（四）elasticsearch 源码之索引流程分析_elasticsearch索引应用mappings源码分析

https://www.cnblogs.com/darcy-yuan/p/17024341.html

1.概览

前面我们讨论了es是如何启动，本文研究下es是如何索引文档的。

下面是启动流程图，我们按照流程图的顺序依次描述。

 

其中主要类的关系如下:

2. 索引流程 (primary)

我们用postman发送请求，创建一个文档

我们发送的是http请求，es也有一套http请求处理逻辑，和spring的mvc类似

// org.elasticsearch.rest.RestController
 
private void dispatchRequest(RestRequest request, RestChannel channel, RestHandler handler) throws Exception {
        final int contentLength = request.content().length();
        if (contentLength > 0) {
            final XContentType xContentType = request.getXContentType(); // 校验content-type
            if (xContentType == null) {
                sendContentTypeErrorMessage(request.getAllHeaderValues("Content-Type"), channel);
                return;
            }
            if (handler.supportsContentStream() && xContentType != XContentType.JSON && xContentType != XContentType.SMILE) {
                channel.sendResponse(BytesRestResponse.createSimpleErrorResponse(channel, RestStatus.NOT_ACCEPTABLE,
                    "Content-Type [" + xContentType + "] does not support stream parsing. Use JSON or SMILE instead"));
                return;
            }
        }
        RestChannel responseChannel = channel;
        try {
            if (handler.canTripCircuitBreaker()) {
                inFlightRequestsBreaker(circuitBreakerService).addEstimateBytesAndMaybeBreak(contentLength, "<http_request>");
            } else {
                inFlightRequestsBreaker(circuitBreakerService).addWithoutBreaking(contentLength);
            }
            // iff we could reserve bytes for the request we need to send the response also over this channel
            responseChannel = new ResourceHandlingHttpChannel(channel, circuitBreakerService, contentLength);
            handler.handleRequest(request, responseChannel, client);
        } catch (Exception e) {
            responseChannel.sendResponse(new BytesRestResponse(responseChannel, e));
        }
    }

// org.elasticsearch.rest.BaseRestHandler 
 
    @Override
    public final void handleRequest(RestRequest request, RestChannel channel, NodeClient client) throws Exception {
        // prepare the request for execution; has the side effect of touching the request parameters
        final RestChannelConsumer action = prepareRequest(request, client);
 
        // validate unconsumed params, but we must exclude params used to format the response
        // use a sorted set so the unconsumed parameters appear in a reliable sorted order
        final SortedSet<String> unconsumedParams =
            request.unconsumedParams().stream().filter(p -> !responseParams().contains(p)).collect(Collectors.toCollection(TreeSet::new));
 
        // validate the non-response params
        if (!unconsumedParams.isEmpty()) {
            final Set<String> candidateParams = new HashSet<>();
            candidateParams.addAll(request.consumedParams());
            candidateParams.addAll(responseParams());
            throw new IllegalArgumentException(unrecognized(request, unconsumedParams, candidateParams, "parameter"));
        }
 
        if (request.hasContent() && request.isContentConsumed() == false) {
            throw new IllegalArgumentException("request [" + request.method() + " " + request.path() + "] does not support having a body");
        }
 
        usageCount.increment();
        // execute the action
        action.accept(channel); // 执行action
    }

// org.elasticsearch.rest.action.document.RestIndexAction
 
    public RestChannelConsumer prepareRequest(final RestRequest request, final NodeClient client) throws IOException {
        IndexRequest indexRequest;
        final String type = request.param("type");
         if (type != null && type.equals(MapperService.SINGLE_MAPPING_NAME) == false) {
            deprecationLogger.deprecatedAndMaybeLog("index_with_types", TYPES_DEPRECATION_MESSAGE); // type 已经废弃
            indexRequest = new IndexRequest(request.param("index"), type, request.param("id"));
        } else {
            indexRequest = new IndexRequest(request.param("index"));
            indexRequest.id(request.param("id"));
        }
        indexRequest.routing(request.param("routing"));
        indexRequest.setPipeline(request.param("pipeline"));
        indexRequest.source(request.requiredContent(), request.getXContentType());
        indexRequest.timeout(request.paramAsTime("timeout", IndexRequest.DEFAULT_TIMEOUT));
        indexRequest.setRefreshPolicy(request.param("refresh"));
        indexRequest.version(RestActions.parseVersion(request));
        indexRequest.versionType(VersionType.fromString(request.param("version_type"), indexRequest.versionType()));
        indexRequest.setIfSeqNo(request.paramAsLong("if_seq_no", indexRequest.ifSeqNo()));
        indexRequest.setIfPrimaryTerm(request.paramAsLong("if_primary_term", indexRequest.ifPrimaryTerm()));
        String sOpType = request.param("op_type");
        String waitForActiveShards = request.param("wait_for_active_shards");
        if (waitForActiveShards != null) {
            indexRequest.waitForActiveShards(ActiveShardCount.parseString(waitForActiveShards));
        }
        if (sOpType != null) {
            indexRequest.opType(sOpType);
        }
 
        return channel ->
                client.index(indexRequest, new RestStatusToXContentListener<>(channel, r -> r.getLocation(indexRequest.routing()))); // 执行index操作的consumer
    }

