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feat: Add Flink engine support for data quality checks
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...-config/src/main/java/io/datavines/engine/flink/config/BaseFlinkConfigurationBuilder.java
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You under the Apache License, Version 2.0 | ||
* (the "License"); you may not use this file except in compliance with | ||
* the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
package io.datavines.engine.flink.config; | ||
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import io.datavines.common.config.EnvConfig; | ||
import io.datavines.common.config.SinkConfig; | ||
import io.datavines.common.config.SourceConfig; | ||
import io.datavines.common.config.enums.SinkType; | ||
import io.datavines.common.config.enums.SourceType; | ||
import io.datavines.common.entity.ConnectorParameter; | ||
import io.datavines.common.entity.job.BaseJobParameter; | ||
import io.datavines.common.exception.DataVinesException; | ||
import io.datavines.common.utils.JSONUtils; | ||
import io.datavines.common.utils.StringUtils; | ||
import io.datavines.connector.api.ConnectorFactory; | ||
import io.datavines.engine.common.utils.ParserUtils; | ||
import io.datavines.engine.config.BaseJobConfigurationBuilder; | ||
import io.datavines.spi.PluginLoader; | ||
import lombok.extern.slf4j.Slf4j; | ||
import org.apache.commons.collections4.CollectionUtils; | ||
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import java.util.*; | ||
import java.util.stream.Collectors; | ||
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import static io.datavines.common.CommonConstants.*; | ||
import static io.datavines.common.ConfigConstants.*; | ||
import static io.datavines.common.ConfigConstants.TABLE; | ||
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/** | ||
* | ||
* | ||
* @author dataVines | ||
* @since 2021-07-01 | ||
*/ | ||
@Slf4j | ||
public abstract class BaseFlinkConfigurationBuilder extends BaseJobConfigurationBuilder { | ||
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@Override | ||
protected EnvConfig getEnvConfig() { | ||
EnvConfig envConfig = new EnvConfig(); | ||
envConfig.setEngine(jobExecutionInfo.getEngineType()); | ||
Map<String,Object> configMap = envConfig.getConfig(); | ||
if (configMap == null) { | ||
configMap = new HashMap<>(); | ||
} | ||
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ConnectorParameter connectorParameter = jobExecutionParameter.getConnectorParameter(); | ||
String srcConnectorType = ""; | ||
if (connectorParameter != null) { | ||
srcConnectorType = connectorParameter.getType(); | ||
} | ||
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ConnectorParameter connectorParameter2 = jobExecutionParameter.getConnectorParameter2(); | ||
String srcConnectorType2 = ""; | ||
if (connectorParameter2 != null) { | ||
srcConnectorType2 = connectorParameter2.getType(); | ||
} | ||
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envConfig.setConfig(configMap); | ||
return envConfig; | ||
} | ||
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@Override | ||
protected List<SourceConfig> getSourceConfigs() throws DataVinesException { | ||
List<SourceConfig> sourceConfigs = new ArrayList<>(); | ||
List<BaseJobParameter> metricJobParameterList = jobExecutionParameter.getMetricParameterList(); | ||
boolean isAddValidateResultDataSource = false; | ||
if (CollectionUtils.isNotEmpty(metricJobParameterList)) { | ||
Set<String> sourceConnectorSet = new HashSet<>(); | ||
Set<String> targetConnectorSet = new HashSet<>(); | ||
for (BaseJobParameter parameter : metricJobParameterList) { | ||
String metricUniqueKey = getMetricUniqueKey(parameter); | ||
Map<String, String> metricInputParameter = metric2InputParameter.get(metricUniqueKey); | ||
if (jobExecutionParameter.getConnectorParameter() != null) { | ||
ConnectorParameter connectorParameter = jobExecutionParameter.getConnectorParameter(); | ||
SourceConfig sourceConfig = new SourceConfig(); | ||
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Map<String, Object> connectorParameterMap = new HashMap<>(connectorParameter.getParameters()); | ||
connectorParameterMap.putAll(metricInputParameter); | ||
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if (connectorParameter.getParameters().get(SCHEMA) != null) { | ||
metricInputParameter.put(SCHEMA, (String)connectorParameter.getParameters().get(SCHEMA)); | ||
} | ||
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metricInputParameter.put(DATABASE_NAME, metricInputParameter.get(DATABASE)); | ||
metricInputParameter.put(TABLE_NAME, metricInputParameter.get(TABLE)); | ||
metricInputParameter.put(COLUMN_NAME, metricInputParameter.get(COLUMN)); | ||
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ConnectorFactory connectorFactory = PluginLoader | ||
.getPluginLoader(ConnectorFactory.class) | ||
.getNewPlugin(connectorParameter.getType()); | ||
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connectorParameterMap.put(TABLE, metricInputParameter.get(TABLE)); | ||
connectorParameterMap.put(DATABASE, metricInputParameter.get(DATABASE)); | ||
