IDEA上调试Hadoop2的代码出现的错误

本文解决IDEA上调试Hadoop2代码时遇到的java.lang.UnsatisfiedLinkError错误,原因是C:WindowsSystem32下缺少hadoop.dll。解决方法为将hadoop的bin下的hadoop.dll复制到C:WindowsSystem32并重启IDEA。

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IDEA上调试Hadoop2的代码出现的错误

错误提示:Exception in thread “main” java.lang.UnsatisfiedLinkError: org.apache.hadoop.io.nativeio.NativeIO$Windows.access0(Ljava/lang/String;I)Z

在这里插入图片描述
原因是:C:\Windows\System32下缺少hadoop.dll

解决方法:将hadoop的bin下的hadoop.dll再往C:\Windows\System32下拷贝一份重启IDEA即可解决。

如下图:成功运行hadoop2代码
在这里插入图片描述

"C:\Program Files\Java\jdk1.8.0_281\bin\java.exe" "-javaagent:D:\新建文件夹 (2)\IDEA\idea\IntelliJ IDEA 2019.3.3\lib\idea_rt.jar=59342" -Dfile.encoding=UTF-8 -classpath "C:\Program Files\Java\jdk1.8.0_281\jre\lib\charsets.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\deploy.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\access-bridge-64.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\cldrdata.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\dnsns.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\jaccess.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\jfxrt.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\localedata.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\nashorn.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\sunec.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\sunjce_provider.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\sunmscapi.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\sunpkcs11.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\ext\zipfs.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\javaws.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\jce.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\jfr.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\jfxswt.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\jsse.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\management-agent.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\plugin.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\resources.jar;C:\Program Files\Java\jdk1.8.0_281\jre\lib\rt.jar;D:\carspark\out\production\carspark;C:\Users\wyatt\.ivy2\cache\org.scala-lang\scala-library\jars\scala-library-2.12.10.jar;C:\Users\wyatt\.ivy2\cache\org.scala-lang\scala-reflect\jars\scala-reflect-2.12.10.jar;C:\Users\wyatt\.ivy2\cache\org.scala-lang\scala-library\srcs\scala-library-2.12.10-sources.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\accessors-smart-1.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\activation-1.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\aircompressor-0.10.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\algebra_2.12-2.0.0-M2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\antlr-runtime-3.5.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\antlr4-runtime-4.8-1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\aopalliance-1.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\aopalliance-repackaged-2.6.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\arpack_combined_all-0.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\arrow-format-2.0.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\arrow-memory-core-2.0.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\arrow-memory-netty-2.0.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\audience-annotations-0.5.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\automaton-1.11-8.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\avro-1.8.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\avro-ipc-1.8.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\avro-mapred-1.8.2-hadoop2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\bonecp-0.8.0.RELEASE.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\breeze-macros_2.12-1.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\breeze_2.12-1.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\cats-kernel_2.12-2.0.0-M4.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\chill-java-0.9.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\chill_2.12-0.9.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-beanutils-1.9.4.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-cli-1.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-codec-1.10.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-collections-3.2.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-compiler-3.0.16.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-compress-1.20.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-configuration2-2.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-crypto-1.1.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-daemon-1.0.13.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-dbcp-1.4.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-httpclient-3.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-io-2.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-lang-2.6.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-lang3-3.10.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-logging-1.1.3.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-math3-3.4.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-net-3.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-pool-1.5.4.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\commons-text-1.6.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\compress-lzf-1.0.3.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\core-1.1.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\curator-client-2.13.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\curator-framework-2.13.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\curator-recipes-2.13.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\datanucleus-api-jdo-4.2.4.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\datanucleus-core-4.1.17.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\datanucleus-rdbms-4.1.19.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\derby-10.12.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\dnsjava-2.1.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\dropwizard-metrics-hadoop-metrics2-reporter-0.1.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\ehcache-3.3.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\flatbuffers-java-1.9.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\generex-1.0.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\geronimo-jcache_1.0_spec-1.0-alpha-1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\gson-2.2.4.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\guava-14.0.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\guice-4.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\guice-servlet-4.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-annotations-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-auth-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-common-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-hdfs-client-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-mapreduce-client-common-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-mapreduce-client-core-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-mapreduce-client-jobclient-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-yarn-api-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-yarn-client-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-yarn-common-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-yarn-registry-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-yarn-server-common-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hadoop-yarn-server-web-proxy-3.