feat(nifi): 添加 JSON拆分处理器并更新项目结构- 新增 DevJsonSplitterProcessor，用于拆分和展平多级 JSON 数据
- 移除未使用的 AutoJsonTableCreate 和 DevGeneratePaginatedSqlProcessor 模块 - 新增 hzya-nifi-package-nar 模块，用于打包 JSON 拆分处理器 - 更新项目结构和依赖关系
This commit is contained in:
liuy
parent
10bafb2b50
commit
c9672ec085
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<?xml version="1.0" encoding="UTF-8"?>
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<project xmlns="http://maven.apache.org/POM/4.0.0"
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xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
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xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
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<parent>
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<artifactId>nifi-hzyadev-bundle</artifactId>
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<groupId>com.hzya</groupId>
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<version>1.0</version>
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</parent>
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<modelVersion>4.0.0</modelVersion>
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<artifactId>hzya-nifi-DevGeneratePaginatedSqlProcessor-nar</artifactId>
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<packaging>nar</packaging>
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<properties>
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<maven.compiler.source>8</maven.compiler.source>
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<maven.compiler.target>8</maven.compiler.target>
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<maven.javadoc.skip>true</maven.javadoc.skip>
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<source.skip>true</source.skip>
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</properties>
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<dependencies>
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<dependency>
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<groupId>com.hzya</groupId>
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<artifactId>hzya-nifi-DevGeneratePaginatedSqlProcessor-processors</artifactId>
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<version>1.0</version>
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</dependency>
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<dependency>
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<groupId>org.apache.nifi</groupId>
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<artifactId>nifi-standard-services-api-nar</artifactId>
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<version>${nifi-revision}</version>
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<type>nar</type>
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</dependency>
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</dependencies>
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</project>
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@ -0,0 +1,50 @@
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<?xml version="1.0" encoding="UTF-8"?>
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<project xmlns="http://maven.apache.org/POM/4.0.0"
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xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
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xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
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<parent>
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<artifactId>nifi-hzyadev-bundle</artifactId>
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<groupId>com.hzya</groupId>
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<version>1.0</version>
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</parent>
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<modelVersion>4.0.0</modelVersion>
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<artifactId>hzya-nifi-JsonSplitter-processors</artifactId>
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<properties>
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<maven.compiler.source>8</maven.compiler.source>
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<maven.compiler.target>8</maven.compiler.target>
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</properties>
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<dependencies>
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<dependency>
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<groupId>org.apache.nifi</groupId>
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<artifactId>nifi-api</artifactId>
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<version>${nifi-revision}</version>
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</dependency>
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<dependency>
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<groupId>org.apache.nifi</groupId>
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<artifactId>nifi-dbcp-service-api</artifactId>
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<version>${nifi-revision}</version>
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<!-- <scope>provided</scope>-->
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</dependency>
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<dependency>
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<groupId>org.apache.nifi</groupId>
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<artifactId>nifi-processor-utils</artifactId>
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<version>1.15.3</version>
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</dependency>
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<dependency>
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<groupId>org.apache.nifi</groupId>
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<artifactId>nifi-mock</artifactId>
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<version>${nifi-revision}</version>
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<scope>test</scope>
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</dependency>
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<dependency>
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<groupId>junit</groupId>
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<artifactId>junit</artifactId>
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<version>4.13</version>
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<scope>test</scope>
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</dependency>
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</dependencies>
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</project>
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package com.hzya.frame;
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import com.fasterxml.jackson.databind.JsonNode;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import com.fasterxml.jackson.databind.node.ArrayNode;
