Flink操练（四十五）之迟到元素发送到单例模式侧输出流

　　关键代码WindowedStreamString，Integer，TimeWindowoutputLateDatasource。keyBy（v1）。window（TumblingEventTimeWindows。of（Time。seconds（5）））。sideOutputLateData（newOutputTagString（late）｛｝）；SingleOutputStreamOperatorStringresultoutputLateData。process（newProcessWindowFunctionString，String，Integer，TimeWindow（）｛Overridepublicvoidprocess（Integerinteger，Contextcontext，IterableStringelements，CollectorStringout）throwsException｛out。collect（窗口中共有：elements。spliterator（）。getExactSizeIfKnown（））；｝｝）；result。print（）；完整代码packageday05；importorg。apache。flink。streaming。api。datastream。DataStreamSource；importorg。apache。flink。streaming。api。datastream。SingleOutputStreamOperator；importorg。apache。flink。streaming。api。datastream。WindowedStream；importorg。apache。flink。streaming。api。environment。StreamExecutionEnvironment；importorg。apache。flink。streaming。api。functions。source。SourceFunction；importorg。apache。flink。streaming。api。functions。windowing。ProcessWindowFunction；importorg。apache。flink。streaming。api。watermark。Watermark；importorg。apache。flink。streaming。api。windowing。assigners。TumblingEventTimeWindows；importorg。apache。flink。streaming。api。windowing。time。Time；importorg。apache。flink。streaming。api。windowing。windows。TimeWindow；importorg。apache。flink。util。Collector；importorg。apache。flink。util。OutputTag；program：bigDatalearndescription：侧输出标签是单例模式author：Mr。逗create：2021092414：21publicclassSingleBySideOutput｛publicstaticvoidmain（String〔〕args）｛StreamExecutionEnvironmentenvStreamExecutionEnvironment。getExecutionEnvironment（）；env。setParallelism（1）；DataStreamSourceStringsourceenv。addSource（newSourceFunctionString（）｛Overridepublicvoidrun（SourceContextStringctx）throwsException｛ctx。collectWithTimestamp（a，1000L）；ctx。emitWatermark（newWatermark（999L））；ctx。collectWithTimestamp（a，2000L）；ctx。emitWatermark（newWatermark（1999L））；ctx。collectWithTimestamp（a，4000L）；ctx。emitWatermark（newWatermark（4999L））；ctx。collectWithTimestamp（a，3000L）；｝Overridepublicvoidcancel（）｛｝｝）；WindowedStreamString，Integer，TimeWindowoutputLateDatasource。keyBy（v1）。window（TumblingEventTimeWindows。of（Time。seconds（5）））。sideOutputLateData（newOutputTagString（late）｛｝）；SingleOutputStreamOperatorStringresultoutputLateData。process（newProcessWindowFunctionString，String，Integer，TimeWindow（）｛Overridepublicvoidprocess（Integerinteger，Contextcontext，IterableStringelements，CollectorStringout）throwsException｛out。collect（窗口中共有：elements。spliterator（）。getExactSizeIfKnown（））；｝｝）；result。print（）；result。getSideOutput（newOutputTagString（late）｛｝）。print（late：）；StringnameSingleBySideOutput。class。getName（）；try｛env。execute（name）；｝catch（Exceptione）｛e。printStackTrace（）；｝｝｝结果展示C：ProgramFilesJavajdk1。8。0191binjava。exejavaagent：F：appIntelliJIDEA2019。3。3libideart。jar63387：F：appIntelliJIDEA2019。3。3binDfile。encodingUTF8classpathC：ProgramFilesJavajdk1。8。0191jrelibcharsets。jar；C：ProgramFilesJavajdk1。8。0191jrelibdeploy。jar；C：ProgramFilesJavajdk1。8。0191jrelibextaccessbridge64。jar；C：ProgramFilesJavajdk1。8。0191jrelibextcldrdata。jar；C：ProgramFilesJavajdk1。8。0191jrelibextdnsns。jar；C：ProgramFilesJavajdk1。8。0191jrelibextjaccess。jar；C：ProgramFilesJavajdk1。8。0191jrelibextjfxrt。jar；C：ProgramFilesJavajdk1。8。0191jrelibextlocaledata。jar；C：ProgramFilesJavajdk1。8。0191jrelibextashorn。jar；C：ProgramFilesJavajdk1。8。0191jrelibextsunec。jar；C：ProgramFilesJavajdk1。8。0191jrelibextsunjceprovider。jar；C：ProgramFilesJavajdk1。8。0191jrelibextsunmscapi。jar；C：ProgramFilesJavajdk1。8。0191jrelibextsunpkcs11。jar；C：ProgramFilesJavajdk1。8。0191jrelibextzipfs。jar；C：ProgramFilesJavajdk1。8。0191jrelibjavaws。jar；C：ProgramFilesJavajdk1。8。0191jrelibjce。jar；C：ProgramFilesJavajdk1。8。0191jrelibjfr。jar；C：ProgramFilesJavajdk1。8。0191jrelibjfxswt。jar；C：ProgramFilesJavajdk1。8。0191jrelibjsse。jar；C：ProgramFilesJavajdk1。8。0191jrelibmanagementagent。jar；C：ProgramFilesJavajdk1。8。0191jrelibplugin。jar；C：ProgramFilesJavajdk1。8。0191jrelibresources。jar；C：ProgramFilesJavajdk1。8。0191jrelibrt。jar；G：bigDatalearnFlinklearnargetclasses；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkjava1。13。0flinkjava1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkcore1。13。0flinkcore1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkannotations1。13。0flinkannotations1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkmetricscore1。13。0flinkmetricscore1。13。0。jar；G：appapachemaven3。6。3mavenrepositorycomesotericsoftwarekryokryo2。24。0kryo2。24。0。jar；G：appapachemaven3。6。3mavenrepositorycomesotericsoftwareminlogminlog1。2minlog1。2。jar；G：appapachemaven3。6。3mavenrepositoryorgobjenesisobjenesis2。1objenesis2。1。jar；G：appapachemaven3。6。