "Subject", new AttributeValue { S = "DynamoDB Thread 2" } } }, new Dictionary<string, AttributeValue>() { { "ForumName", new AttributeValue { S = "Amazon S3" } }, { "Subject", new AttributeValue { S = "S3 Thread 1" } } } } } } } }; BatchGetItemResponse response; do { Console.WriteLine("Making request"); response = await client.BatchGetItemAsync(request); // Check the response. var responses = response.Responses; // Attribute list in the response. foreach (var tableResponse in responses) { var tableResults = tableResponse.Value; Console.WriteLine("Items retrieved from table {0}", tableResponse.Key); foreach (var item1 in tableResults) { PrintItem(item1); } } // Any unprocessed keys? could happen if you exceed ProvisionedThroughput or some other error. Dictionary<string, KeysAndAttributes> unprocessedKeys = response.UnprocessedKeys; foreach (var unprocessedTableKeys in unprocessedKeys) { // Print table name. Console.WriteLine(unprocessedTableKeys.Key); // Print unprocessed primary keys. foreach (var key in unprocessedTableKeys.Value.Keys) { PrintItem(key); } } request.RequestItems = unprocessedKeys; } while (response.UnprocessedKeys.Count > 0); } private static void PrintItem(Dictionary<string, AttributeValue> attributeList) { foreach (KeyValuePair<string, AttributeValue> kvp in attributeList) { string attributeName = kvp.Key; AttributeValue value = kvp.Value; Console.WriteLine( attributeName + " " + (value.S == null ? "" : "S=[" + value.S + "]") + (value.N == null ? "" : "N=[" + value.N + "]") + (value.SS == null ? "" : "SS=[" + string.Join(",", value.SS.ToArray()) + "]") + (value.NS == null ? "" : "NS=[" + string.Join(",", value.NS.ToArray()) + "]") ); } Console.WriteLine("************************************************"); } static void Main() { var client = new AmazonDynamoDBClient(); RetrieveMultipleItemsBatchGet(client); } } }
  • API の詳細については、「 API リファレンスBatchGetItem」の「」を参照してください。 AWS SDK for .NET

Bash
AWS CLI Bash スクリプトを使用した
注記

の詳細については、「」を参照してください GitHub。AWS コード例リポジトリ で全く同じ例を見つけて、設定と実行の方法を確認してください。

############################################################################# # function dynamodb_batch_get_item # # This function gets a batch of items from a DynamoDB table. # # Parameters: # -i item -- Path to json file containing the keys of the items to get. # # Returns: # The items as json output. # And: # 0 - If successful. # 1 - If it fails. ########################################################################## function dynamodb_batch_get_item() { local item response local option OPTARG # Required to use getopts command in a function. ####################################### # Function usage explanation ####################################### function usage() { echo "function dynamodb_batch_get_item" echo "Get a batch of items from a DynamoDB table." echo " -i item -- Path to json file containing the keys of the items to get." echo "" } while getopts "i:h" option; do case "${option}" in i) item="${OPTARG}" ;; h) usage return 0 ;; \?) echo "Invalid parameter" usage return 1 ;; esac done export OPTIND=1 if [[ -z "$item" ]]; then errecho "ERROR: You must provide an item with the -i parameter." usage return 1 fi response=$(aws dynamodb batch-get-item \ --request-items file://"$item") local error_code=${?} if [[ $error_code -ne 0 ]]; then aws_cli_error_log $error_code errecho "ERROR: AWS reports batch-get-item operation failed.$response" return 1 fi echo "$response" return 0 }