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import com.fasterxml.jackson.databind.node.ObjectNode;
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import org.apache.commons.io.IOUtils;
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import org.apache.nifi.annotation.behavior.InputRequirement;
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import org.apache.nifi.annotation.behavior.InputRequirement.Requirement;
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import org.apache.nifi.annotation.documentation.CapabilityDescription;
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import org.apache.nifi.annotation.documentation.Tags;
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import org.apache.nifi.flowfile.FlowFile;
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import org.apache.nifi.processor.AbstractProcessor;
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import org.apache.nifi.processor.ProcessContext;
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import org.apache.nifi.processor.ProcessSession;
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import org.apache.nifi.processor.Relationship;
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import org.apache.nifi.processor.exception.ProcessException;
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import org.apache.nifi.processor.io.InputStreamCallback;
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import org.apache.nifi.processor.io.OutputStreamCallback;
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import java.io.IOException;
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import java.io.InputStream;
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import java.io.OutputStream;
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import java.nio.charset.StandardCharsets;
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import java.util.*;
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import org.apache.nifi.annotation.behavior.ReadsAttribute;
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import org.apache.nifi.annotation.behavior.ReadsAttributes;
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import org.apache.nifi.annotation.behavior.WritesAttribute;
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import org.apache.nifi.annotation.behavior.WritesAttributes;
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import org.apache.nifi.annotation.documentation.CapabilityDescription;
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import org.apache.nifi.annotation.documentation.Tags;
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import org.apache.nifi.components.PropertyDescriptor;
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import org.apache.nifi.flowfile.FlowFile;
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import org.apache.nifi.processor.*;
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import org.apache.nifi.processor.exception.ProcessException;
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import org.apache.nifi.processor.io.InputStreamCallback;
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import org.apache.nifi.processor.io.OutputStreamCallback;
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import org.apache.nifi.processor.util.*;
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import com.fasterxml.jackson.databind.JsonNode;
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import com.fasterxml.jackson.databind.ObjectMapper;
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import com.fasterxml.jackson.databind.node.ArrayNode;
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import com.fasterxml.jackson.databind.node.ObjectNode;
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import java.io.IOException;
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import java.io.InputStream;
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import java.io.OutputStream;
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import java.util.*;
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import java.util.concurrent.atomic.AtomicReference;
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/**
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* @Author：liuyang
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* @Package：com.hzya.frame
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* @Project：nifi-hzyadev-bundle
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* @name：DevJsonSplitterProcessor
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* @Date：2025/7/11 09:27
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* @Filename：DevJsonSplitterProcessor
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*/
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@Tags({"json", "split", "flatten", "transform", "custom"})
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@CapabilityDescription("将多级JSON拆分为多个FlowFiles，使父字段名变平并添加前缀。如果JSON是单层的，它会传递原始的FlowFile。")
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@ReadsAttributes({@ReadsAttribute(attribute = "storageprefix", description = "用于“table_name”属性的前缀。")})
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@WritesAttributes({@WritesAttribute(attribute = "table_name", description = "为扁平化JSON数据生成的表名。")})
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public class DevJsonSplitterProcessor extends AbstractProcessor {
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// 定义成功关系，用于拆分和处理后的 FlowFile
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public static final Relationship REL_SUCCESS = new Relationship.Builder().name("success").description("已成功拆分和展平的FlowFiles。").build();
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// 定义原始关系，用于未拆分的单层级 JSON FlowFile
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public static final Relationship REL_ORIGINAL = new Relationship.Builder().name("original").description("未拆分的原始FlowFiles（单层JSON）。").build();
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private List<PropertyDescriptor> properties;
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private Set<Relationship> relationships;
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private ObjectMapper objectMapper;
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// 这是你应该重写的方法
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@Override
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protected void init(final ProcessorInitializationContext context) { // 注意这里是 protected void init
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// 初始化属性列表
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final List<PropertyDescriptor> properties = new ArrayList<>();
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// 示例：如果你想让用户配置 storageprefix，可以这样定义一个属性：
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// properties.add(new PropertyDescriptor.Builder()
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// .name("Storage Prefix")
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// .description("The prefix to use for the 'table_name' attribute.")
