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org.openmetadata.service.util.OpenMetadataOperations Maven / Gradle / Ivy
package org.openmetadata.service.util;
import static org.flywaydb.core.internal.info.MigrationInfoDumper.dumpToAsciiTable;
import static org.openmetadata.common.utils.CommonUtil.nullOrEmpty;
import static org.openmetadata.service.Entity.FIELD_OWNERS;
import static org.openmetadata.service.formatter.decorators.MessageDecorator.getDateStringEpochMilli;
import static org.openmetadata.service.util.AsciiTable.printOpenMetadataText;
import ch.qos.logback.classic.Level;
import ch.qos.logback.classic.Logger;
import com.codahale.metrics.NoopMetricRegistry;
import com.fasterxml.jackson.databind.ObjectMapper;
import com.google.gson.Gson;
import com.google.gson.JsonElement;
import com.google.gson.JsonObject;
import io.dropwizard.configuration.EnvironmentVariableSubstitutor;
import io.dropwizard.configuration.FileConfigurationSourceProvider;
import io.dropwizard.configuration.SubstitutingSourceProvider;
import io.dropwizard.configuration.YamlConfigurationFactory;
import io.dropwizard.db.DataSourceFactory;
import io.dropwizard.jackson.Jackson;
import io.dropwizard.jersey.validation.Validators;
import java.io.File;
import java.nio.charset.StandardCharsets;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.LinkedHashSet;
import java.util.List;
import java.util.Map;
import java.util.Scanner;
import java.util.Set;
import java.util.concurrent.Callable;
import javax.json.JsonPatch;
import javax.validation.Validator;
import lombok.SneakyThrows;
import lombok.extern.slf4j.Slf4j;
import org.flywaydb.core.Flyway;
import org.flywaydb.core.api.MigrationVersion;
import org.jdbi.v3.core.Jdbi;
import org.jdbi.v3.sqlobject.SqlObjectPlugin;
import org.jdbi.v3.sqlobject.SqlObjects;
import org.openmetadata.schema.EntityInterface;
import org.openmetadata.schema.ServiceEntityInterface;
import org.openmetadata.schema.entity.app.App;
import org.openmetadata.schema.entity.app.AppRunRecord;
import org.openmetadata.schema.entity.services.ingestionPipelines.IngestionPipeline;
import org.openmetadata.schema.settings.Settings;
import org.openmetadata.schema.settings.SettingsType;
import org.openmetadata.schema.system.EventPublisherJob;
import org.openmetadata.schema.type.Include;
import org.openmetadata.sdk.PipelineServiceClientInterface;
import org.openmetadata.service.Entity;
import org.openmetadata.service.OpenMetadataApplicationConfig;
import org.openmetadata.service.apps.ApplicationHandler;
import org.openmetadata.service.apps.scheduler.AppScheduler;
import org.openmetadata.service.clients.pipeline.PipelineServiceClientFactory;
import org.openmetadata.service.exception.EntityNotFoundException;
import org.openmetadata.service.fernet.Fernet;
import org.openmetadata.service.jdbi3.AppRepository;
import org.openmetadata.service.jdbi3.CollectionDAO;
import org.openmetadata.service.jdbi3.EntityRepository;
import org.openmetadata.service.jdbi3.IngestionPipelineRepository;
import org.openmetadata.service.jdbi3.ListFilter;
import org.openmetadata.service.jdbi3.MigrationDAO;
import org.openmetadata.service.jdbi3.SystemRepository;
import org.openmetadata.service.jdbi3.locator.ConnectionAwareAnnotationSqlLocator;
import org.openmetadata.service.jdbi3.locator.ConnectionType;
import org.openmetadata.service.migration.api.MigrationWorkflow;
import org.openmetadata.service.resources.CollectionRegistry;
import org.openmetadata.service.resources.databases.DatasourceConfig;
import org.openmetadata.service.search.SearchRepository;
import org.openmetadata.service.secrets.SecretsManager;
import org.openmetadata.service.secrets.SecretsManagerFactory;
import org.openmetadata.service.secrets.SecretsManagerUpdateService;
import org.openmetadata.service.util.jdbi.DatabaseAuthenticationProviderFactory;
import org.slf4j.LoggerFactory;
import picocli.CommandLine;
import picocli.CommandLine.Command;
import picocli.CommandLine.Option;
@Slf4j
@Command(
name = "OpenMetadataSetup",
mixinStandardHelpOptions = true,
version = "OpenMetadataSetup 1.3",
description =
"Creates or Migrates Database/Search Indexes. ReIndex the existing data into Elastic Search "
+ "or OpenSearch. Re-Deploys the service pipelines.")