connectorParameterMap = connectorFactory.getConnectorParameterConverter().converter(connectorParameterMap); | ||
connectorParameterMap.put(PASSWORD, ParserUtils.encode((String)connectorParameterMap.get(PASSWORD))); | ||
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String outputTable = getOutputTable(metricInputParameter.get(DATABASE), metricInputParameter.get(SCHEMA), metricInputParameter.get(TABLE)); | ||
String tableAlias = getTableAlias(metricInputParameter.get(DATABASE), metricInputParameter.get(SCHEMA), metricInputParameter.get(TABLE), "1"); | ||
connectorParameterMap.put(OUTPUT_TABLE, outputTable); | ||
connectorParameterMap.put(DRIVER, connectorFactory.getDialect().getDriver()); | ||
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metricInputParameter.put(TABLE, outputTable); | ||
metricInputParameter.put(TABLE_ALIAS, tableAlias); | ||
metricInputParameter.put(COLUMN, metricInputParameter.get(COLUMN)); | ||
metricInputParameter.put(REGEX_KEY, "REGEXP(${column}, ${regex})"); | ||
metricInputParameter.put(NOT_REGEX_KEY, "NOT REGEXP(${column}, ${regex})"); | ||
metricInputParameter.put(STRING_TYPE, "STRING"); | ||
metricInputParameter.put(IF_FUNCTION_KEY, "IF"); | ||
metricInputParameter.put(LIMIT_TOP_50_KEY, " LIMIT 50"); | ||
metricInputParameter.put(LENGTH_KEY, "CHARACTER_LENGTH(${column})"); | ||
metricInputParameter.put(SRC_CONNECTOR_TYPE, connectorParameter.getType()); | ||
metricInputParameter.put(ENGINE_TYPE, jobExecutionInfo.getEngineType()); | ||
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String connectorUUID = connectorFactory.getConnectorParameterConverter().getConnectorUUID(connectorParameterMap); | ||
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if (sourceConnectorSet.contains(connectorUUID)) { | ||
continue; | ||
} | ||
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sourceConfig.setPlugin(connectorFactory.getCategory()); | ||
sourceConfig.setConfig(connectorParameterMap); | ||
sourceConfig.setType(SourceType.SOURCE.getDescription()); | ||
sourceConfigs.add(sourceConfig); | ||
sourceConnectorSet.add(connectorUUID); | ||
} | ||
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if (jobExecutionParameter.getConnectorParameter2() != null | ||
&& jobExecutionParameter.getConnectorParameter2().getParameters() != null) { | ||
ConnectorParameter connectorParameter2 = jobExecutionParameter.getConnectorParameter2(); | ||
SourceConfig sourceConfig = new SourceConfig(); | ||
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Map<String, Object> connectorParameterMap = new HashMap<>(connectorParameter2.getParameters()); | ||
connectorParameterMap.putAll(metricInputParameter); | ||
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if (connectorParameter2.getParameters().get(SCHEMA) != null) { | ||
metricInputParameter.put(SCHEMA2, (String)connectorParameter2.getParameters().get(SCHEMA)); | ||
} | ||
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ConnectorFactory connectorFactory = PluginLoader | ||
.getPluginLoader(ConnectorFactory.class) | ||
.getNewPlugin(connectorParameter2.getType()); | ||
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connectorParameterMap.put(TABLE, metricInputParameter.get(TABLE2)); | ||
connectorParameterMap.put(DATABASE, metricInputParameter.get(DATABASE2)); | ||
connectorParameterMap = connectorFactory.getConnectorParameterConverter().converter(connectorParameterMap); | ||
connectorParameterMap.put(PASSWORD, ParserUtils.encode((String)connectorParameterMap.get(PASSWORD))); | ||
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String outputTable = getOutputTable(metricInputParameter.get(DATABASE2), | ||
metricInputParameter.get(SCHEMA2), | ||
metricInputParameter.get(TABLE2)) + "_2"; | ||
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String tableAlias = getTableAlias(metricInputParameter.get(DATABASE2), | ||
metricInputParameter.get(SCHEMA2), | ||
metricInputParameter.get(TABLE2), "2"); | ||
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connectorParameterMap.put(OUTPUT_TABLE, outputTable); | ||
connectorParameterMap.put(DRIVER, connectorFactory.getDialect().getDriver()); | ||
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metricInputParameter.put(TABLE2, outputTable); | ||
metricInputParameter.put(TABLE2_ALIAS, tableAlias); | ||
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String connectorUUID = connectorFactory.getConnectorParameterConverter().getConnectorUUID(connectorParameterMap); | ||
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if (targetConnectorSet.contains(connectorUUID)) { | ||
continue; | ||
} | ||
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sourceConfig.setPlugin(connectorFactory.getCategory()); | ||
sourceConfig.setConfig(connectorParameterMap); | ||
sourceConfig.setType(SourceType.SOURCE.getDescription()); | ||
sourceConfigs.add(sourceConfig); | ||
targetConnectorSet.add(connectorUUID); | ||
} | ||
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metric2InputParameter.put(metricUniqueKey, metricInputParameter); | ||
} | ||
} | ||
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return sourceConfigs; | ||