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// .required(true)
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// .addValidator(StandardValidators.NON_EMPTY_VALIDATOR)
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// .build());
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this.properties = Collections.unmodifiableList(properties);
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// 初始化关系集合
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final Set<Relationship> relationships = new HashSet<>();
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relationships.add(REL_SUCCESS);
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relationships.add(REL_ORIGINAL);
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this.relationships = Collections.unmodifiableSet(relationships);
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// 初始化 Jackson ObjectMapper
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this.objectMapper = new ObjectMapper();
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// 可以在这里获取 Logger，但通常在 onTrigger 中使用 ProcessorContext 提供的getLogger() 更好
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// this.getLogger().info("SplitAndFlattenJson processor initialized.");
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}
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@Override
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public Set<Relationship> getRelationships() {
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return this.relationships;
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}
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@Override
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protected List<PropertyDescriptor> getSupportedPropertyDescriptors() {
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return this.properties;
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}
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@Override
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public void onTrigger(final ProcessContext context, final ProcessSession session) throws ProcessException {
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// 获取输入的 FlowFile
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FlowFile flowFile = session.get();
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if (flowFile == null) {
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return;
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}
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// 获取 storageprefix 属性
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final String storagePrefix = flowFile.getAttribute("storageprefix");
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if (storagePrefix == null) {
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getLogger().warn("FlowFile｛｝没有“storageprefix”属性。转为REL_ORIGINAL。", flowFile);
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session.transfer(flowFile, REL_ORIGINAL); // 如果没有 storageprefix，则直接传递给原始关系
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return;
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}
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final AtomicReference<String> jsonContent = new AtomicReference<>();
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session.read(flowFile, new InputStreamCallback() {
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@Override
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public void process(final InputStream in) throws IOException {
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// 使用 IOUtils 读取所有字节
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byte[] bytes = IOUtils.toByteArray(in);
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jsonContent.set(new String(bytes, "UTF-8"));
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}
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});
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JsonNode rootNode;
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try {
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// 解析 JSON 字符串
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rootNode = objectMapper.readTree(jsonContent.get());
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} catch (IOException e) {
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getLogger().error("未能解析FlowFile{}的JSON:{}", flowFile, e.getMessage(), e);
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session.transfer(flowFile, REL_ORIGINAL); // 解析失败，传递给原始关系
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return;
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}
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// 检查 JSON 是否为单层级
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if (isSingleLevel(rootNode)) {
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getLogger().debug("FlowFile{}包含单层JSON。转为REL_ORIGINAL", flowFile);
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session.transfer(flowFile, REL_ORIGINAL);
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return;
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}
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// 递归处理 JSON 节点
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processNode(rootNode, "", "", flowFile, storagePrefix, session);
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// 移除原始 FlowFile
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session.remove(flowFile);
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getLogger().debug("已处理并删除原始FlowFile {}.", flowFile);
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}
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/**
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* 检查 JSON 节点是否为单层级。
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* 单层级定义为：
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* 1. 如果是对象，所有值都不是对象或数组。
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* 2. 如果是数组，所有元素都是对象，且这些对象的所有值都不是对象或数组。
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*
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* @param node 要检查的 JSON 节点
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* @return 如果是单层级 JSON，则返回 true；否则返回 false。
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*/
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private boolean isSingleLevel(JsonNode node) {
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if (node.isObject()) {
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// 如果是对象，检查所有字段的值是否都是非对象或非数组
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for (JsonNode child : node) {
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if (child.isObject() || child.isArray()) {
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return false; // 包含子对象或子数组，不是单层级
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}
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}
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return true; // 所有值都是非对象或非数组，是单层级
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} else if (node.isArray()) {
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// 如果是数组，检查所有元素是否都是单层级对象
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for (JsonNode element : node) {
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if (!element.isObject() || !isSingleLevel(element)) {
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return false; // 包含非对象元素或非单层级对象元素，不是单层级
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}
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}
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return true; // 所有元素都是单层级对象，是单层级
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}
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return true; // 其他类型（如基本类型），也视为单层级
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}
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/**
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* 递归处理 JSON 节点，生成 FlowFile。
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*
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* @param node 当前要处理的 JSON 节点
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* @param parentName 父级字段名（用于拼接）
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* @param path 当前节点在 JSON 结构中的路径（用于生成 table_name）
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* @param parentFlowFile 原始 FlowFile
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* @param storagePrefix storageprefix 属性值
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* @param session NiFi 处理会话
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*/
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private void processNode(JsonNode node, String parentName, String path, FlowFile parentFlowFile, String storagePrefix, ProcessSession session) {
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if (node.isObject()) {
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// 如果是 JSON 对象
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ObjectNode objectNode = (ObjectNode) node;
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// 检查是否为叶子对象 (所有值都不是对象或数组)
