AWS
AWS S3 CSV Source Configuration
AWS S3 Source allows you to load CSV Files from within an AWS S3 Bucket. The AWS S3 Source can be configured as a Fetching or Listening source.
Application properties
# General Cloud Source Properties
cloud.fetch.thread=
# AWS Source Properties
aws.bucket=
aws.root_directory=
aws.region =
aws.accessKeyId=
aws.secretKey=
If using a Listening Source, the pollingDelay
property is required. This property defines how frequently we should check if a file has been modified.
pollingDelay=Miliseconds
Maven Dependency
We first must ensure we are importing the correct dependency. Your pom should have:
<!-- For Aws CSV Source -->
<dependency>
<groupId>com.activeviam.io</groupId>
<artifactId>data-connectors-aws</artifactId>
<version>${dataconnectors.version}</version>
</dependency>
Channel Configuration
Please read this section on Channel configuration.
Source Configuration
To load from Azure Blob storage, a S3CsvScopedFetchSource
or S3CsvScopedListenSource
source needs to be constructed. This source contains cloud specific topics of type CsvCloudScopedFetchTopic
or CsvCloudScopedListenTopic
. One Topic needs to be created for each fileMatcher and target datastore. A few additional beans are also created to establish connectivity with remote storage. The connectivity details for S3 bucket are provided via application properties.
Below is an example for a Fetching Source:
@Value("${aws.bucket}")
protected String awsBucket;
@Value("${aws.root_directory}")
protected String awsRootDirectory;
@Value("${aws.region}")
protected String awsRegion;
@Value("${cloud.fetch.thread:4}")
protected String awsFetchThreads;
@Autowired
private IDatastoreConfig datastoreConfig;
public ICSVSource<ICloudEntityPath<S3Object>> createAwsSourceWithTopics() {
//
// Configure AWS Source Props
//
final var sourceName = "AWS CSV Source";
var csvSourceConfig = new DlcCSVSourceConfiguration.DlcCSVSourceConfigurationBuilder()
.sourceName(sourceName)
.build();
ICSVSource<ICloudEntityPath<S3Object>> awsSource = new S3CsvScopedFetchSource<>(csvSourceConfig);
//
// Add topics
//
awsSource.addTopic(
createDirectoryTopic(
"Trade_Topic",
"/data",
"glob:**/*trades*.csv",
awsSource.createParserConfiguration(generateTradeCsvFileds(), NB_HEADER_LINES_TO_SKIP)
)
);
return awsSource;
}
protected ICSVTopic<ICloudEntityPath<S3Object>> createDirectoryTopic(String topic, String subdirectory, String pathMatcherSyntaxAndPattern, ICSVParserConfiguration parserConfig) {
// Default directory to the root S3 directory
ICloudDirectory<S3Object> cloudDirectory = rootDirectory();
// Check if subdirectory contains a file separator, remove if so.
if (!subdirectory.isEmpty()) {
if ((subdirectory.toCharArray()[0] == '\\') || (subdirectory.toCharArray()[0] == '/')) {
subdirectory = subdirectory.substring(1);
}
cloudDirectory = cloudDirectory.getSubDirectory(subdirectory);
}
// Modify pathMatcher into a Regular Expression.
pathMatcherSyntaxAndPattern = pathMatcherSyntaxAndPattern.replace("**", "*");
pathMatcherSyntaxAndPattern = pathMatcherSyntaxAndPattern.replace("*", ".*");
pathMatcherSyntaxAndPattern = pathMatcherSyntaxAndPattern.replace("glob:", "");
pathMatcherSyntaxAndPattern = pathMatcherSyntaxAndPattern.replace("{", "(");
pathMatcherSyntaxAndPattern = pathMatcherSyntaxAndPattern.replace("}", ")");
pathMatcherSyntaxAndPattern = pathMatcherSyntaxAndPattern.replace(",", "|");
// File is named after the CobDate.