然后我们来看index操作具体是怎么处理的，主要由TransportAction管理

// org.elasticsearch.action.support.TransportAction
 
public final Task execute(Request request, ActionListener<Response> listener) {
        /*
         * While this version of execute could delegate to the TaskListener
         * version of execute that'd add yet another layer of wrapping on the
         * listener and prevent us from using the listener bare if there isn't a
         * task. That just seems like too many objects. Thus the two versions of
         * this method.
         */
        Task task = taskManager.register("transport", actionName, request); // 注册任务管理器，call -> task
        execute(task, request, new ActionListener<Response>() { // ActionListener 封装
            @Override
            public void onResponse(Response response) {
                try {
                    taskManager.unregister(task);
                } finally {
                    listener.onResponse(response);
                }
            }
 
            @Override
            public void onFailure(Exception e) {
                try {
                    taskManager.unregister(task);
                } finally {
                    listener.onFailure(e);
                }
            }
        });
        return task;
    }
...
    public final void execute(Task task, Request request, ActionListener<Response> listener) {
        ActionRequestValidationException validationException = request.validate();
            if (validationException != null) {
            listener.onFailure(validationException);
            return;
        }
 
         if (task != null && request.getShouldStoreResult()) {
            listener = new TaskResultStoringActionListener<>(taskManager, task, listener);
        }
 
        RequestFilterChain<Request, Response> requestFilterChain = new RequestFilterChain<>(this, logger); // 链式处理
        requestFilterChain.proceed(task, actionName, request, listener);
    }
...
    public void proceed(Task task, String actionName, Request request, ActionListener<Response> listener) {
              int i = index.getAndIncrement();
            try {
                 if (i < this.action.filters.length) {
                    this.action.filters[i].apply(task, actionName, request, listener, this); // 先处理过滤器
                   } else if (i == this.action.filters.length) {
                      this.action.doExecute(task, request, listener); // 执行action操作
                } else {
                    listener.onFailure(new IllegalStateException("proceed was called too many times"));
                }
            } catch(Exception e) {
                logger.trace("Error during transport action execution.", e);
                listener.onFailure(e);
            }
        }

实际上是TransportBulkAction执行具体操作

// org.elasticsearch.action.bulk.TransportBulkAction
 
protected void doExecute(Task task, BulkRequest bulkRequest, ActionListener<BulkResponse> listener) {
        final long startTime = relativeTime();
        final AtomicArray<BulkItemResponse> responses = new AtomicArray<>(bulkRequest.requests.size());
 
        boolean hasIndexRequestsWithPipelines = false;
        final MetaData metaData = clusterService.state().getMetaData();
        ImmutableOpenMap<String, IndexMetaData> indicesMetaData = metaData.indices();
        for (DocWriteRequest<?> actionRequest : bulkRequest.requests) {
            IndexRequest indexRequest = getIndexWriteRequest(actionRequest);
            if (indexRequest != null) {
                // get pipeline from request
                String pipeline = indexRequest.getPipeline();
                if (pipeline == null) { // 不是管道
                    // start to look for default pipeline via settings found in the index meta data
                    IndexMetaData indexMetaData = indicesMetaData.get(actionRequest.index());
                    // check the alias for the index request (this is how normal index requests are modeled)
                    if (indexMetaData == null && indexRequest.index() != null) {
                        AliasOrIndex indexOrAlias = metaData.getAliasAndIndexLookup().get(indexRequest.index()); // 使用别名
                        if (indexOrAlias != null && indexOrAlias.isAlias()) {
                            AliasOrIndex.Alias alias = (AliasOrIndex.Alias) indexOrAlias;
                            indexMetaData = alias.getWriteIndex();
                        }
                    }
                    // check the alias for the action request (this is how upserts are modeled)
                     if (indexMetaData == null && actionRequest.index() != null) {
                        AliasOrIndex indexOrAlias = metaData.getAliasAndIndexLookup().get(actionRequest.index());
                        if (indexOrAlias != null && indexOrAlias.isAlias()) {
                            AliasOrIndex.Alias alias = (AliasOrIndex.Alias) indexOrAlias;
                            indexMetaData = alias.getWriteIndex();
                        }
                    }
                    if (indexMetaData != null) {
                        // Find the default pipeline if one is defined from and existing index.
                        String defaultPipeline = IndexSettings.DEFAULT_PIPELINE.get(indexMetaData.getSettings());
                        indexRequest.setPipeline(defaultPipeline);
                        if (IngestService.NOOP_PIPELINE_NAME.equals(defaultPipeline) == false) {
                            hasIndexRequestsWithPipelines = true;
                        }
                    } else if (indexRequest.index() != null) {
                        // No index exists yet (and is valid request), so matching index templates to look for a default pipeline
                        List<IndexTemplateMetaData> templates = MetaDataIndexTemplateService.findTemplates(metaData, indexRequest.index());
                        assert (templates != null);
                        String defaultPipeline = IngestService.NOOP_PIPELINE_NAME;
                        // order of templates are highest order first, break if we find a default_pipeline
                        for (IndexTemplateMetaData template : templates) {
                            final Settings settings = template.settings();
                            if (IndexSettings.DEFAULT_PIPELINE.exists(settings)) {
                                defaultPipeline = IndexSettings.DEFAULT_PIPELINE.get(settings);
                                break;
                            }
                        }
                        indexRequest.setPipeline(defaultPipeline);
                        if (IngestService.NOOP_PIPELINE_NAME.equals(defaultPipeline) == false) {
                            hasIndexRequestsWithPipelines = true;
                        }
                    }
                } else if (IngestService.NOOP_PIPELINE_NAME.equals(pipeline) == false) {
                    hasIndexRequestsWithPipelines = true;
                }
            }
        }
 
