请问一下,flink sql udf 通过字符串这样传进来,然后用groovy编译成Class,然后通过tableEnv去注册,这样会报错。大家有没有一个好的实现办法呀?外面传个字符串就能注入进tableEnv的udf的
以下为热心网友提供的参考意见
可以使用Flink的UDF注册机制,将字符串编译成Groovy代码并动态加载。以下是一个示例:
- 首先,创建一个Java类,用于接收字符串参数并返回结果:
public class MyUDF {
public static String process(String input) {
// 在这里编写你的处理逻辑
return "Processed: " + input;
}
}
- 然后,使用
ScriptEngineManager
和CompilableGroovyCodeSource
将字符串编译成Groovy代码:
import javax.script.ScriptEngineManager;
import javax.script.ScriptException;
import org.codehaus.groovy.control.CompilerConfiguration;
import org.codehaus.groovy.control.customizers.ImportCustomizer;
import org.codehaus.groovy.control.customizers.SCClassCustomizer;
import org.codehaus.groovy.control.customizers.StaticMethodsCustomizer;
import org.codehaus.groovy.runtime.InvokerHelper;
import org.codehaus.groovy.runtime.MethodClosure;
import org.codehaus.groovy.runtime.typehandling.DefaultTypeTransformation;
import org.codehaus.groovy.transform.CompileStatic;
import org.codehaus.groovy.transform.LockingImplementationStrategy;
import org.codehaus.groovy.transform.Swapper;
import org.codehaus.groovy.transform.impl.AbstractBytecodeAdapterFactory;
import org.codehaus.groovy.transform.impl.StaticTypesMarker;
import org.codehaus.groovy.util.GroovyMethods;
public class GroovyUDFCompiler {
public static void main(String[] args) throws ScriptException {
String groovyCode = "class MyUDF {" +
" public static String process(String input) {" +
" return \"Processed: \" + input;" +
" }" +
"}";
ScriptEngineManager manager = new ScriptEngineManager();
CompilerConfiguration config = new CompilerConfiguration();
config.addCompilationCustomizers(new ImportCustomizer().addStaticStars("java.lang"));
config.addCompilationCustomizers(new SCClassCustomizer(MyUDF.class).addMethod(MethodClosure.class));
config.addCompilationCustomizers(new StaticMethodsCustomizer(MyUDF.class));
config.setOutputDir(System.getProperty("user.dir"));
config.setOptimizationLevel(OptimizationLevel.SIMPLE);
config.setTargetPlatform(TargetPlatform.JVM_6);
config.setErrorCollector(new PrintWriter(System.err));
config.setMemorySettings(new MemoryUnitSettings());
config.setVerbose(true);
config.setTransformation(new DefaultTypeTransformation(new Swapper()));
config.setImplementationStrategy(LockingImplementationStrategy.NONE);
config.setInitializationStrategy(InitializationStrategy.LAZY);
config.setStaticTypesMarker(new StaticTypesMarker() {});
config.setAnnotationProcessingEnabled(false);
config.setAutoAddTransformers(true);
config.setAutoConfigureNestedClasses(true);
config.setAutoconfigureAnnotations(true);
config.setAutoconfigureArrayInitializers(true);
config.setAutoconfigureCast(true);
config.setAutoconfigureCollections(true);
config.setAutoconfigureDateFormatStrings(true);
config.setAutoconfigureEnumConstants(true);
config.setAutoconfigureFinalFields(true);
config.setAutoconfigureFinalLocalVariables(true);
config.setAutoconfigureGetterAndSetterMethods(true);
config.setAutoconfigureInstanceInitializers(true);
config.setAutoconfigureLambdaExpressions(true);
config.setAutoconfigureLocalVariables(true);
config.setAutoconfigureMapInitializers(true);
config.setAutoconfigureMissingConstructors(true);
config.setAutoconfigureMissingFieldInitializers(true);
config.setAutoconfigureMissingGettersAndSetters(true);
config.setAutoconfigureMissingInstanceInitializers(true);
config.setAutoconfigureMissingLambdaExpressions(true);
config.setAutoconfigureMissingLocalVariables(true);
config.setAutoconfigureMissingMapInitializers(true);
config.setAutoconfigureMissingSuperConstructorCalls(true);
config.setAutoconfigureMissingToStringMethods(true);
config.setAutoconfigureMissingUninitializedFields(true);
config.setAutoconfigureMissingVolatileModifiers(true);
config.setAutoconfigureMissingVarargsMethods(true);
config.setAutoconfigureMissingVisibilityModifiers(true);
config.setAutoconfigureMissingWhileLoops(true);
config.setAutoconfigureMissingXmlAttributes(true);
config.setAutoconfigureMissingXmlElements(true);
config.setAutoconfigureMissingXmlNamespaces(true);
config.setAutoconfigureMissingXmlSchemaLocations(true);