public class OpenMetadataOperations implements Callable {
private OpenMetadataApplicationConfig config;
private Flyway flyway;
private Jdbi jdbi;
private SearchRepository searchRepository;
private String nativeSQLScriptRootPath;
private String extensionSQLScriptRootPath;
private SecretsManager secretsManager;
private CollectionDAO collectionDAO;
@Option(
names = {"-d", "--debug"},
defaultValue = "false")
private boolean debug;
@Option(
names = {"-c", "--config"},
required = true)
private String configFilePath;
@Override
public Integer call() {
LOG.info(
"Subcommand needed: 'info', 'validate', 'repair', 'check-connection', "
+ "'drop-create', 'changelog', 'migrate', 'migrate-secrets', 'reindex', 'deploy-pipelines'");
return 0;
}
@Command(
name = "info",
description =
"Shows the list of migrations applied and the pending migration "
+ "waiting to be applied on the target database")
public Integer info() {
try {
parseConfig();
LOG.info(dumpToAsciiTable(flyway.info().all()));
return 0;
} catch (Exception e) {
LOG.error("Failed due to ", e);
return 1;
}
}
@Command(
name = "validate",
description =
"Checks if the all the migrations haven been applied " + "on the target database.")
public Integer validate() {
try {
parseConfig();
flyway.validate();
return 0;
} catch (Exception e) {
LOG.error("Database migration validation failed due to ", e);
return 1;
}
}
@Command(
name = "repair",
description =
"Repairs the DATABASE_CHANGE_LOG table which is used to track"
+ "all the migrations on the target database This involves removing entries for the failed migrations and update"
+ "the checksum of migrations already applied on the target database")
public Integer repair() {
try {
parseConfig();
flyway.repair();
return 0;
} catch (Exception e) {
LOG.error("Repair of CHANGE_LOG failed due to ", e);
return 1;
}
}
@Command(
name = "syncEmailFromEnv",
description = "Sync the email configuration from environment variables")
public Integer syncEmailFromEnv() {
try {
parseConfig();
Entity.setCollectionDAO(jdbi.onDemand(CollectionDAO.class));
SystemRepository systemRepository = new SystemRepository();
Settings updatedSettings =
new Settings()
.withConfigType(SettingsType.EMAIL_CONFIGURATION)
.withConfigValue(config.getSmtpSettings());
systemRepository.createOrUpdate(updatedSettings);
return 0;
} catch (Exception e) {
LOG.error("Email Sync failed due to ", e);
return 1;
}
}
@Command(
name = "check-connection",
description =
"Checks if a connection can be successfully " + "obtained for the target database")
public Integer checkConnection() {
try {
parseConfig();
flyway.getConfiguration().getDataSource().getConnection();
return 0;
} catch (Exception e) {
LOG.error("Failed to check connection due to ", e);
return 1;
}
}
@Command(
name = "drop-create",
description =
"Deletes any tables in configured database and creates a new tables "
+ "based on current version of OpenMetadata. This command also re-creates the search indexes.")
public Integer dropCreate() {
try {
promptUserForDelete();
parseConfig();
LOG.info("Deleting all the OpenMetadata tables.");
flyway.clean();
LOG.info("Creating the OpenMetadata Schema.");
flyway.migrate();
validateAndRunSystemDataMigrations(true);
LOG.info("OpenMetadata Database Schema is Updated.");
LOG.info("create indexes.");
searchRepository.createIndexes();
Entity.cleanup();
return 0;
} catch (Exception e) {
LOG.error("Failed to drop create due to ", e);
return 1;
}
}
@Command(
name = "migrate",
description = "Migrates the OpenMetadata database schema and search index mappings.")