        if (hasIndexRequestsWithPipelines) {
            // this method (doExecute) will be called again, but with the bulk requests updated from the ingest node processing but
            // also with IngestService.NOOP_PIPELINE_NAME on each request. This ensures that this on the second time through this method,
            // this path is never taken.
            try {
                if (clusterService.localNode().isIngestNode()) {
                    processBulkIndexIngestRequest(task, bulkRequest, listener);
                } else {
                    ingestForwarder.forwardIngestRequest(BulkAction.INSTANCE, bulkRequest, listener);
                }
            } catch (Exception e) {
                listener.onFailure(e);
            }
            return;
        }
 
        if (needToCheck()) { // 根据批量请求自动创建索引，方便后续写入数据
            // Attempt to create all the indices that we're going to need during the bulk before we start.
            // Step 1: collect all the indices in the request
              final Set<String> indices = bulkRequest.requests.stream()
                    // delete requests should not attempt to create the index (if the index does not
                    // exists), unless an external versioning is used
                .filter(request -> request.opType() != DocWriteRequest.OpType.DELETE
                        || request.versionType() == VersionType.EXTERNAL
                        || request.versionType() == VersionType.EXTERNAL_GTE)
                .map(DocWriteRequest::index)
                .collect(Collectors.toSet());
            /* Step 2: filter that to indices that don't exist and we can create. At the same time build a map of indices we can't create
             * that we'll use when we try to run the requests. */
            final Map<String, IndexNotFoundException> indicesThatCannotBeCreated = new HashMap<>();
            Set<String> autoCreateIndices = new HashSet<>();
            ClusterState state = clusterService.state();
            for (String index : indices) {
                boolean shouldAutoCreate;
                try {
                    shouldAutoCreate = shouldAutoCreate(index, state);
                } catch (IndexNotFoundException e) {
                    shouldAutoCreate = false;
                    indicesThatCannotBeCreated.put(index, e);
                }
                if (shouldAutoCreate) {
                    autoCreateIndices.add(index);
                }
            }
            // Step 3: create all the indices that are missing, if there are any missing. start the bulk after all the creates come back.
            if (autoCreateIndices.isEmpty()) {
                executeBulk(task, bulkRequest, startTime, listener, responses, indicesThatCannotBeCreated); // 索引
            } else {
                final AtomicInteger counter = new AtomicInteger(autoCreateIndices.size());
                for (String index : autoCreateIndices) {
                    createIndex(index, bulkRequest.timeout(), new ActionListener<CreateIndexResponse>() {
                        @Override
                        public void onResponse(CreateIndexResponse result) {
                            if (counter.decrementAndGet() == 0) {
                                threadPool.executor(ThreadPool.Names.WRITE).execute(
                                    () -> executeBulk(task, bulkRequest, startTime, listener, responses, indicesThatCannotBeCreated));
                            }
                        }
 
                        @Override
                        public void onFailure(Exception e) {
                            if (!(ExceptionsHelper.unwrapCause(e) instanceof ResourceAlreadyExistsException)) {
                                // fail all requests involving this index, if create didn't work
                                for (int i = 0; i < bulkRequest.requests.size(); i++) {
                                    DocWriteRequest<?> request = bulkRequest.requests.get(i);
                                    if (request != null && setResponseFailureIfIndexMatches(responses, i, request, index, e)) {
                                        bulkRequest.requests.set(i, null);
                                    }
                                }
                            }
                            if (counter.decrementAndGet() == 0) {
                                executeBulk(task, bulkRequest, startTime, ActionListener.wrap(listener::onResponse, inner -> {
                                    inner.addSuppressed(e);
                                    listener.onFailure(inner);
                                }), responses, indicesThatCannotBeCreated);
                            }
                        }
                    });
                }
            }
        } else {
            executeBulk(task, bulkRequest, startTime, listener, responses, emptyMap());
        }
    }

接下来， BulkOperation将 BulkRequest 转换成 BulkShardRequest，也就是具体在哪个分片上执行操作

// org.elasticsearch.action.bulk.TransportBulkAction
 
protected void doRun() {
            final ClusterState clusterState = observer.setAndGetObservedState();
            if (handleBlockExceptions(clusterState)) {
                return;
            }
            final ConcreteIndices concreteIndices = new ConcreteIndices(clusterState, indexNameExpressionResolver);
            MetaData metaData = clusterState.metaData();
            for (int i = 0; i < bulkRequest.requests.size(); i++) {
                DocWriteRequest<?> docWriteRequest = bulkRequest.requests.get(i);
                //the request can only be null because we set it to null in the previous step, so it gets ignored
                if (docWriteRequest == null) {
                    continue;
                }
                if (addFailureIfIndexIsUnavailable(docWriteRequest, i, concreteIndices, metaData)) {
                    continue;
                }
                Index concreteIndex = concreteIndices.resolveIfAbsent(docWriteRequest); // 解析索引
                try {
                    switch (docWriteRequest.opType()) {
                        case CREATE:
                        case INDEX:
                            IndexRequest indexRequest = (IndexRequest) docWriteRequest;
                            final IndexMetaData indexMetaData = metaData.index(concreteIndex);
                            MappingMetaData mappingMd = indexMetaData.mappingOrDefault();
                            Version indexCreated = indexMetaData.getCreationVersion();
                            indexRequest.resolveRouting(metaData);
                            indexRequest.process(indexCreated, mappingMd, concreteIndex.getName()); // 校验indexRequest，自动生成id
                            break;
                        case UPDATE:
                            TransportUpdateAction.resolveAndValidateRouting(metaData, concreteIndex.getName(),
                                (UpdateRequest) docWriteRequest);
                            break;
                        case DELETE:
                            docWriteRequest.routing(metaData.resolveWriteIndexRouting(docWriteRequest.routing(), docWriteRequest.index()));
                            // check if routing is required, if so, throw error if routing wasn't specified
                            if (docWriteRequest.routing() == null && metaData.routingRequired(concreteIndex.getName())) {
                                throw new RoutingMissingException(concreteIndex.getName(), docWriteRequest.type(), docWriteRequest.id());
                            }
                            break;
                        default: throw new AssertionError("request type not supported: [" + docWriteRequest.opType() + "]");
                    }
                } catch (ElasticsearchParseException | IllegalArgumentException | RoutingMissingException e) {
                    BulkItemResponse.Failure failure = new BulkItemResponse.Failure(concreteIndex.getName(), docWriteRequest.type(),
                        docWriteRequest.id(), e);
                    BulkItemResponse bulkItemResponse = new BulkItemResponse(i, docWriteRequest.opType(), failure);
                    responses.set(i, bulkItemResponse);
                    // make sure the request gets never processed again
                    bulkRequest.requests.set(i, null);
                }
            }
 
