在Apache Zeppelin系列教程第四篇——JDBCInterpreter原理分析
以JDBCInterpreter为例讲解了实际jdbc的执行过程。下面是一个整体的架构图，
其实就是web 向server 发送请求，然后调用zengine，再到interpreter，最后到实际的执行模块，比如上文中介绍的JDBCInterpreter
本篇文章重点分析下Interpreter模块，重点来看下测试类
zeppelin-interpreter/src/test/java/org/apache/zeppelin/interpreter/remote/RemoteInterpreterServerTest.java
@Test
public void testInterpreter2() throws Exception {
final RemoteInterpreterServer server = new RemoteInterpreterServer("localhost",
RemoteInterpreterUtils.findRandomAvailablePortOnAllLocalInterfaces(), ":", "groupId", true);
server.init(new HashMap<>());
server.intpEventClient = mock(RemoteInterpreterEventClient.class);
Map<String, String> intpProperties = new HashMap<>();
intpProperties.put("property_1", "value_1");
intpProperties.put("zeppelin.interpreter.localRepo", "/tmp");
// create Test1Interpreter in session_1
server.createInterpreter("group_1", "session_1", Test1Interpreter.class.getName(),
intpProperties, "user_1");
Test1Interpreter interpreter1 = (Test1Interpreter)
((LazyOpenInterpreter) server.getInterpreterGroup().get("session_1").get(0))
.getInnerInterpreter();
assertEquals(1, server.getInterpreterGroup().getSessionNum());
assertEquals(1, server.getInterpreterGroup().get("session_1").size());
assertEquals(2, interpreter1.getProperties().size());
assertEquals("value_1", interpreter1.getProperty("property_1"));
// create Test2Interpreter in session_1
server.createInterpreter("group_1", "session_1", Test2Interpreter.class.getName(),
intpProperties, "user_1");
assertEquals(2, server.getInterpreterGroup().get("session_1").size());
final RemoteInterpreterContext intpContext = new RemoteInterpreterContext();
intpContext.setNoteId("note_1");
intpContext.setParagraphId("paragraph_1");
intpContext.setGui("{}");
intpContext.setNoteGui("{}");
intpContext.setLocalProperties(new HashMap<>());
// single output of SUCCESS
RemoteInterpreterResult result = server.interpret("session_1", Test2Interpreter.class.getName(),
"COMBO_OUTPUT_SUCCESS", intpContext);
System.out.println(new Gson().toJson(result));
//List<InterpreterResultMessage> resultMessages = intpContext.out.toInterpreterResultMessage();
//System.out.println(new Gson().toJson(resultMessages));
/*assertEquals("SUCCESS", result.code);
assertEquals(2, result.getMsg().size());
assertEquals("INTERPRETER_OUT", result.getMsg().get(0).getData());
assertEquals("SINGLE_OUTPUT_SUCCESS", result.getMsg().get(1).getData());*/
}这边简单修改了这个测试类的代码
createInterpreter 是采用反射的方式构建进行实例化Interpreter，核心代码如下：
Class<Interpreter> replClass = (Class<Interpreter>) Object.class.forName(className);
Properties p = new Properties();
p.putAll(properties);
setSystemProperty(p);
Constructor<Interpreter> constructor =
replClass.getConstructor(new Class[]{Properties.class});
Interpreter interpreter = constructor.newInstance(p);
interpreter.setClassloaderUrls(new URL[]{});
interpreter.setInterpreterGroup(interpreterGroup);
interpreter.setUserName(userName);
interpreterGroup.addInterpreterToSession(new LazyOpenInterpreter(interpreter), sessionId);interpreter 方法，就是实际执行具体的interpreter了，通过放入队列然后去执行job，最终实际执行代码InterpretJob 里面的jobRun()方法
public InterpreterResult jobRun() throws Throwable {
ClassLoader currentThreadContextClassloader = Thread.currentThread().getContextClassLoader();
try {
InterpreterContext.set(context);
// clear the result of last run in frontend before running this paragraph.
context.out.clear();
InterpreterResult result = null;
// Open the interpreter instance prior to calling interpret().
// This is necessary because the earliest we can register a hook
// is from within the open() method.
LazyOpenInterpreter lazy = (LazyOpenInterpreter) interpreter;
if (!lazy.isOpen()) {
lazy.open();
result = lazy.executePrecode(context);
}
if (result == null || result.code() == Code.SUCCESS) {
// Add hooks to script from registry.
// note scope first, followed by global scope.