この例で使用されているユーティリティ関数。

############################################################################### # function errecho # # This function outputs everything sent to it to STDERR (standard error output). ############################################################################### function errecho() { printf "%s\n" "$*" 1>&2 } ############################################################################## # function aws_cli_error_log() # # This function is used to log the error messages from the AWS CLI. # # See https://docs.aws.amazon.com/cli/latest/topic/return-codes.html#cli-aws-help-return-codes. # # The function expects the following argument: # $1 - The error code returned by the AWS CLI. # # Returns: # 0: - Success. # ############################################################################## function aws_cli_error_log() { local err_code=$1 errecho "Error code : $err_code" if [ "$err_code" == 1 ]; then errecho " One or more S3 transfers failed." elif [ "$err_code" == 2 ]; then errecho " Command line failed to parse." elif [ "$err_code" == 130 ]; then errecho " Process received SIGINT." elif [ "$err_code" == 252 ]; then errecho " Command syntax invalid." elif [ "$err_code" == 253 ]; then errecho " The system environment or configuration was invalid." elif [ "$err_code" == 254 ]; then errecho " The service returned an error." elif [ "$err_code" == 255 ]; then errecho " 255 is a catch-all error." fi return 0 }
  • API の詳細については、「 コマンドリファレンスBatchGetItem」の「」を参照してください。 AWS CLI

C++
SDK for C++
注記

の詳細については、「」を参照してください GitHub。AWS コード例リポジトリ で全く同じ例を見つけて、設定と実行の方法を確認してください。

//! Batch get items from different Amazon DynamoDB tables. /*! \sa batchGetItem() \param clientConfiguration: AWS client configuration. \return bool: Function succeeded. */ bool AwsDoc::DynamoDB::batchGetItem( const Aws::Client::ClientConfiguration &clientConfiguration) { Aws::DynamoDB::DynamoDBClient dynamoClient(clientConfiguration); Aws::DynamoDB::Model::BatchGetItemRequest request; // Table1: Forum. Aws::String table1Name = "Forum"; Aws::DynamoDB::Model::KeysAndAttributes table1KeysAndAttributes; // Table1: Projection expression. table1KeysAndAttributes.SetProjectionExpression("#n, Category, Messages, #v"); // Table1: Expression attribute names. Aws::Http::HeaderValueCollection headerValueCollection; headerValueCollection.emplace("#n", "Name"); headerValueCollection.emplace("#v", "Views"); table1KeysAndAttributes.SetExpressionAttributeNames(headerValueCollection); // Table1: Set key name, type, and value to search. std::vector<Aws::String> nameValues = {"Amazon DynamoDB", "Amazon S3"}; for (const Aws::String &name: nameValues) { Aws::Map<Aws::String, Aws::DynamoDB::Model::AttributeValue> keys; Aws::DynamoDB::Model::AttributeValue key; key.SetS(name); keys.emplace("Name", key); table1KeysAndAttributes.AddKeys(keys); } Aws::Map<Aws::String, Aws::DynamoDB::Model::KeysAndAttributes> requestItems; requestItems.emplace(table1Name, table1KeysAndAttributes); // Table2: ProductCatalog. Aws::String table2Name = "ProductCatalog"; Aws::DynamoDB::Model::KeysAndAttributes table2KeysAndAttributes; table2KeysAndAttributes.SetProjectionExpression("Title, Price, Color"); // Table2: Set key name, type, and value to search. std::vector<Aws::String> idValues = {"102", "103", "201"}; for (const Aws::String &id: idValues) { Aws::Map<Aws::String, Aws::DynamoDB::Model::AttributeValue> keys; Aws::DynamoDB::Model::AttributeValue key; key.SetN(id); keys.emplace("Id", key); table2KeysAndAttributes.AddKeys(keys); } requestItems.emplace(table2Name, table2KeysAndAttributes); bool result = true; do { // Use a do loop to handle pagination. request.SetRequestItems(requestItems); const Aws::DynamoDB::Model::BatchGetItemOutcome &outcome = dynamoClient.BatchGetItem( request); if (outcome.IsSuccess()) { for (const auto &responsesMapEntry: outcome.GetResult().GetResponses()) { Aws::String tableName = responsesMapEntry.first; const Aws::Vector<Aws::Map<Aws::String, Aws::DynamoDB::Model::AttributeValue>> &tableResults = responsesMapEntry.second; std::cout << "Retrieved " << tableResults.size() << " responses for table '" << tableName << "'.\n" << std::endl; if (tableName == "Forum") { std::cout << "Name | Category | Message | Views" << std::endl; for (const Aws::Map<Aws::String, Aws::DynamoDB::Model::AttributeValue> &item: tableResults) { std::cout << item.at("Name").GetS() << " | "; std::cout << item.at("Category").GetS() << " | "; std::cout << (item.count("Message") == 0 ? "" : item.at( "Messages").GetN()) << " | "; std::cout << (item.count("Views") == 0 ? "" : item.at( "Views").GetN()) << std::endl; } } else { std::cout << "Title | Price | Color" << std::endl; for (const Aws::Map<Aws::String, Aws::DynamoDB::Model::AttributeValue> &item: tableResults) { std::cout << item.at("Title").GetS() << " | "; std::cout << (item.count("Price") == 0 ? "" : item.at( "Price").GetN()); if (item.count("Color")) { std::cout << " | "; for (const std::shared_ptr<Aws::DynamoDB::Model::AttributeValue> &listItem: item.at( "Color").GetL()) std::cout << listItem->GetS() << " "; } std::cout << std::endl; } } std::cout << std::endl; } // If necessary, repeat request for remaining items. requestItems = outcome.GetResult().GetUnprocessedKeys(); } else { std::cerr << "Batch get item failed: " << outcome.GetError().GetMessage() << std::endl; result = false; break; } } while (!requestItems.empty()); return result; }
  • API の詳細については、「 API リファレンスBatchGetItem」の「」を参照してください。 AWS SDK for C++