            // first, go over all the requests and create a ShardId -> Operations mapping
            Map<ShardId, List<BulkItemRequest>> requestsByShard = new HashMap<>();
            for (int i = 0; i < bulkRequest.requests.size(); i++) {
                DocWriteRequest<?> request = bulkRequest.requests.get(i);
                if (request == null) {
                    continue;
                }
                String concreteIndex = concreteIndices.getConcreteIndex(request.index()).getName();
                ShardId shardId = clusterService.operationRouting().indexShards(clusterState, concreteIndex, request.id(),
                    request.routing()).shardId(); // 根据文档id路由确定分片
                List<BulkItemRequest> shardRequests = requestsByShard.computeIfAbsent(shardId, shard -> new ArrayList<>());
                shardRequests.add(new BulkItemRequest(i, request));
            }
 
            if (requestsByShard.isEmpty()) {
                listener.onResponse(new BulkResponse(responses.toArray(new BulkItemResponse[responses.length()]),
                    buildTookInMillis(startTimeNanos)));
                return;
            }
 
            final AtomicInteger counter = new AtomicInteger(requestsByShard.size());
            String nodeId = clusterService.localNode().getId();
            for (Map.Entry<ShardId, List<BulkItemRequest>> entry : requestsByShard.entrySet()) {
                final ShardId shardId = entry.getKey();
                final List<BulkItemRequest> requests = entry.getValue();
                BulkShardRequest bulkShardRequest = new BulkShardRequest(shardId, bulkRequest.getRefreshPolicy(), // 构建BulkShardRequest
                        requests.toArray(new BulkItemRequest[requests.size()]));
                bulkShardRequest.waitForActiveShards(bulkRequest.waitForActiveShards());
                bulkShardRequest.timeout(bulkRequest.timeout());
                if (task != null) {
                    bulkShardRequest.setParentTask(nodeId, task.getId());
                }
                shardBulkAction.execute(bulkShardRequest, new ActionListener<BulkShardResponse>() {
                    @Override
                    public void onResponse(BulkShardResponse bulkShardResponse) {
                        for (BulkItemResponse bulkItemResponse : bulkShardResponse.getResponses()) {
                            // we may have no response if item failed
                            if (bulkItemResponse.getResponse() != null) {
                                bulkItemResponse.getResponse().setShardInfo(bulkShardResponse.getShardInfo());
                            }
                            responses.set(bulkItemResponse.getItemId(), bulkItemResponse);
                        }
                        if (counter.decrementAndGet() == 0) {
                            finishHim();
                        }
                    }
 
                    @Override
                    public void onFailure(Exception e) {
                        // create failures for all relevant requests
                        for (BulkItemRequest request : requests) {
                            final String indexName = concreteIndices.getConcreteIndex(request.index()).getName();
                            DocWriteRequest<?> docWriteRequest = request.request();
                            responses.set(request.id(), new BulkItemResponse(request.id(), docWriteRequest.opType(),
                                    new BulkItemResponse.Failure(indexName, docWriteRequest.type(), docWriteRequest.id(), e)));
                        }
                        if (counter.decrementAndGet() == 0) {
                            finishHim();
                        }
                    }
 
                    private void finishHim() {
                        listener.onResponse(new BulkResponse(responses.toArray(new BulkItemResponse[responses.length()]),
                            buildTookInMillis(startTimeNanos)));
                    }
                });
            }
        }

看下id路由逻辑

// org.elasticsearch.cluster.routing.OperationRouting
 
    public static int generateShardId(IndexMetaData indexMetaData, @Nullable String id, @Nullable String routing) {
        final String effectiveRouting;
        final int partitionOffset;
 
        if (routing == null) {
            assert(indexMetaData.isRoutingPartitionedIndex() == false) : "A routing value is required for gets from a partitioned index";
            effectiveRouting = id;
        } else {
            effectiveRouting = routing;
        }
 
        if (indexMetaData.isRoutingPartitionedIndex()) {
            partitionOffset = Math.floorMod(Murmur3HashFunction.hash(id), indexMetaData.getRoutingPartitionSize());
        } else {
            // we would have still got 0 above but this check just saves us an unnecessary hash calculation
            partitionOffset = 0;
        }
 
        return calculateScaledShardId(indexMetaData, effectiveRouting, partitionOffset);
    }
 
    private static int calculateScaledShardId(IndexMetaData indexMetaData, String effectiveRouting, int partitionOffset) {
        final int hash = Murmur3HashFunction.hash(effectiveRouting) + partitionOffset; // hash
 