public Integer migrate(
@Option(
names = {"--force"},
description = "Forces migrations to be run again, even if they have ran previously",
defaultValue = "false")
boolean force) {
try {
LOG.info("Migrating the OpenMetadata Schema.");
parseConfig();
flyway.migrate();
validateAndRunSystemDataMigrations(force);
LOG.info("Update Search Indexes.");
searchRepository.updateIndexes();
printChangeLog();
// update entities secrets if required
new SecretsManagerUpdateService(secretsManager, config.getClusterName()).updateEntities();
Entity.cleanup();
return 0;
} catch (Exception e) {
LOG.error("Failed to db migration due to ", e);
return 1;
}
}
@Command(name = "changelog", description = "Prints the change log of database migration.")
public Integer changelog() {
try {
parseConfig();
printChangeLog();
return 0;
} catch (Exception e) {
LOG.error("Failed to fetch db change log due to ", e);
return 1;
}
}
@Command(name = "reindex", description = "Re Indexes data into search engine from command line.")
public Integer reIndex(
@Option(
names = {"-b", "--batch-size"},
defaultValue = "100")
int batchSize,
@Option(
names = {"-p", "--payload-size"},
defaultValue = "10485760")
int payloadSize,
@Option(
names = {"--recreate-indexes"},
defaultValue = "true")
boolean recreateIndexes) {
try {
parseConfig();
CollectionRegistry.initialize();
ApplicationHandler.initialize(config);
// load seed data so that repositories are initialized
CollectionRegistry.getInstance().loadSeedData(jdbi, config, null, null, null, true);
ApplicationHandler.initialize(config);
// creates the default search index application
AppScheduler.initialize(config, collectionDAO, searchRepository);
String appName = "SearchIndexingApplication";
return executeSearchReindexApp(appName, batchSize, payloadSize, recreateIndexes);
} catch (Exception e) {
LOG.error("Failed to reindex due to ", e);
return 1;
}
}
private int executeSearchReindexApp(
String appName, int batchSize, int payloadSize, boolean recreateIndexes) {
AppRepository appRepository = (AppRepository) Entity.getEntityRepository(Entity.APPLICATION);
App originalSearchIndexApp =
appRepository.getByName(null, appName, appRepository.getFields("id"));
EventPublisherJob storedJob =
JsonUtils.convertValue(
originalSearchIndexApp.getAppConfiguration(), EventPublisherJob.class);
EventPublisherJob updatedJob = JsonUtils.deepCopy(storedJob, EventPublisherJob.class);
updatedJob
.withBatchSize(batchSize)
.withPayLoadSize(payloadSize)
.withRecreateIndex(recreateIndexes)
.withEntities(Set.of("all"));
// Update the search index app with the new batch size, payload size and recreate index flag
App updatedSearchIndexApp = JsonUtils.deepCopy(originalSearchIndexApp, App.class);
updatedSearchIndexApp.withAppConfiguration(updatedJob);
JsonPatch patch = JsonUtils.getJsonPatch(originalSearchIndexApp, updatedSearchIndexApp);
appRepository.patch(null, originalSearchIndexApp.getId(), "admin", patch);
// Trigger Application
long currentTime = System.currentTimeMillis();
AppScheduler.getInstance().triggerOnDemandApplication(updatedSearchIndexApp);
int result = waitAndReturnReindexingAppStatus(updatedSearchIndexApp, currentTime);
// Repatch with original
JsonPatch repatch = JsonUtils.getJsonPatch(updatedSearchIndexApp, originalSearchIndexApp);