CLI
AWS CLI

テーブルから複数の項目を取得するには

次の batch-get-items の例では、3 つの GetItem リクエストのバッチを使用して MusicCollection テーブルから複数の項目を読み込み、この操作で使用された読み込み容量ユニットの数を取得します。このコマンドは AlbumTitle 属性のみを返します。

aws dynamodb batch-get-item \ --request-items file://request-items.json \ --return-consumed-capacity TOTAL

request-items.json の内容:

{ "MusicCollection": { "Keys": [ { "Artist": {"S": "No One You Know"}, "SongTitle": {"S": "Call Me Today"} }, { "Artist": {"S": "Acme Band"}, "SongTitle": {"S": "Happy Day"} }, { "Artist": {"S": "No One You Know"}, "SongTitle": {"S": "Scared of My Shadow"} } ], "ProjectionExpression":"AlbumTitle" } }

出力:

{ "Responses": { "MusicCollection": [ { "AlbumTitle": { "S": "Somewhat Famous" } }, { "AlbumTitle": { "S": "Blue Sky Blues" } }, { "AlbumTitle": { "S": "Louder Than Ever" } } ] }, "UnprocessedKeys": {}, "ConsumedCapacity": [ { "TableName": "MusicCollection", "CapacityUnits": 1.5 } ] }