        // we don't use IMD#getNumberOfShards since the index might have been shrunk such that we need to use the size
        // of original index to hash documents
        return Math.floorMod(hash, indexMetaData.getRoutingNumShards()) / indexMetaData.getRoutingFactor();
    }

然后看看此分片是在当前节点，还是远程节点上，现在进入routing阶段。（笔者这里只启动了一个节点，我们就看下本地节点的逻辑）

// org.elasticsearch.action.support.replication.TransportReplicationAction
 
protected void doRun() {
            setPhase(task, "routing");
            final ClusterState state = observer.setAndGetObservedState();
            final String concreteIndex = concreteIndex(state, request);
            final ClusterBlockException blockException = blockExceptions(state, concreteIndex);
            if (blockException != null) {
                if (blockException.retryable()) {
                    logger.trace("cluster is blocked, scheduling a retry", blockException);
                    retry(blockException);
                } else {
                    finishAsFailed(blockException);
                }
            } else {
                // request does not have a shardId yet, we need to pass the concrete index to resolve shardId
                final IndexMetaData indexMetaData = state.metaData().index(concreteIndex);
                if (indexMetaData == null) {
                    retry(new IndexNotFoundException(concreteIndex));
                    return;
                }
                if (indexMetaData.getState() == IndexMetaData.State.CLOSE) {
                    throw new IndexClosedException(indexMetaData.getIndex());
                }
 
                // resolve all derived request fields, so we can route and apply it
                resolveRequest(indexMetaData, request);
                assert request.waitForActiveShards() != ActiveShardCount.DEFAULT :
                    "request waitForActiveShards must be set in resolveRequest";
 
                final ShardRouting primary = primary(state);
                if (retryIfUnavailable(state, primary)) {
                    return;
                }
                final DiscoveryNode node = state.nodes().get(primary.currentNodeId());
                if (primary.currentNodeId().equals(state.nodes().getLocalNodeId())) { // 根据路由确定primary在哪个node上，然后和当前node做比较
                    performLocalAction(state, primary, node, indexMetaData);
                } else {
                    performRemoteAction(state, primary, node);
                }
            }
        }

既然是当前节点，那就是发送内部请求

// org.elasticsearch.transport.TransportService
 
private <T extends TransportResponse> void sendRequestInternal(final Transport.Connection connection, final String action,
                                                                   final TransportRequest request,
                                                                   final TransportRequestOptions options,
                                                                   TransportResponseHandler<T> handler) {
        if (connection == null) {
            throw new IllegalStateException("can't send request to a null connection");
        }
        DiscoveryNode node = connection.getNode();
 
        Supplier<ThreadContext.StoredContext> storedContextSupplier = threadPool.getThreadContext().newRestorableContext(true);
        ContextRestoreResponseHandler<T> responseHandler = new ContextRestoreResponseHandler<>(storedContextSupplier, handler);
        // TODO we can probably fold this entire request ID dance into connection.sendReqeust but it will be a bigger refactoring
        final long requestId = responseHandlers.add(new Transport.ResponseContext<>(responseHandler, connection, action));
        final TimeoutHandler timeoutHandler;
        if (options.timeout() != null) {
            timeoutHandler = new TimeoutHandler(requestId, connection.getNode(), action);
            responseHandler.setTimeoutHandler(timeoutHandler);
        } else {
            timeoutHandler = null;
        }
        try {
            if (lifecycle.stoppedOrClosed()) {
                /*
                 * If we are not started the exception handling will remove the request holder again and calls the handler to notify the
                 * caller. It will only notify if toStop hasn't done the work yet.
                 *
                 * Do not edit this exception message, it is currently relied upon in production code!
                 */
                // TODO: make a dedicated exception for a stopped transport service? cf. ExceptionsHelper#isTransportStoppedForAction
                throw new TransportException("TransportService is closed stopped can't send request");
            }
            if (timeoutHandler != null) {
                assert options.timeout() != null;
                timeoutHandler.scheduleTimeout(options.timeout());
            }
            connection.sendRequest(requestId, action, request, options); // local node optimization happens upstream
 ...
     private void sendLocalRequest(long requestId, final String action, final TransportRequest request, TransportRequestOptions options) {
        final DirectResponseChannel channel = new DirectResponseChannel(localNode, action, requestId, this, threadPool);
        try {
            onRequestSent(localNode, requestId, action, request, options);
            onRequestReceived(requestId, action);
            final RequestHandlerRegistry reg = getRequestHandler(action); // 注册器模式 action -> handler
            if (reg == null) {
                throw new ActionNotFoundTransportException("Action [" + action + "] not found");
            }
            final String executor = reg.getExecutor();
            if (ThreadPool.Names.SAME.equals(executor)) {
                //noinspection unchecked
                reg.processMessageReceived(request, channel);
            } else {
                threadPool.executor(executor).execute(new AbstractRunnable() {
                    @Override
                    protected void doRun() throws Exception {
                        //noinspection unchecked
                        reg.processMessageReceived(request, channel); // 处理请求
                      }
 
                    @Override
                    public boolean isForceExecution() {
                        return reg.isForceExecution();
                    }
 
                    @Override
                    public void onFailure(Exception e) {
                        try {
                            channel.sendResponse(e);
                        } catch (Exception inner) {
                            inner.addSuppressed(e);
                            logger.warn(() -> new ParameterizedMessage(
                                    "failed to notify channel of error message for action [{}]", action), inner);
                        }
                    }
 