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\HikariCP-2.5.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-beeline-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-cli-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-common-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-exec-2.3.7-core.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-jdbc-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-llap-common-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-metastore-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-serde-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-service-rpc-3.1.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-shims-0.23-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-shims-common-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-shims-scheduler-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-storage-api-2.7.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hive-vector-code-gen-2.3.7.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hk2-api-2.6.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hk2-locator-2.6.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\hk2-utils-2.6.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\htrace-core4-4.1.0-incubating.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\httpclient-4.5.6.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\httpcore-4.4.12.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\istack-commons-runtime-3.0.8.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\ivy-2.4.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-annotations-2.10.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-core-2.10.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-core-asl-1.9.13.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-databind-2.10.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-dataformat-yaml-2.10.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-datatype-jsr310-2.11.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-jaxrs-base-2.9.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-jaxrs-json-provider-2.9.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-mapper-asl-1.9.13.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-module-jaxb-annotations-2.10.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-module-paranamer-2.10.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jackson-module-scala_2.12-2.10.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jakarta.activation-api-1.2.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jakarta.annotation-api-1.3.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jakarta.inject-2.6.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jakarta.servlet-api-4.0.3.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jakarta.validation-api-2.0.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jakarta.ws.rs-api-2.1.6.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jakarta.xml.bind-api-2.3.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\janino-3.0.16.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\javassist-3.25.0-GA.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\javax.inject-1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\javax.jdo-3.2.0-m3.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\javolution-5.5.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jaxb-api-2.2.11.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jaxb-runtime-2.3.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jcip-annotations-1.0-1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jcl-over-slf4j-1.7.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jdo-api-3.0.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jersey-client-2.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jersey-common-2.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jersey-container-servlet-2.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jersey-container-servlet-core-2.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jersey-hk2-2.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jersey-media-jaxb-2.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jersey-server-2.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\JLargeArrays-1.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jline-2.14.6.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\joda-time-2.10.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jodd-core-3.5.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jpam-1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\json-1.8.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\json-smart-2.3.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\json4s-ast_2.12-3.7.0-M5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\json4s-core_2.12-3.7.0-M5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\json4s-jackson_2.12-3.7.0-M5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\json4s-scalap_2.12-3.7.0-M5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jsp-api-2.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jsr305-3.0.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\jta-1.1.ja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op3.2\jars\RoaringBitmap-0.9.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\scala-collection-compat_2.12-2.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\scala-compiler-2.12.10.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\scala-library-2.12.10.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\scala-parser-combinators_2.12-1.1.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\scala-reflect-2.12.10.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\scala-xml_2.12-1.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\shapeless_2.12-2.3.3.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\shims-0.9.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\slf4j-api-1.7.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\slf4j-log4j12-1.7.30.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\snakeyaml-1.24.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\snappy-java-1.1.8.2.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-catalyst_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-core_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-graphx_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-hive-thriftserver_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-hive_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-kubernetes_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-kvstore_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-launcher_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-mesos_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-mllib-local_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-mllib_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-network-common_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-network-shuffle_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-repl_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-sketch_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-sql_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-streaming_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-tags_2.12-3.1.1-tests.