appRepository.patch(null, originalSearchIndexApp.getId(), "admin", repatch);
return result;
}
@SneakyThrows
private int waitAndReturnReindexingAppStatus(App searchIndexApp, long startTime) {
AppRunRecord appRunRecord = null;
do {
try {
AppRepository appRepository =
(AppRepository) Entity.getEntityRepository(Entity.APPLICATION);
appRunRecord =
appRepository.getLatestAppRunsAfterStartTime(searchIndexApp.getId(), startTime);
if (isRunCompleted(appRunRecord)) {
List columns =
new ArrayList<>(
List.of(
"jobStatus",
"startTime",
"endTime",
"executionTime",
"successContext",
"failureContext"));
List> rows = new ArrayList<>();
String startTimeofJob =
nullOrEmpty(appRunRecord.getStartTime())
? "Unavailable"
: getDateStringEpochMilli(appRunRecord.getStartTime());
String endTimeOfJob =
nullOrEmpty(appRunRecord.getEndTime())
? "Unavailable"
: getDateStringEpochMilli(appRunRecord.getEndTime());
String executionTime =
nullOrEmpty(appRunRecord.getExecutionTime())
? "Unavailable"
: String.format("%d seconds", appRunRecord.getExecutionTime() / 1000);
rows.add(
Arrays.asList(
getValueOrUnavailable(appRunRecord.getStatus().value()),
getValueOrUnavailable(startTimeofJob),
getValueOrUnavailable(endTimeOfJob),
getValueOrUnavailable(executionTime),
getValueOrUnavailable(appRunRecord.getSuccessContext()),
getValueOrUnavailable(appRunRecord.getFailureContext())));
printToAsciiTable(columns, rows, "Failed to run Search Reindexing");
}
} catch (Exception ignored) {
}
LOG.info(
"[Reindexing] Current Available Status : {}. Reindexing is still, waiting for 10 seconds to fetch the latest status again.",
JsonUtils.pojoToJson(appRunRecord));
Thread.sleep(10000);
} while (!isRunCompleted(appRunRecord));
if (appRunRecord.getStatus().equals(AppRunRecord.Status.SUCCESS)
|| appRunRecord.getStatus().equals(AppRunRecord.Status.COMPLETED)) {
LOG.debug("Reindexing Completed Successfully.");
return 0;
}
LOG.error("Reindexing completed in Failure.");
return 1;
}
public String getValueOrUnavailable(Object obj) {
return nullOrEmpty(obj) ? "Unavailable" : JsonUtils.pojoToJson(obj);
}
boolean isRunCompleted(AppRunRecord appRunRecord) {
if (appRunRecord == null) {
return false;
}
return !nullOrEmpty(appRunRecord.getExecutionTime());
}
@Command(name = "deploy-pipelines", description = "Deploy all the service pipelines.")
public Integer deployPipelines() {
try {
LOG.info("Deploying Pipelines");
parseConfig();
PipelineServiceClientInterface pipelineServiceClient =
PipelineServiceClientFactory.createPipelineServiceClient(
config.getPipelineServiceClientConfiguration());
IngestionPipelineRepository pipelineRepository =
(IngestionPipelineRepository) Entity.getEntityRepository(Entity.INGESTION_PIPELINE);
List pipelines =
pipelineRepository.listAll(
new EntityUtil.Fields(Set.of(FIELD_OWNERS, "service")),
new ListFilter(Include.NON_DELETED));
LOG.debug(String.format("Pipelines %d", pipelines.size()));
List columns = Arrays.asList("Name", "Type", "Service Name", "Status");
List> pipelineStatuses = new ArrayList<>();
for (IngestionPipeline pipeline : pipelines) {
deployPipeline(pipeline, pipelineServiceClient, pipelineStatuses);
}
printToAsciiTable(columns, pipelineStatuses, "No Pipelines Found");