                    @Override
                    public String toString() {
                        return "processing of [" + requestId + "][" + action + "]: " + request;
                    }
                });
            }

然后获取在分片上的执行请求许可

// org.elasticsearch.action.support.replication.TransportReplicationAction
 
protected void doRun() throws Exception {
            final ShardId shardId = primaryRequest.getRequest().shardId();
            final IndexShard indexShard = getIndexShard(shardId);
            final ShardRouting shardRouting = indexShard.routingEntry();
            // we may end up here if the cluster state used to route the primary is so stale that the underlying
            // index shard was replaced with a replica. For example - in a two node cluster, if the primary fails
            // the replica will take over and a replica will be assigned to the first node.
            if (shardRouting.primary() == false) {
                throw new ReplicationOperation.RetryOnPrimaryException(shardId, "actual shard is not a primary " + shardRouting);
            }
            final String actualAllocationId = shardRouting.allocationId().getId();
            if (actualAllocationId.equals(primaryRequest.getTargetAllocationID()) == false) {
                throw new ShardNotFoundException(shardId, "expected allocation id [{}] but found [{}]",
                    primaryRequest.getTargetAllocationID(), actualAllocationId);
            }
            final long actualTerm = indexShard.getPendingPrimaryTerm();
            if (actualTerm != primaryRequest.getPrimaryTerm()) {
                throw new ShardNotFoundException(shardId, "expected allocation id [{}] with term [{}] but found [{}]",
                    primaryRequest.getTargetAllocationID(), primaryRequest.getPrimaryTerm(), actualTerm);
            }
 
            acquirePrimaryOperationPermit( // 获取在primary分片上执行操作的许可
                    indexShard,
                    primaryRequest.getRequest(),
                    ActionListener.wrap(
                            releasable -> runWithPrimaryShardReference(new PrimaryShardReference(indexShard, releasable)),
                            e -> {
                                if (e instanceof ShardNotInPrimaryModeException) {
                                    onFailure(new ReplicationOperation.RetryOnPrimaryException(shardId, "shard is not in primary mode", e));
                                } else {
                                    onFailure(e);
                                }
                            }));
         }

现在进入primary阶段

// org.elasticsearch.action.support.replication.TransportReplicationAction                    
 
                    setPhase(replicationTask, "primary");
 
                    final ActionListener<Response> referenceClosingListener = ActionListener.wrap(response -> {
                        primaryShardReference.close(); // release shard operation lock before responding to caller
                        setPhase(replicationTask, "finished");
                        onCompletionListener.onResponse(response);
                    }, e -> handleException(primaryShardReference, e));
 
                    final ActionListener<Response> globalCheckpointSyncingListener = ActionListener.wrap(response -> {
                        if (syncGlobalCheckpointAfterOperation) {
                            final IndexShard shard = primaryShardReference.indexShard;
                            try {
                                shard.maybeSyncGlobalCheckpoint("post-operation");
                            } catch (final Exception e) {
                                // only log non-closed exceptions
                                if (ExceptionsHelper.unwrap(
                                    e, AlreadyClosedException.class, IndexShardClosedException.class) == null) {
                                    // intentionally swallow, a missed global checkpoint sync should not fail this operation
                                    logger.info(
                                        new ParameterizedMessage(
                                            "{} failed to execute post-operation global checkpoint sync", shard.shardId()), e);
                                }
                            }
                        }
                        referenceClosingListener.onResponse(response);
                    }, referenceClosingListener::onFailure);
 
                    new ReplicationOperation<>(primaryRequest.getRequest(), primaryShardReference,
                        ActionListener.wrap(result -> result.respond(globalCheckpointSyncingListener), referenceClosingListener::onFailure),
                        newReplicasProxy(), logger, actionName, primaryRequest.getPrimaryTerm()).execute();

中间的调用跳转不赘述，最后TransportShardBulkAction 调用索引引引擎

// org.elasticsearch.action.bulk.TransportShardBulkAction
static boolean executeBulkItemRequest(BulkPrimaryExecutionContext context, UpdateHelper updateHelper, LongSupplier nowInMillisSupplier,
                                       MappingUpdatePerformer mappingUpdater, Consumer<ActionListener<Void>> waitForMappingUpdate,
                                       ActionListener<Void> itemDoneListener) throws Exception {
        final DocWriteRequest.OpType opType = context.getCurrent().opType();
 
        final UpdateHelper.Result updateResult;
        if (opType == DocWriteRequest.OpType.UPDATE) {
            final UpdateRequest updateRequest = (UpdateRequest) context.getCurrent();
            try {
                updateResult = updateHelper.prepare(updateRequest, context.getPrimary(), nowInMillisSupplier);
            } catch (Exception failure) {
                // we may fail translating a update to index or delete operation
                // we use index result to communicate failure while translating update request
                final Engine.Result result =
                    new Engine.IndexResult(failure, updateRequest.version());
                context.setRequestToExecute(updateRequest);
                context.markOperationAsExecuted(result);
                context.markAsCompleted(context.getExecutionResult());
                return true;
            }
            // execute translated update request
            switch (updateResult.getResponseResult()) {
                case CREATED:
                case UPDATED:
                    IndexRequest indexRequest = updateResult.action();
                    IndexMetaData metaData = context.getPrimary().indexSettings().getIndexMetaData();
                    MappingMetaData mappingMd = metaData.mappingOrDefault();
                    indexRequest.process(metaData.getCreationVersion(), mappingMd, updateRequest.concreteIndex());
                    context.setRequestToExecute(indexRequest);
                    break;
                case DELETED:
                    context.setRequestToExecute(updateResult.action());
                    break;
                case NOOP:
                    context.markOperationAsNoOp(updateResult.action());
                    context.markAsCompleted(context.getExecutionResult());
                    return true;
                default:
                    throw new IllegalStateException("Illegal update operation " + updateResult.getResponseResult());
            }
        } else {
            context.setRequestToExecute(context.getCurrent());
            updateResult = null;
        }
 