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-tags_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-unsafe_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spark-yarn_2.12-3.1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spire-macros_2.12-0.17.0-M1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spire-platform_2.12-0.17.0-M1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spire-util_2.12-0.17.0-M1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\spire_2.12-0.17.0-M1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\ST4-4.0.4.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\stax-api-1.0.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\stax2-api-3.1.4.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\stream-2.9.6.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\super-csv-2.2.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\threeten-extra-1.5.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\token-provider-1.0.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\transaction-api-1.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\univocity-parsers-2.9.1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\velocity-1.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\woodstox-core-5.0.3.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\xbean-asm7-shaded-4.15.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\xz-1.5.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\zjsonpatch-0.3.0.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\zookeeper-3.4.14.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\zstd-jni-1.4.8-1.jar;D:\spark\spark-3.1.1-bin-hadoop3.2\jars\arrow-vector-2.0.0.jar" car.LoadModelRideHailing Using Spark's default log4j profile: org/apache/spark/log4j-defaults.properties 25/06/08 17:05:07 INFO SparkContext: Running Spark version 3.1.1 25/06/08 17:05:07 INFO ResourceUtils: ============================================================== 25/06/08 17:05:07 INFO ResourceUtils: No custom resources configured for spark.driver. 25/06/08 17:05:07 INFO ResourceUtils: ============================================================== 25/06/08 17:05:07 INFO SparkContext: Submitted application: LoadModelRideHailing 25/06/08 17:05:07 INFO ResourceProfile: Default ResourceProfile created, executor resources: Map(cores -> name: cores, amount: 1, script: , vendor: , memory -> name: memory, amount: 1024, script: , vendor: , offHeap -> name: offHeap, amount: 0, script: , vendor: ), task resources: Map(cpus -> name: cpus, amount: 1.0) 25/06/08 17:05:07 INFO ResourceProfile: Limiting resource is cpu 25/06/08 17:05:07 INFO ResourceProfileManager: Added ResourceProfile id: 0 25/06/08 17:05:07 INFO SecurityManager: Changing view acls to: wyatt 25/06/08 17:05:07 INFO SecurityManager: Changing modify acls to: wyatt 25/06/08 17:05:07 INFO SecurityManager: Changing view acls groups to: 25/06/08 17:05:07 INFO SecurityManager: Changing modify acls groups to: 25/06/08 17:05:07 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: Set(wyatt); groups with view permissions: Set(); users with modify permissions: Set(wyatt); groups with modify permissions: Set() 25/06/08 17:05:07 INFO Utils: Successfully started service 'sparkDriver' on port 59361. 25/06/08 17:05:07 INFO SparkEnv: Registering MapOutputTracker 25/06/08 17:05:07 INFO SparkEnv: Registering BlockManagerMaster 25/06/08 17:05:08 INFO BlockManagerMasterEndpoint: Using org.apache.spark.storage.DefaultTopologyMapper for getting topology information 25/06/08 17:05:08 INFO BlockManagerMasterEndpoint: BlockManagerMasterEndpoint up 25/06/08 17:05:08 INFO SparkEnv: Registering BlockManagerMasterHeartbeat 25/06/08 17:05:08 INFO DiskBlockManager: Created local directory at C:\Users\wyatt\AppData\Local\Temp\blockmgr-8fe065e2-024c-4e2f-8662-45d2fe3de444 25/06/08 17:05:08 INFO MemoryStore: MemoryStore started with capacity 1899.0 MiB 25/06/08 17:05:08 INFO SparkEnv: Registering OutputCommitCoordinator 25/06/08 17:05:08 INFO Utils: Successfully started service 'SparkUI' on port 4040. 25/06/08 17:05:08 INFO SparkUI: Bound SparkUI to 0.0.0.0, and started at http://windows10.microdone.cn:4040 25/06/08 17:05:08 INFO Executor: Starting executor ID driver on host windows10.microdone.cn 25/06/08 17:05:08 INFO Utils: Successfully started service 'org.apache.spark.network.netty.NettyBlockTransferService' on port 59392. 25/06/08 17:05:08 INFO NettyBlockTransferService: Server created on windows10.microdone.cn:59392 25/06/08 17:05:08 INFO BlockManager: Using org.apache.spark.storage.RandomBlockReplicationPolicy for block replication policy 25/06/08 17:05:08 INFO BlockManagerMaster: Registering BlockManager BlockManagerId(driver, windows10.microdone.cn, 59392, None) 25/06/08 17:05:08 INFO BlockManagerMasterEndpoint: Registering block manager windows10.microdone.cn:59392 with 1899.0 MiB RAM, BlockManagerId(driver, windows10.microdone.cn, 59392, None) 25/06/08 17:05:08 INFO BlockManagerMaster: Registered BlockManager BlockManagerId(driver, windows10.microdone.cn, 59392, None) 25/06/08 17:05:08 INFO BlockManager: Initialized BlockManager: BlockManagerId(driver, windows10.microdone.cn, 59392, None) Exception in thread "main" java.lang.IllegalArgumentException: 测试数据中不包含 features 列,请检查数据! at car.LoadModelRideHailing$.main(LoadModelRideHailing.scala:23) at car.LoadModelRideHailing.main(LoadModelRideHailing.scala) 进程已结束,退出代码为 1 package car import org.apache.spark.ml.classification.{LogisticRegressionModel, RandomForestClassificationModel} import org.apache.spark.ml.evaluation.MulticlassClassificationEvaluator import org.apache.spark.sql.{SparkSession, functions => F} object LoadModelRideHailing { def main(args: Array[String]): Unit = { val spark = SparkSession.builder() .master("local[3]") .appName("LoadModelRideHailing") .getOrCreate() spark.sparkContext.setLogLevel("Error") // 使用经过特征工程处理后的测试数据 val TestData = spark.read.option("header", "true").csv("C:\\Users\\wyatt\\Documents\\ride_hailing_test_data.csv") // 将 label 列转换为数值类型 val testDataWithNumericLabel = TestData.withColumn("label", F.col("label").cast("double")) // 检查 features 列是否存在 if (!testDataWithNumericLabel.columns.contains("features")) { throw new IllegalArgumentException("测试数据中不包含 features 列,请检查数据!") } // 修正后的模型路径(确保文件夹存在且包含元数据) val LogisticModel = LogisticRegressionModel.load("C:\\Users\\wyatt\\Documents\\ride_hailing_logistic_model") // 示例路径 val LogisticPre = LogisticModel.transform(testDataWithNumericLabel) val LogisticAcc = new MulticlassClassificationEvaluator() .setLabelCol("label") .setPredictionCol("prediction") .setMetricName("accuracy") .evaluate(LogisticPre) println("逻辑回归模型后期数据准确率:" + LogisticAcc) // 随机森林模型路径同步修正 val RandomForest = RandomForestClassificationModel.load("C:\\Users\\wyatt\\Documents\\ride_hailing_random_forest_model") // 示例路径 val RandomForestPre = RandomForest.transform(testDataWithNumericLabel) val RandomForestAcc = new MulticlassClassificationEvaluator() .setLabelCol("label") .setPredictionCol("prediction") .setMetricName("accuracy") .evaluate(RandomForestPre) println("随机森林模型后期数据准确率:" + RandomForestAcc) spark.stop() } }
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06-09
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