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boolean isLeafObject = true;
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Iterator<Map.Entry<String, JsonNode>> fields = objectNode.fields();
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while (fields.hasNext()) {
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Map.Entry<String, JsonNode> field = fields.next();
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if (field.getValue().isObject() || field.getValue().isArray()) {
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isLeafObject = false;
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break;
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}
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}
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if (isLeafObject) {
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// 如果是叶子对象，创建新的 ObjectNode 用于扁平化
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ObjectNode leafObj = objectMapper.createObjectNode();
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objectNode.fields().forEachRemaining(entry -> {
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// 拼接字段名并去除空格
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String fieldName = parentName.isEmpty() ? entry.getKey().replace(" ", "") : (parentName + "_" + entry.getKey()).replace(" ", "");
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leafObj.set(fieldName, entry.getValue());
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});
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publishFlowFile(leafObj, path, parentFlowFile, storagePrefix, session);
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} else {
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// 非叶子对象，递归处理其子节点
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objectNode.fields().forEachRemaining(entry -> {
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JsonNode childNode = entry.getValue();
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String currentKey = entry.getKey().replace(" ", ""); // 去除当前键的空格
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String newPath = path.isEmpty() ? currentKey : (path + "_" + currentKey); // 拼接路径
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// 如果子节点是对象或数组，则递归处理
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if (childNode.isObject() || childNode.isArray()) {
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processNode(childNode, currentKey, newPath, parentFlowFile, storagePrefix, session);
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}
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});
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}
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} else if (node.isArray()) {
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// 如果是 JSON 数组
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ArrayNode arrayNode = (ArrayNode) node;
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// 检查是否为叶子数组 (所有元素都是叶子对象)
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boolean isLeafArray = true;
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for (JsonNode element : arrayNode) {
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if (!element.isObject() || !isLeafObject(element)) { // isLeafObject 辅助方法判断
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isLeafArray = false;
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break;
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}
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}
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if (isLeafArray) {
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// 如果是叶子数组，为数组中的每个对象添加拼接的字段名称
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ArrayNode leafArray = objectMapper.createArrayNode();
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arrayNode.forEach(item -> {
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if (item.isObject()) {
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ObjectNode newItem = objectMapper.createObjectNode();
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item.fields().forEachRemaining(entry -> {
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// 拼接字段名并去除空格
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String fieldName = parentName.isEmpty() ? entry.getKey().replace(" ", "") : (parentName + "_" + entry.getKey()).replace(" ", "");
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newItem.set(fieldName, entry.getValue());
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});
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leafArray.add(newItem);
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}
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});
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publishFlowFile(leafArray, path, parentFlowFile, storagePrefix, session);
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} else {
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// 非叶子数组，递归处理每个元素
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arrayNode.forEach(item -> {
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processNode(item, parentName, path, parentFlowFile, storagePrefix, session);
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});
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}
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}
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// 对于基本类型节点，不进行处理，因为它们不是可以被拆分的层级
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}
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/**
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* 辅助方法：检查一个 JsonNode 是否为叶子对象。
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*
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* @param node 要检查的 JsonNode
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* @return 如果是叶子对象则返回 true，否则返回 false。
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*/
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private boolean isLeafObject(JsonNode node) {
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if (!node.isObject()) {
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return false;
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}
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Iterator<Map.Entry<String, JsonNode>> fields = node.fields();
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while (fields.hasNext()) {
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Map.Entry<String, JsonNode> field = fields.next();
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if (field.getValue().isObject() || field.getValue().isArray()) {
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return false;
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}
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}
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return true;
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}
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/**
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* 将处理后的 JSON 内容写入新的 FlowFile 并传输。
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*
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* @param contentNode 要写入 FlowFile 的 JSON 内容
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* @param path 当前节点在 JSON 结构中的路径
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* @param parentFlowFile 原始 FlowFile
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* @param storagePrefix storageprefix 属性值
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* @param session NiFi 处理会话
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*/
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private void publishFlowFile(JsonNode contentNode, String path, FlowFile parentFlowFile, String storagePrefix, ProcessSession session) {
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FlowFile newFlowFile = session.create(parentFlowFile);
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newFlowFile = session.write(newFlowFile, new OutputStreamCallback() {
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@Override
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public void process(final OutputStream out) throws IOException {
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// 将 JSON 内容写入输出流
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objectMapper.writeValue(out, contentNode);
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}
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});
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// 设置 table_name 属性
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String tableNamePath = path.isEmpty() ? "data_details" : path;
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||||
newFlowFile = session.putAttribute(newFlowFile, "table_name", storagePrefix + "_" + tableNamePath);
|
||||
|
||||
// 传输新创建的 FlowFile 到成功关系
|
||||
session.transfer(newFlowFile, REL_SUCCESS);
|
||||
getLogger().debug("已使用表名创建新的FlowFile {}：{}", newFlowFile, storagePrefix + "_" + tableNamePath);