        assert context.getRequestToExecute() != null; // also checks that we're in TRANSLATED state
 
        final IndexShard primary = context.getPrimary();
        final long version = context.getRequestToExecute().version();
        final boolean isDelete = context.getRequestToExecute().opType() == DocWriteRequest.OpType.DELETE;
        final Engine.Result result;
        if (isDelete) {
            final DeleteRequest request = context.getRequestToExecute();
            result = primary.applyDeleteOperationOnPrimary(version, request.type(), request.id(), request.versionType(),
                request.ifSeqNo(), request.ifPrimaryTerm());
        } else {
            final IndexRequest request = context.getRequestToExecute();
            result = primary.applyIndexOperationOnPrimary(version, request.versionType(), new SourceToParse( // lucene 执行引擎
                    request.index(), request.type(), request.id(), request.source(), request.getContentType(), request.routing()),
                request.ifSeqNo(), request.ifPrimaryTerm(), request.getAutoGeneratedTimestamp(), request.isRetry());
        }

3.索引流程(replica)

在ReplicationOperation的execute方法中，primary分片执行完操作后，监听器会向复制分片发送请求

// org.elasticsearch.action.support.replication.ReplicationOperation
 
    public void execute() throws Exception {
        final String activeShardCountFailure = checkActiveShardCount();
        final ShardRouting primaryRouting = primary.routingEntry();
        final ShardId primaryId = primaryRouting.shardId();
        if (activeShardCountFailure != null) {
            finishAsFailed(new UnavailableShardsException(primaryId,
                "{} Timeout: [{}], request: [{}]", activeShardCountFailure, request.timeout(), request));
            return;
        }
 
        totalShards.incrementAndGet();
        pendingActions.incrementAndGet(); // increase by 1 until we finish all primary coordination
        primary.perform(request, ActionListener.wrap(this::handlePrimaryResult, resultListener::onFailure)); // 监听器调用 handlePrimaryResult
    }
 
    private void handlePrimaryResult(final PrimaryResultT primaryResult) {
        this.primaryResult = primaryResult;
        primary.updateLocalCheckpointForShard(primary.routingEntry().allocationId().getId(), primary.localCheckpoint());
        primary.updateGlobalCheckpointForShard(primary.routingEntry().allocationId().getId(), primary.globalCheckpoint());
        final ReplicaRequest replicaRequest = primaryResult.replicaRequest();
        if (replicaRequest != null) {
            if (logger.isTraceEnabled()) {
                logger.trace("[{}] op [{}] completed on primary for request [{}]", primary.routingEntry().shardId(), opType, request);
            }
            // we have to get the replication group after successfully indexing into the primary in order to honour recovery semantics.
            // we have to make sure that every operation indexed into the primary after recovery start will also be replicated
            // to the recovery target. If we used an old replication group, we may miss a recovery that has started since then.
            // we also have to make sure to get the global checkpoint before the replication group, to ensure that the global checkpoint
            // is valid for this replication group. If we would sample in the reverse, the global checkpoint might be based on a subset
            // of the sampled replication group, and advanced further than what the given replication group would allow it to.
            // This would entail that some shards could learn about a global checkpoint that would be higher than its local checkpoint.
            final long globalCheckpoint = primary.computedGlobalCheckpoint();
            // we have to capture the max_seq_no_of_updates after this request was completed on the primary to make sure the value of
            // max_seq_no_of_updates on replica when this request is executed is at least the value on the primary when it was executed
            // on.
            final long maxSeqNoOfUpdatesOrDeletes = primary.maxSeqNoOfUpdatesOrDeletes();
            assert maxSeqNoOfUpdatesOrDeletes != SequenceNumbers.UNASSIGNED_SEQ_NO : "seqno_of_updates still uninitialized";
            final ReplicationGroup replicationGroup = primary.getReplicationGroup();
            markUnavailableShardsAsStale(replicaRequest, replicationGroup);
            performOnReplicas(replicaRequest, globalCheckpoint, maxSeqNoOfUpdatesOrDeletes, replicationGroup); // 在复制分片上执行操作
        }
        successfulShards.incrementAndGet();  // mark primary as successful
        decPendingAndFinishIfNeeded();
    }
 
    ...
    private void performOnReplicas(final ReplicaRequest replicaRequest, final long globalCheckpoint,
                                   final long maxSeqNoOfUpdatesOrDeletes, final ReplicationGroup replicationGroup) {
        // for total stats, add number of unassigned shards and
        // number of initializing shards that are not ready yet to receive operations (recovery has not opened engine yet on the target)
        totalShards.addAndGet(replicationGroup.getSkippedShards().size());
 
        final ShardRouting primaryRouting = primary.routingEntry();
 
        for (final ShardRouting shard : replicationGroup.getReplicationTargets()) { // 轮询各个复制分片
            if (shard.isSameAllocation(primaryRouting) == false) {
                performOnReplica(shard, replicaRequest, globalCheckpoint, maxSeqNoOfUpdatesOrDeletes);
            }
        }
    }
    private void performOnReplica(final ShardRouting shard, final ReplicaRequest replicaRequest,
                                  final long globalCheckpoint, final long maxSeqNoOfUpdatesOrDeletes) {
        if (logger.isTraceEnabled()) {
            logger.trace("[{}] sending op [{}] to replica {} for request [{}]", shard.shardId(), opType, shard, replicaRequest);
        }
 