} | ||
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protected String getOutputTable(String database, String schema, String table) { | ||
if (StringUtils.isNotEmpty(schema)) { | ||
return String.format("%s_%s_%s", database, schema, table); | ||
} | ||
return String.format("%s_%s", database, table); | ||
} | ||
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protected String getTableAlias(String database, String schema, String table, String order) { | ||
if (StringUtils.isNotEmpty(schema)) { | ||
return String.format("t%s_%s_%s_%s", order, database, schema, table); | ||
} | ||
return String.format("t%s_%s_%s", order, database, table); | ||
} | ||
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protected SinkConfig getErrorSinkConfig(Map<String, String> inputParameter) { | ||
if (FILE.equalsIgnoreCase(jobExecutionInfo.getErrorDataStorageType())) { | ||
SinkConfig sinkConfig = new SinkConfig(); | ||
Map<String, Object> configMap = new HashMap<>(); | ||
Map<String,String> errorDataParameterMap = JSONUtils.toMap(jobExecutionInfo.getErrorDataStorageParameter(),String.class, String.class); | ||
configMap.put(DATA_DIR, errorDataParameterMap.get(DATA_DIR)); | ||
configMap.put(FILE_NAME, inputParameter.get(ERROR_DATA_FILE_NAME)); | ||
configMap.put(COLUMN_SEPARATOR, errorDataParameterMap.get(COLUMN_SEPARATOR)); | ||
configMap.put(LINE_SEPARATOR, errorDataParameterMap.get(LINE_SEPARATOR)); | ||
sinkConfig.setConfig(configMap); | ||
sinkConfig.setType(SinkType.ERROR_DATA.getDescription()); | ||
sinkConfig.setPlugin(FILE); | ||
return sinkConfig; | ||
} | ||
return null; | ||
} | ||
} |
87 changes: 87 additions & 0 deletions
87
...engine-flink-config/src/main/java/io/datavines/engine/flink/config/FlinkEngineConfig.java
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@@ -0,0 +1,87 @@ | ||
/* | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You under the Apache License, Version 2.0 | ||
* (the "License"); you may not use this file except in compliance with | ||
* the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
package io.datavines.engine.flink.config; | ||
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import io.datavines.common.config.Config; | ||
import io.datavines.common.config.CheckResult; | ||
import io.datavines.engine.api.plugin.Plugin; | ||
import org.apache.flink.api.common.RuntimeExecutionMode; | ||
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import java.io.Serializable; | ||
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public class FlinkEngineConfig implements Plugin, Serializable { | ||
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private static final long serialVersionUID = 1L; | ||
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private static final String CHECKPOINT_INTERVAL = "flink.checkpoint.interval"; | ||
private static final String PARALLELISM = "flink.parallelism"; | ||
private static final String RESTART_ATTEMPTS = "flink.restart.attempts"; | ||
private static final String RESTART_DELAY = "flink.restart.delay"; | ||
private static final String STATE_BACKEND = "flink.state.backend"; | ||
private static final String CHECKPOINT_PATH = "flink.checkpoint.path"; | ||
private static final String EXECUTION_MODE = "flink.execution.mode"; | ||
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private Config config; | ||
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public FlinkEngineConfig() { | ||
this.config = new Config(); | ||
} | ||
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@Override | ||
public void setConfig(Config config) { | ||
this.config = config != null ? config : new Config(); | ||
} | ||
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@Override | ||
public Config getConfig() { | ||
return config; | ||
} | ||
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@Override | ||
public CheckResult checkConfig() { | ||
return new CheckResult(true, ""); | ||
} | ||
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public long getCheckpointInterval() { | ||
return config.getLong(CHECKPOINT_INTERVAL, 10000L); | ||
} | ||
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public int getParallelism() { | ||
return config.getInt(PARALLELISM, 1); | ||
} | ||
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public int getRestartAttempts() { | ||
return config.getInt(RESTART_ATTEMPTS, 3); | ||
} | ||
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public long getRestartDelay() { | ||
return config.getLong(RESTART_DELAY, 10000L); | ||
} | ||
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public String getStateBackend() { | ||
return config.getString(STATE_BACKEND, "memory"); | ||
} | ||
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public String getCheckpointPath() { | ||
return config.getString(CHECKPOINT_PATH, ""); | ||
} | ||
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public RuntimeExecutionMode getExecutionMode() { | ||
String mode = config.getString(EXECUTION_MODE, "STREAMING"); | ||
return RuntimeExecutionMode.valueOf(mode.toUpperCase()); | ||
} | ||
} |
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