FilesScopedFetchTopic.FetchScopeToFileScanParametersConverter converter = new FilesScopedFetchTopic.FetchScopeToFileScanParametersConverter(DataLoadControllerRestService.SCOPE_KEY__COB_DATE);
return new CsvCloudScopedFetchTopic<>(
topic,
cloudDirectory,
dataProviderFactory(),
pathMatcherSyntaxAndPattern,
converter,
parserConfig,
"",
null);
}
@Bean
public ICloudDirectory<S3Object> rootDirectory() {
return new S3CloudDirectory(client(), env.getRequiredProperty(awsBucket), env.getRequiredProperty(awsRootDirectory));
}
@Bean
public AmazonS3 client() {
return AmazonS3Client.builder()
.withCredentials(new DefaultAWSCredentialsProviderChain())
.withRegion(Regions.fromName(env.getRequiredProperty(awsRegion)))
.withClientConfiguration(new ClientConfiguration().withMaxConnections(128))
.build();
}
@Bean
public ICloudCsvDataProviderFactory<S3Object> dataProviderFactory() {
//the maximum number of threads that will download in parallel parts of an entity
String cloudFetchThread = env.getProperty(awsFetchThreads);
return new AwsCsvDataProviderFactory(new CloudFetchingConfig(Integer.parseInt(cloudFetchThread)));
}
Topic Configuration
The AWS Source consists of one or many Topics of type CsvCloudScopedFetchTopic
or CsvCloudScopedListenTopic
for Fetch or Listen Sources respectively. Fetch and Listen Topics cannot be mixed with opposite Fetch or Listen sources. The Topic name must be globally unique (to all other Topics). The CSV Cloud Topic’s consist of the following parameters:
Topic Parameter | Description |
---|---|
name | Name of this topic. Must be globally unique among all Topics |
rootDirectoryPath | Base directory to apply pathMatcher to within the AWS S3 Bucket |
AwsCsvDataProviderFactory | An instance of AwsCsvDataProviderFactory |
regex | Regex pattern to be used to match files. Similar to a PathMatcher. |
fetchScopeToFileScanParametersConverter | Function to use Scope keys to an IFileScanParameters to scan files to load. Can use provided CsvFilesScopedFetchTopic.ScopeToFileScanParametersConverter |
csvParserConfiguration | ICSVParserConfiguration for CSV file Column Names, number of lines to skip, etc. Can use S3CsvScopedFetchSource.createParserConfiguration(...) |
fileTaskPluginKey | Optional Plugin Key of IFileTask to handle processing of CSV file. |
extraProperties | Can be null, no required additional Properties |
Topic Parameter | Description |
---|---|
topic | Name of this topic. Must be globally unique among all Topics |
pathMatcher | String regex to match file paths for this topic |
AwsCsvDataProviderFactory | An instance of AwsCsvDataProviderFactory |
rootDirectoryPath | Base directory to apply pathMatcher to within the AWS S3 Bucket |
scopeToFileScanParametersConverter | Function to use Scope keys to an IFileScanParameters to scan files to load. Can use provided CsvFilesScopedListenTopic.ScopeToFileScanParametersConverter |
csvParserConfiguration | ICSVParserConfiguration for CSV file Column Names, number of lines to skip, etc. Can use S3CsvScopedListenSource.createParserConfiguration(...) |
extraProperties | Can contain optional property “pollingDelay” describing millisecond pause between checks for CSV file changes. Default is 500 |
Java Topic properties:
public CsvCloudScopedFetchTopic(
String name,
ICloudDirectory<E> rootDirectoryPath,
ICloudCsvDataProviderFactory<E> providerFactory,
String regex,
IFilesScopedFetchTopic.IScopeToFileScanParametersConverter fetchScopeToFileScanParametersConverter,
ICSVParserConfiguration csvParserConfiguration,
String fileTaskPluginKey,
Properties extraProperties)
public CsvCloudScopedListenTopic(
String topic,
String pathMatcher,
ICloudCsvDataProviderFactory<E> providerFactory,
ICloudDirectory<E> rootDirectoryPath,
IFilesScopedTopic.IScopeToFileScanParametersConverter scopeToFileScanParametersConverter,
ICSVParserConfiguration csvParserConfiguration,
Properties extraProperties)