|
||||
}
|
||||
}
|
||||
|
|
@ -0,0 +1,15 @@
|
|||
# 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.
|
||||
com.hzya.frame.DevJsonSplitterProcessor
|
||||
|
|
@ -9,7 +9,7 @@
|
|||
</parent>
|
||||
<modelVersion>4.0.0</modelVersion>
|
||||
|
||||
<artifactId>hzya-nifi-AutoJsonTableCreate-nar</artifactId>
|
||||
<artifactId>hzya-nifi-package-nar</artifactId>
|
||||
<packaging>nar</packaging>
|
||||
|
||||
<properties>
|
||||
|
|
@ -19,11 +19,24 @@
|
|||
</properties>
|
||||
|
||||
<dependencies>
|
||||
<!-- json拆分器-->
|
||||
<dependency>
|
||||
<groupId>com.hzya</groupId>
|
||||
<artifactId>hzya-nifi-AutoJsonTableCreate-processors</artifactId>
|
||||
<artifactId>hzya-nifi-JsonSplitter-processors</artifactId>
|
||||
<version>1.0</version>
|
||||
</dependency>
|
||||
<!-- 根据json生成建表ddl语句-->
|
||||
<!-- <dependency>-->
|
||||
<!-- <groupId>com.hzya</groupId>-->
|
||||
<!-- <artifactId>hzya-nifi-AutoJsonTableCreate-processors</artifactId>-->
|
||||
<!-- <version>1.0</version>-->
|
||||
<!-- </dependency>-->
|
||||
<!-- 生成分页sql语句-->
|
||||
<!-- <dependency>-->
|
||||
<!-- <groupId>com.hzya</groupId>-->
|
||||
<!-- <artifactId>hzya-nifi-DevGeneratePaginatedSqlProcessor-processors</artifactId>-->
|
||||
<!-- <version>1.0</version>-->
|
||||
<!-- </dependency>-->
|
||||
<dependency>
|
||||
<groupId>org.apache.nifi</groupId>
|
||||
<artifactId>nifi-standard-services-api-nar</artifactId>
|
||||
|
|
@ -31,4 +44,5 @@
|
|||
<type>nar</type>
|
||||
</dependency>
|
||||
</dependencies>
|
||||
|
||||
</project>
|
||||
|
|
@ -9,10 +9,12 @@
|
|||
<packaging>pom</packaging>
|
||||
<version>1.0</version>
|
||||
<modules>
|
||||
<module>hzya-nifi-DevGeneratePaginatedSqlProcessor-nar</module>
|
||||
<!-- <module>hzya-nifi-DevGeneratePaginatedSqlProcessor-nar</module>-->
|
||||
<module>hzya-nifi-DevGeneratePaginatedSqlProcessor-processors</module>
|
||||
<module>hzya-nifi-AutoJsonTableCreate-nar</module>
|
||||
<!-- <module>hzya-nifi-AutoJsonTableCreate-nar</module>-->
|
||||
<module>hzya-nifi-AutoJsonTableCreate-processors</module>
|
||||
<module>hzya-nifi-package-nar</module>
|
||||
<module>hzya-nifi-JsonSplitter-processors</module>
|
||||
</modules>
|
||||
|
||||
<parent>
|
||||
|
|
|
|||
Loading…
Reference in New Issue