詳細については、「Amazon DynamoDB ディベロッパーガイド」の「バッチオペレーション」を参照してください。

  • API の詳細については、「 コマンドリファレンスBatchGetItem」の「」を参照してください。 AWS CLI

Java
SDK for Java 2.x
注記

の詳細については、「」を参照してください GitHub。AWS コード例リポジトリ で全く同じ例を見つけて、設定と実行の方法を確認してください。

サービスクライアントを使用してバッチアイテムを取得する方法を示します。

import software.amazon.awssdk.regions.Region; import software.amazon.awssdk.services.dynamodb.DynamoDbClient; import software.amazon.awssdk.services.dynamodb.model.AttributeValue; import software.amazon.awssdk.services.dynamodb.model.BatchGetItemRequest; import software.amazon.awssdk.services.dynamodb.model.BatchGetItemResponse; import software.amazon.awssdk.services.dynamodb.model.KeysAndAttributes; import java.util.HashMap; import java.util.List; import java.util.Map; /** * Before running this Java V2 code example, set up your development environment, including your credentials. * * For more information, see the following documentation topic: * * https://docs.aws.amazon.com/sdk-for-java/latest/developer-guide/get-started.html */ public class BatchReadItems { public static void main(String[] args){ final String usage = """ Usage: <tableName> Where: tableName - The Amazon DynamoDB table (for example, Music).\s """; String tableName = "Music"; Region region = Region.US_EAST_1; DynamoDbClient dynamoDbClient = DynamoDbClient.builder() .region(region) .build(); getBatchItems(dynamoDbClient, tableName); } public static void getBatchItems(DynamoDbClient dynamoDbClient, String tableName) { // Define the primary key values for the items you want to retrieve. Map<String, AttributeValue> key1 = new HashMap<>(); key1.put("Artist", AttributeValue.builder().s("Artist1").build()); Map<String, AttributeValue> key2 = new HashMap<>(); key2.put("Artist", AttributeValue.builder().s("Artist2").build()); // Construct the batchGetItem request. Map<String, KeysAndAttributes> requestItems = new HashMap<>(); requestItems.put(tableName, KeysAndAttributes.builder() .keys(List.of(key1, key2)) .projectionExpression("Artist, SongTitle") .build()); BatchGetItemRequest batchGetItemRequest = BatchGetItemRequest.builder() .requestItems(requestItems) .build(); // Make the batchGetItem request. BatchGetItemResponse batchGetItemResponse = dynamoDbClient.batchGetItem(batchGetItemRequest); // Extract and print the retrieved items. Map<String, List<Map<String, AttributeValue>>> responses = batchGetItemResponse.responses(); if (responses.containsKey(tableName)) { List<Map<String, AttributeValue>> musicItems = responses.get(tableName); for (Map<String, AttributeValue> item : musicItems) { System.out.println("Artist: " + item.get("Artist").s() + ", SongTitle: " + item.get("SongTitle").s()); } } else { System.out.println("No items retrieved."); } } }

サービスクライアントおよびページネーターを使用してバッチアイテムを取得する方法を示します。

import software.amazon.awssdk.regions.Region; import software.amazon.awssdk.services.dynamodb.DynamoDbClient; import software.amazon.awssdk.services.dynamodb.model.AttributeValue; import software.amazon.awssdk.services.dynamodb.model.BatchGetItemRequest; import software.amazon.awssdk.services.dynamodb.model.KeysAndAttributes; import java.util.Collections; import java.util.HashMap; import java.util.List; import java.util.Map; public class BatchGetItemsPaginator { public static void main(String[] args){ final String usage = """ Usage: <tableName> Where: tableName - The Amazon DynamoDB table (for example, Music).\s """; String tableName = "Music"; Region region = Region.US_EAST_1; DynamoDbClient dynamoDbClient = DynamoDbClient.builder() .region(region) .build(); getBatchItemsPaginator(dynamoDbClient, tableName) ; } public static void getBatchItemsPaginator(DynamoDbClient dynamoDbClient, String tableName) { // Define the primary key values for the items you want to retrieve. Map<String, AttributeValue> key1 = new HashMap<>(); key1.put("Artist", AttributeValue.builder().s("Artist1").build()); Map<String, AttributeValue> key2 = new HashMap<>(); key2.put("Artist", AttributeValue.builder().s("Artist2").build()); // Construct the batchGetItem request. Map<String, KeysAndAttributes> requestItems = new HashMap<>(); requestItems.put(tableName, KeysAndAttributes.builder() .keys(List.of(key1, key2)) .projectionExpression("Artist, SongTitle") .build()); BatchGetItemRequest batchGetItemRequest = BatchGetItemRequest.builder() .requestItems(requestItems) .build(); // Use batchGetItemPaginator for paginated requests. dynamoDbClient.batchGetItemPaginator(batchGetItemRequest).stream() .flatMap(response -> response.responses().getOrDefault(tableName, Collections.emptyList()).stream()) .forEach(item -> { System.out.println("Artist: " + item.get("Artist").s() + ", SongTitle: " + item.get("SongTitle").s()); }); } }
  • API の詳細については、「 API リファレンスBatchGetItem」の「」を参照してください。 AWS SDK for Java 2.x