return 0;
} catch (Exception e) {
LOG.error("Failed to deploy pipelines due to ", e);
return 1;
}
}
@Command(
name = "migrate-secrets",
description =
"Migrate secrets from DB to the configured Secrets Manager. "
+ "Note that this does not support migrating between external Secrets Managers")
public Integer migrateSecrets() {
try {
LOG.info("Migrating Secrets from DB...");
parseConfig();
// update entities secrets if required
new SecretsManagerUpdateService(secretsManager, config.getClusterName()).updateEntities();
return 0;
} catch (Exception e) {
LOG.error("Failed to migrate secrets due to ", e);
return 1;
}
}
@Command(
name = "analyze-tables",
description =
"Migrate secrets from DB to the configured Secrets Manager. "
+ "Note that this does not support migrating between external Secrets Managers")
public Integer analyzeTables() {
try {
LOG.info("Analyzing Tables...");
parseConfig();
Entity.getEntityList().forEach(this::analyzeEntityTable);
return 0;
} catch (Exception e) {
LOG.error("Failed to analyze tables due to ", e);
return 1;
}
}
private void analyzeEntityTable(String entity) {
try {
EntityRepository repository = Entity.getEntityRepository(entity);
LOG.info("Analyzing table for [{}] Entity", entity);
repository.getDao().analyzeTable();
} catch (EntityNotFoundException e) {
LOG.debug("No repository for [{}] Entity", entity);
}
}
private void deployPipeline(
IngestionPipeline pipeline,
PipelineServiceClientInterface pipelineServiceClient,
List> pipelineStatuses) {
try {
// TODO: IS THIS OK?
LOG.debug(String.format("deploying pipeline %s", pipeline.getName()));
pipeline.setOpenMetadataServerConnection(
new OpenMetadataConnectionBuilder(config, pipeline).build());
secretsManager.decryptIngestionPipeline(pipeline);
ServiceEntityInterface service =
Entity.getEntity(pipeline.getService(), "", Include.NON_DELETED);
pipelineServiceClient.deployPipeline(pipeline, service);
} catch (Exception e) {
LOG.error(
String.format(
"Failed to deploy pipeline %s of type %s for service %s",
pipeline.getName(),
pipeline.getPipelineType().value(),
pipeline.getService().getName()),
e);
pipeline.setDeployed(false);
} finally {
LOG.debug("update the pipeline");
collectionDAO.ingestionPipelineDAO().update(pipeline);
pipelineStatuses.add(
Arrays.asList(
pipeline.getName(),
pipeline.getPipelineType().value(),
pipeline.getService().getName(),
pipeline.getDeployed().toString()));
}
}
private void parseConfig() throws Exception {
if (debug) {
Logger root = (Logger) LoggerFactory.getLogger(org.slf4j.Logger.ROOT_LOGGER_NAME);
root.setLevel(Level.DEBUG);
}
ObjectMapper objectMapper = Jackson.newObjectMapper();
Validator validator = Validators.newValidator();
YamlConfigurationFactory factory =
new YamlConfigurationFactory<>(
OpenMetadataApplicationConfig.class, validator, objectMapper, "dw");
config =
factory.build(
new SubstitutingSourceProvider(
new FileConfigurationSourceProvider(), new EnvironmentVariableSubstitutor(false)),
configFilePath);
Fernet.getInstance().setFernetKey(config);
DataSourceFactory dataSourceFactory = config.getDataSourceFactory();
if (dataSourceFactory == null) {
throw new IllegalArgumentException("No database in config file");
}
// Check for db auth providers.