// Here's the code after hooking:
// global_pre_hook
// note_pre_hook
// script
// note_post_hook
// global_post_hook
processInterpreterHooks(context.getNoteId());
processInterpreterHooks(null);
LOGGER.debug("Script after hooks: {}", script);
result = interpreter.interpret(script, context);
}
// data from context.out is prepended to InterpreterResult if both defined
context.out.flush();
List<InterpreterResultMessage> resultMessages = context.out.toInterpreterResultMessage();
for (InterpreterResultMessage resultMessage : result.message()) {
// only add non-empty InterpreterResultMessage
if (!StringUtils.isBlank(resultMessage.getData())) {
resultMessages.add(resultMessage);
}
}
List<String> stringResult = new ArrayList<>();
for (InterpreterResultMessage msg : resultMessages) {
if (msg.getType() == InterpreterResult.Type.IMG) {
LOGGER.debug("InterpreterResultMessage: IMAGE_DATA");
} else {
LOGGER.debug("InterpreterResultMessage: {}", msg);
}
stringResult.add(msg.getData());
}
// put result into resource pool
if (context.getLocalProperties().containsKey("saveAs")) {
if (stringResult.size() == 1) {
LOGGER.info("Saving result into ResourcePool as single string: " +
context.getLocalProperties().get("saveAs"));
context.getResourcePool().put(
context.getLocalProperties().get("saveAs"), stringResult.get(0));
} else {
LOGGER.info("Saving result into ResourcePool as string list: " +
context.getLocalProperties().get("saveAs"));
context.getResourcePool().put(
context.getLocalProperties().get("saveAs"), stringResult);
}
}
return new InterpreterResult(result.code(), resultMessages);
} catch (Throwable e) {
return new InterpreterResult(Code.ERROR, ExceptionUtils.getStackTrace(e));
} finally {
Thread.currentThread().setContextClassLoader(currentThreadContextClassloader);
InterpreterContext.remove();
}
}至此这个代码已经和上一篇文章的jdbc Interpreter代码呼应了，也就是Interpreter 执行具体的jdbc Interpreter 的过程
RemoteInterpreterServer里面的main 方法启动线程实际在run方法 里面启动thrift server 端服务
public static void main(String[] args) throws Exception {
String zeppelinServerHost = null;
int port = Constants.ZEPPELIN_INTERPRETER_DEFAUlT_PORT;
String portRange = ":";
String interpreterGroupId = null;
if (args.length > 0) {
zeppelinServerHost = args[0];
port = Integer.parseInt(args[1]);
interpreterGroupId = args[2];
if (args.length > 3) {
portRange = args[3];
}
}
RemoteInterpreterServer remoteInterpreterServer =
new RemoteInterpreterServer(zeppelinServerHost, port, interpreterGroupId, portRange);
remoteInterpreterServer.start();
/*
* Registration of a ShutdownHook in case of an unpredictable system call
* Examples: STRG+C, SIGTERM via kill
*/
shutdownThread = remoteInterpreterServer.new ShutdownThread(ShutdownThread.CAUSE_SHUTDOWN_HOOK);
Runtime.getRuntime().addShutdownHook(shutdownThread);
remoteInterpreterServer.join();
LOGGER.info("RemoteInterpreterServer thread is finished");
/* TODO(pdallig): Remove System.exit(0) if the thrift server can be shut down successfully.
* https://github.com/apache/thrift/commit/9cb1c794cd39cfb276771f8e52f0306eb8d462fd
* should be part of the next release and solve the problem.
* We may have other threads that are not terminated successfully.
*/
if (remoteInterpreterServer.isForceShutdown) {
LOGGER.info("Force shutting down");
System.exit(0);
}
} @Override
public void run() {
RemoteInterpreterService.Processor<RemoteInterpreterServer> processor =
new RemoteInterpreterService.Processor<>(this);
try (TServerSocket tSocket = new TServerSocket(port)){
server = new TThreadPoolServer(
new TThreadPoolServer.Args(tSocket)
.stopTimeoutVal(DEFAULT_SHUTDOWN_TIMEOUT)
.stopTimeoutUnit(TimeUnit.MILLISECONDS)
.processor(processor));
if (null != intpEventServerHost && !isTest) {
Thread registerThread = new Thread(new RegisterRunnable());
registerThread.setName("RegisterThread");
registerThread.start();
}
LOGGER.info("Launching ThriftServer at {}:{}", this.host, this.port);
server.serve();
} catch (TTransportException e) {
LOGGER.error("Failure in TTransport", e);
}
LOGGER.info("RemoteInterpreterServer-Thread finished");
}参考：
mock 使用：https://zhuanlan.zhihu.com/p/51673406