JavaScript
SDK for JavaScript (v3)
注記

の詳細については、「」を参照してください GitHub。AWS コード例リポジトリ で全く同じ例を見つけて、設定と実行の方法を確認してください。

この例では、ドキュメントクライアントを使用して DynamoDB での項目の操作を簡略化しています。API の詳細については、「」を参照してくださいBatchGet

import { DynamoDBClient } from "@aws-sdk/client-dynamodb"; import { BatchGetCommand, DynamoDBDocumentClient } from "@aws-sdk/lib-dynamodb"; const client = new DynamoDBClient({}); const docClient = DynamoDBDocumentClient.from(client); export const main = async () => { const command = new BatchGetCommand({ // Each key in this object is the name of a table. This example refers // to a Books table. RequestItems: { Books: { // Each entry in Keys is an object that specifies a primary key. Keys: [ { Title: "How to AWS", }, { Title: "DynamoDB for DBAs", }, ], // Only return the "Title" and "PageCount" attributes. ProjectionExpression: "Title, PageCount", }, }, }); const response = await docClient.send(command); console.log(response.Responses["Books"]); return response; };
SDK for JavaScript (v2)
注記

の詳細については、「」を参照してください GitHub。用例一覧を検索し、AWS コードサンプルリポジトリでの設定と実行の方法を確認してください。

// Load the AWS SDK for Node.js var AWS = require("aws-sdk"); // Set the region AWS.config.update({ region: "REGION" }); // Create DynamoDB service object var ddb = new AWS.DynamoDB({ apiVersion: "2012-08-10" }); var params = { RequestItems: { TABLE_NAME: { Keys: [ { KEY_NAME: { N: "KEY_VALUE_1" } }, { KEY_NAME: { N: "KEY_VALUE_2" } }, { KEY_NAME: { N: "KEY_VALUE_3" } }, ], ProjectionExpression: "KEY_NAME, ATTRIBUTE", }, }, }; ddb.batchGetItem(params, function (err, data) { if (err) { console.log("Error", err); } else { data.Responses.TABLE_NAME.forEach(function (element, index, array) { console.log(element); }); } });
PowerShell
のツール PowerShell

例 1: DynamoDB テーブル「Music SongTitle 」と「Songs」から「Somewhere Down The Drive」を含む項目を取得します。

$key = @{ SongTitle = 'Somewhere Down The Road' Artist = 'No One You Know' } | ConvertTo-DDBItem $keysAndAttributes = New-Object Amazon.DynamoDBv2.Model.KeysAndAttributes $list = New-Object 'System.Collections.Generic.List[System.Collections.Generic.Dictionary[String, Amazon.DynamoDBv2.Model.AttributeValue]]' $list.Add($key) $keysAndAttributes.Keys = $list $requestItem = @{ 'Music' = [Amazon.DynamoDBv2.Model.KeysAndAttributes]$keysAndAttributes 'Songs' = [Amazon.DynamoDBv2.Model.KeysAndAttributes]$keysAndAttributes } $batchItems = Get-DDBBatchItem -RequestItem $requestItem $batchItems.GetEnumerator() | ForEach-Object {$PSItem.Value} | ConvertFrom-DDBItem

出力:

Name Value ---- ----- Artist No One You Know SongTitle Somewhere Down The Road AlbumTitle Somewhat Famous CriticRating 10 Genre Country Price 1.94 Artist No One You Know SongTitle Somewhere Down The Road AlbumTitle Somewhat Famous CriticRating 10 Genre Country Price 1.94
  • API の詳細については、AWS Tools for PowerShell 「 コマンドレットリファレンスBatchGetItem」の「」を参照してください。