DatabaseAuthenticationProviderFactory.get(dataSourceFactory.getUrl())
.ifPresent(
databaseAuthenticationProvider -> {
String token =
databaseAuthenticationProvider.authenticate(
dataSourceFactory.getUrl(),
dataSourceFactory.getUser(),
dataSourceFactory.getPassword());
dataSourceFactory.setPassword(token);
});
String jdbcUrl = dataSourceFactory.getUrl();
String user = dataSourceFactory.getUser();
String password = dataSourceFactory.getPassword();
assert user != null && password != null;
String flywayRootPath = config.getMigrationConfiguration().getFlywayPath();
String location =
"filesystem:"
+ flywayRootPath
+ File.separator
+ config.getDataSourceFactory().getDriverClass();
flyway =
Flyway.configure()
.encoding(StandardCharsets.UTF_8)
.table("DATABASE_CHANGE_LOG")
.sqlMigrationPrefix("v")
.validateOnMigrate(false)
.outOfOrder(false)
.baselineOnMigrate(true)
.baselineVersion(MigrationVersion.fromVersion("000"))
.cleanOnValidationError(false)
.locations(location)
.dataSource(jdbcUrl, user, password)
.cleanDisabled(false)
.load();
nativeSQLScriptRootPath = config.getMigrationConfiguration().getNativePath();
extensionSQLScriptRootPath = config.getMigrationConfiguration().getExtensionPath();
jdbi = Jdbi.create(dataSourceFactory.build(new NoopMetricRegistry(), "open-metadata-ops"));
jdbi.installPlugin(new SqlObjectPlugin());
jdbi.getConfig(SqlObjects.class)
.setSqlLocator(
new ConnectionAwareAnnotationSqlLocator(
config.getDataSourceFactory().getDriverClass()));
searchRepository = new SearchRepository(config.getElasticSearchConfiguration());
// Initialize secrets manager
secretsManager =
SecretsManagerFactory.createSecretsManager(
config.getSecretsManagerConfiguration(), config.getClusterName());
collectionDAO = jdbi.onDemand(CollectionDAO.class);
Entity.setSearchRepository(searchRepository);
Entity.setCollectionDAO(collectionDAO);
Entity.initializeRepositories(config, jdbi);
}
private void promptUserForDelete() {
LOG.info(
"""
You are about drop all the data in the database. ALL METADATA WILL BE DELETED.\s
This is not recommended for a Production setup or any deployment where you have collected\s
a lot of information from the users, such as descriptions, tags, etc.
""");
String input = "";
Scanner scanner = new Scanner(System.in);
while (!input.equals("DELETE")) {
LOG.info("Enter QUIT to quit. If you still want to continue, please enter DELETE: ");
input = scanner.next();
if (input.equals("QUIT")) {
LOG.info("Exiting without deleting data");
System.exit(1);
}
}
}
private void validateAndRunSystemDataMigrations(boolean force) {
ConnectionType connType = ConnectionType.from(config.getDataSourceFactory().getDriverClass());
DatasourceConfig.initialize(connType.label);
MigrationWorkflow workflow =
new MigrationWorkflow(
jdbi,
nativeSQLScriptRootPath,
connType,
extensionSQLScriptRootPath,
config.getPipelineServiceClientConfiguration(),
force);
workflow.loadMigrations();
workflow.printMigrationInfo();
workflow.runMigrationWorkflows();
}
public static void printToAsciiTable(
List columns, List> rows, String emptyText) {
LOG.info(new AsciiTable(columns, rows, true, "", emptyText).render());
}
private void printChangeLog() {
MigrationDAO migrationDAO = jdbi.onDemand(MigrationDAO.class);
List serverChangeLogs =
migrationDAO.listMetricsFromDBMigrations();
Set columns = new LinkedHashSet<>(Set.of("version", "installedOn"));
List> rows = new ArrayList<>();
try {
for (MigrationDAO.ServerChangeLog serverChangeLog : serverChangeLogs) {
List row = new ArrayList<>();
if (serverChangeLog.getMetrics() != null) {
JsonObject metricsJson =
new Gson().fromJson(serverChangeLog.getMetrics(), JsonObject.class);
Set keys = metricsJson.keySet();
columns.addAll(keys);
row.add(serverChangeLog.getVersion());
row.add(serverChangeLog.getInstalledOn());
row.addAll(
metricsJson.entrySet().stream()
.map(Map.Entry::getValue)
.map(JsonElement::toString)
.toList());
rows.add(row);
}
}
} catch (Exception e) {
LOG.warn("Failed to generate migration metrics due to", e);
}
printToAsciiTable(columns.stream().toList(), rows, "No Server Change log found");
}
public static void main(String... args) {
LOG.info(printOpenMetadataText());
int exitCode =
new CommandLine(new org.openmetadata.service.util.OpenMetadataOperations()).execute(args);
System.exit(exitCode);
}
}