        totalShards.incrementAndGet();
        pendingActions.incrementAndGet();
        replicasProxy.performOn(shard, replicaRequest, primaryTerm, globalCheckpoint, maxSeqNoOfUpdatesOrDeletes, // 调用代理ReplicasProxy
            new ActionListener<ReplicaResponse>() {
                @Override
                public void onResponse(ReplicaResponse response) {
                    successfulShards.incrementAndGet();
                    try {
                        primary.updateLocalCheckpointForShard(shard.allocationId().getId(), response.localCheckpoint());
                        primary.updateGlobalCheckpointForShard(shard.allocationId().getId(), response.globalCheckpoint());
                    } catch (final AlreadyClosedException e) {
                        // the index was deleted or this shard was never activated after a relocation; fall through and finish normally
                    } catch (final Exception e) {
                        // fail the primary but fall through and let the rest of operation processing complete
                        final String message = String.format(Locale.ROOT, "primary failed updating local checkpoint for replica %s", shard);
                        primary.failShard(message, e);
                    }
                    decPendingAndFinishIfNeeded();
                }
 
                @Override
                public void onFailure(Exception replicaException) {
                    logger.trace(() -> new ParameterizedMessage(
                        "[{}] failure while performing [{}] on replica {}, request [{}]",
                        shard.shardId(), opType, shard, replicaRequest), replicaException);
                    // Only report "critical" exceptions - TODO: Reach out to the master node to get the latest shard state then report.
                    if (TransportActions.isShardNotAvailableException(replicaException) == false) {
                        RestStatus restStatus = ExceptionsHelper.status(replicaException);
                        shardReplicaFailures.add(new ReplicationResponse.ShardInfo.Failure(
                            shard.shardId(), shard.currentNodeId(), replicaException, restStatus, false));
                    }
                    String message = String.format(Locale.ROOT, "failed to perform %s on replica %s", opType, shard);
                    replicasProxy.failShardIfNeeded(shard, primaryTerm, message, replicaException,
                        ActionListener.wrap(r -> decPendingAndFinishIfNeeded(), ReplicationOperation.this::onNoLongerPrimary));
                }
 
                @Override
                public String toString() {
                    return "[" + replicaRequest + "][" + shard + "]";
                }
            });
    }

发送transport请求

// org.elasticsearch.action.support.replication.TransportReplicationAction
 
public void performOn(
        final ShardRouting replica,
        final ReplicaRequest request,
        final long primaryTerm,
        final long globalCheckpoint,
        final long maxSeqNoOfUpdatesOrDeletes,
        final ActionListener<ReplicationOperation.ReplicaResponse> listener) {
    String nodeId = replica.currentNodeId();
    final DiscoveryNode node = clusterService.state().nodes().get(nodeId);
    if (node == null) {
        listener.onFailure(new NoNodeAvailableException("unknown node [" + nodeId + "]"));
        return;
    }
    final ConcreteReplicaRequest<ReplicaRequest> replicaRequest = new ConcreteReplicaRequest<>(
        request, replica.allocationId().getId(), primaryTerm, globalCheckpoint, maxSeqNoOfUpdatesOrDeletes);
    final ActionListenerResponseHandler<ReplicaResponse> handler = new ActionListenerResponseHandler<>(listener,
        ReplicaResponse::new);
    transportService.sendRequest(node, transportReplicaAction, replicaRequest, transportOptions, handler); // 发送transport请求
}

副分片收到请求处理结果与主分片类似，最后调用lucene引擎

// org.elasticsearch.action.bulk.TransportShardBulkAction
 
private static Engine.Result performOpOnReplica(DocWriteResponse primaryResponse, DocWriteRequest<?> docWriteRequest,
                                                    IndexShard replica) throws Exception {
        final Engine.Result result;
        switch (docWriteRequest.opType()) {
            case CREATE:
            case INDEX:
                final IndexRequest indexRequest = (IndexRequest) docWriteRequest;
                final ShardId shardId = replica.shardId();
                final SourceToParse sourceToParse = new SourceToParse(shardId.getIndexName(), indexRequest.type(), indexRequest.id(),
                    indexRequest.source(), indexRequest.getContentType(), indexRequest.routing());
                result = replica.applyIndexOperationOnReplica(primaryResponse.getSeqNo(), primaryResponse.getVersion(), // 调用lucene引擎
                    indexRequest.getAutoGeneratedTimestamp(), indexRequest.isRetry(), sourceToParse);
                break;
            case DELETE:
                DeleteRequest deleteRequest = (DeleteRequest) docWriteRequest;
                result = replica.applyDeleteOperationOnReplica(primaryResponse.getSeqNo(), primaryResponse.getVersion(),
                    deleteRequest.type(), deleteRequest.id());
                break;
            default:
                assert false : "Unexpected request operation type on replica: " + docWriteRequest + ";primary result: " + primaryResponse;
                throw new IllegalStateException("Unexpected request operation type on replica: " + docWriteRequest.opType().getLowercase());
        }

4.总结

本文简单描述了es索引流程，包括了http请求是如何解析的，如何确定分片的。但是仍有许多不足，比如没有讨论远程节点是如何处理的，lucene执行引擎的细节，后面博客会继续探讨这些课题。