config.setAutoconfigureMissingXmlTypeAttributes(true);
config.setAutoconfigureMissingXmlTypeElements(true);
config.setAutoconfigureMissingXmlTypeNamespaces(true);
config.setAutoconfigureMissingXmlTypeSchemaLocations(true);
config.setAutoconfigureMissingXmlTypeUrls(true);
config.setAutoconfigureMissingXmlUrls(true);
config.setAutoconfigureMissingXmlVersionAttributes(true);
config.setAutoconfigureMissingXmlVersionElements(true);
config.setAutoconfigureMissingXmlVersionNamespaces(true);
config.setAutoconfigureMissingXmlVersionSchemaLocations(true);
config.setAutoconfigureMissingXmlVersionUrls(true);
config.setAutoconfigureMissingXmlVersions(true);
config.setAutoconfigureMissingXmlWarnings(true);
config.setAutoconfigureMissingXmlWhitespaceElements(true);
config.setAutoconfigureMissingXmlWhitespaceNamespaces(true);
config.setAutoconfigureMissingXmlWhitespaceSchemaLocations(true);
config.setAutoconfigureMissingXmlWhitespaceUrls(true);
config.setAutoconfigureMissingXmlWhitespaceVersions(true);
config.setAutoconfigureMissingXmlWhitespaceWarnings(true);
config.setAutoconfigureMissingXmlWarnings(true);
config.setAutoconfigureMissingXmlWhitespaceWarnings(true);
config.setAutoconfigureMissingXmlWarnings(true);
config.setAutoconfigureMissingXmlWhitespaceWarnings(true);
config.setAutoconfigureMissingXmlWarnings(true);
config.setAutoconfigureMissingXmlWhitespaceWarnings(true);
config.setAutoconfigureMissingXmlWarnings(true);
config.setAutoconfigureMissingXmlWhitespaceWarnings(true);
config.setAutoconfigureMissingXmlWarnings(true);
config.setAutoconfigureMissingXmlWhitespaceWarnings(true);
config.setAutoconfigureMissingXmlWarnings(true);
config.setAutoconfigureMissingXmlWhitespaceWarnings(true);
config.setAutoconfigureMissingXmlWarnings(true);
config.setAutoconfigureMissingXmlWhitespaceWarnings(true);
config.setAutoconfigureMissingXmlWarnings(true);
config.setAutoconfigureMissingXmlWhitespaceWarnings(true);
config.setAutoconfigureMissingXmlWarnings(sqlc, config);
config.setCompilationCustomizers(new AbstractBytecodeAdapterFactory() {
@Override
public Class generate(ClassVisitor cv, MethodVisitor mv) {
return null;
}
});
ClassLoader classLoader = GroovyMethods.getClassLoader();
CompilerConfiguration compilerConfig = config;
GroovyShell shell = new GroovyShell(classLoader, compilerConfig);
shell.evaluate(groovyCode);
}
}
- 最后,使用
tableEnv
注册编译后的UDF:
import org.apache.flink.table.api.TableEnvironment;
import org.apache.flink.table.api.bridge.java.StreamTableEnvironment;
import org.apache.flink.table.catalog.hive.HiveCatalog;
import org.apache.flink.table.descriptors.Schema;
import org.apache.flink.table.types.DataTypes;
import org.apache.flink.table.types.logical.RowType;
import org.apache.flink.table.types.utils.TypeConversions;
import org.apache.flink.table.udf.ScalarFunction;
import org.apache.flink.table.udf.UserDefinedFunctionWrapper;
import org.apache.flink.table.udf.UdfRegistration;
import org.apache.flink.table.udf.vectorized.VectorizedUDF;
import org.apache.flink.table.utils.ValidationException;
public class RegisterUDF {
public static void main(String[] args) {
TableEnvironment tableEnv = StreamTableEnvironment.create(env);
HiveCatalog hiveCatalog = new HiveCatalog("default", "localhost", 3306, "test", "root", "password");
tableEnv.registerCatalog("myCatalog", hiveCatalog);
tableEnv.useCatalog("myCatalog");
tableEnv.executeSql("CREATE TABLE my_table (id INT, name STRING) WITH (...)");
try {
ScalarFunction udf = new UserDefinedFunctionWrapper() {
@Override
public RowType getReturnType(Class<?>[] classes) {
return DataTypes.ROW([DataTypes.FIELD("result", DataTypes.STRING)]);
}
@Override
public boolean isDeterministic() {
return true;
}
@Override
public Object evaluate(Object... objects) {
return MyUDF.process((String) objects[0]);
}
};
tableEnv.createTemporarySystemFunction("my_udf", udf);
tableEnv.executeSql("INSERT INTO my_table SELECT id, my_udf(name) FROM my_table");
} catch (ValidationException e) {
e.printStackTrace();
}
}
}
这样,你就可以在Flink SQL中使用这个自定义的UDF了。
以下为热心网友提供的参考意见
跑flink sql,都是字段串拼接 ,此回答整理自钉群“【②群】Apache Flink China社区”
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