Python
SDK for Python (Boto3)
注記

の詳細については、「」を参照してください GitHub。AWS コード例リポジトリ で全く同じ例を見つけて、設定と実行の方法を確認してください。

import decimal import json import logging import os import pprint import time import boto3 from botocore.exceptions import ClientError logger = logging.getLogger(__name__) dynamodb = boto3.resource("dynamodb") MAX_GET_SIZE = 100 # Amazon DynamoDB rejects a get batch larger than 100 items. def do_batch_get(batch_keys): """ Gets a batch of items from Amazon DynamoDB. Batches can contain keys from more than one table. When Amazon DynamoDB cannot process all items in a batch, a set of unprocessed keys is returned. This function uses an exponential backoff algorithm to retry getting the unprocessed keys until all are retrieved or the specified number of tries is reached. :param batch_keys: The set of keys to retrieve. A batch can contain at most 100 keys. Otherwise, Amazon DynamoDB returns an error. :return: The dictionary of retrieved items grouped under their respective table names. """ tries = 0 max_tries = 5 sleepy_time = 1 # Start with 1 second of sleep, then exponentially increase. retrieved = {key: [] for key in batch_keys} while tries < max_tries: response = dynamodb.batch_get_item(RequestItems=batch_keys) # Collect any retrieved items and retry unprocessed keys. for key in response.get("Responses", []): retrieved[key] += response["Responses"][key] unprocessed = response["UnprocessedKeys"] if len(unprocessed) > 0: batch_keys = unprocessed unprocessed_count = sum( [len(batch_key["Keys"]) for batch_key in batch_keys.values()] ) logger.info( "%s unprocessed keys returned. Sleep, then retry.", unprocessed_count ) tries += 1 if tries < max_tries: logger.info("Sleeping for %s seconds.", sleepy_time) time.sleep(sleepy_time) sleepy_time = min(sleepy_time * 2, 32) else: break return retrieved
  • API の詳細については、BatchGetItemAWS 「 SDK for Python (Boto3) API リファレンス」の「」を参照してください。

Swift
SDK for Swift
注記

これはプレビューリリースの SDK に関するプレリリースドキュメントです。このドキュメントは変更される可能性があります。

注記

の詳細については、「」を参照してください GitHub。AWS コード例リポジトリ で全く同じ例を見つけて、設定と実行の方法を確認してください。

/// Gets an array of `Movie` objects describing all the movies in the /// specified list. Any movies that aren't found in the list have no /// corresponding entry in the resulting array. /// /// - Parameters /// - keys: An array of tuples, each of which specifies the title and /// release year of a movie to fetch from the table. /// /// - Returns: /// - An array of `Movie` objects describing each match found in the /// table. /// /// - Throws: /// - `MovieError.ClientUninitialized` if the DynamoDB client has not /// been initialized. /// - DynamoDB errors are thrown without change. func batchGet(keys: [(title: String, year: Int)]) async throws -> [Movie] { guard let client = self.ddbClient else { throw MovieError.ClientUninitialized } var movieList: [Movie] = [] var keyItems: [[Swift.String:DynamoDBClientTypes.AttributeValue]] = [] // Convert the list of keys into the form used by DynamoDB. for key in keys { let item: [Swift.String:DynamoDBClientTypes.AttributeValue] = [ "title": .s(key.title), "year": .n(String(key.year)) ] keyItems.append(item) } // Create the input record for `batchGetItem()`. The list of requested // items is in the `requestItems` property. This array contains one // entry for each table from which items are to be fetched. In this // example, there's only one table containing the movie data. // // If we wanted this program to also support searching for matches // in a table of book data, we could add a second `requestItem` // mapping the name of the book table to the list of items we want to // find in it. let input = BatchGetItemInput( requestItems: [ self.tableName: .init( consistentRead: true, keys: keyItems ) ] ) // Fetch the matching movies from the table. let output = try await client.batchGetItem(input: input) // Get the set of responses. If there aren't any, return the empty // movie list. guard let responses = output.responses else { return movieList } // Get the list of matching items for the table with the name // `tableName`. guard let responseList = responses[self.tableName] else { return movieList } // Create `Movie` items for each of the matching movies in the table // and add them to the `MovieList` array. for response in responseList { movieList.append(try Movie(withItem: response)) } return movieList }
  • API の詳細については、BatchGetItemAWS 「 SDK for Swift API リファレンス」の「」を参照してください。