3mavenrepositorycommonscollectionscommonscollections3。2。2commonscollections3。2。2。jar；G：appapachemaven3。6。3mavenrepositoryorgapachecommonscommonscompress1。20commonscompress1。20。jar；G：appapachemaven3。6。3mavenrepositoryorgapachecommonscommonslang33。3。2commonslang33。3。2。jar；G：appapachemaven3。6。3mavenrepositoryorgapachecommonscommonsmath33。5commonsmath33。5。jar；G：appapachemaven3。6。3mavenrepositoryorgslf4jslf4japi1。7。15slf4japi1。7。15。jar；G：appapachemaven3。6。3mavenrepositorycomgooglecodefindbugsjsr3051。3。9jsr3051。3。9。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkforceshading1。13。0forceshading1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkstreamingjava2。121。13。0flinkstreamingjava2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkfilesinkcommon1。13。0flinkfilesinkcommon1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkruntime2。121。13。0flinkruntime2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkqueryablestateclientjava1。13。0flinkqueryablestateclientjava1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkhadoopfs1。13。0flinkhadoopfs1。13。0。jar；G：appapachemaven3。6。3mavenrepositorycommonsiocommonsio2。7commonsio2。7。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkshadednetty4。1。49。Final13。0flinkshadednetty4。1。49。Final13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkshadedjackson2。12。113。0flinkshadedjackson2。12。113。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkshadedzookeeper33。4。1413。0flinkshadedzookeeper33。4。1413。0。jar；G：appapachemaven3。6。3mavenrepositoryorgjavassistjavassist3。24。0GAjavassist3。24。0GA。jar；G：appapachemaven3。6。3mavenrepositorycomypesafeakkaakkaactor2。122。5。21akkaactor2。122。5。21。jar；G：appapachemaven3。6。3mavenrepositorycomypesafeconfig1。3。3config1。3。3。jar；G：appapachemaven3。6。3mavenrepositoryorgscalalangmodulesscalajava8compat2。12。8。0scalajava8compat2。120。8。0。jar；G：appapachemaven3。6。3mavenrepositorycomypesafeakkaakkastream2。122。5。21akkastream2。122。5。21。jar；G：appapachemaven3。6。3mavenrepositoryorgreactivestreamsreactivestreams1。0。2reactivestreams1。0。2。jar；G：appapachemaven3。6。3mavenrepositorycomypesafesslconfigcore2。12。3。7sslconfigcore2。120。3。7。jar；G：appapachemaven3。6。3mavenrepositoryorgscalalangmodulesscalaparsercombinators2。121。1。1scalaparsercombinators2。121。1。1。jar；G：appapachemaven3。6。3mavenrepositorycomypesafeakkaakkaprotobuf2。122。5。21akkaprotobuf2。122。5。21。jar；G：appapachemaven3。6。3mavenrepositorycomypesafeakkaakkaslf4j2。122。5。21akkaslf4j2。122。5。21。jar；G：appapachemaven3。6。3mavenrepositoryorgclappergrizzledslf4j2。121。3。2grizzledslf4j2。121。3。2。jar；G：appapachemaven3。6。3mavenrepositorycomgithubscoptscopt2。123。5。0scopt2。123。5。0。jar；G：appapachemaven3。6。3mavenrepositoryorgxerialsnappysnappyjava1。1。8。3snappyjava1。1。8。3。jar；G：appapachemaven3。6。3mavenrepositorycomwitterchill2。12。7。6chill2。120。7。6。jar；G：appapachemaven3。6。3mavenrepositorycomwitterchilljava。7。6chilljava0。7。6。jar；G：appapachemaven3。6。3mavenrepositoryorglz4lz4java1。6。0lz4java1。6。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkshadedguava18。013。0flinkshadedguava18。013。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkclients2。121。13。0flinkclients2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkoptimizer2。121。13。0flinkoptimizer2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositorycommonsclicommonscli1。3。1commonscli1。3。1。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinktableapijavabridge2。121。13。0flinktableapijavabridge2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinktableapijava1。13。0flinktableapijava1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinktableplannerblink2。121。13。0flinktableplannerblink2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinktableapiscala2。121。13。0flinktableapiscala2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinktableapiscalabridge2。121。13。0flinktableapiscalabridge2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinktableruntimeblink2。121。13。0flinktableruntimeblink2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgcodehausjaninojanino3。0。11janino3。0。11。jar；G：appapachemaven3。6。3mavenrepositoryorgcodehausjaninocommonscompiler3。0。11commonscompiler3。0。11。jar；G：appapachemaven3。6。3mavenrepositoryorgapachecalciteavaticaavaticacore1。17。0avaticacore1。17。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkstreamingscala2。121。13。0flinkstreamingscala2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkscala2。121。13。0flinkscala2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgscalalangscalareflect2。12。7scalareflect2。12。7。jar；G：appapachemaven3。6。3mavenrepositoryorgscalalangscalalibrary2。12。7scalalibrary2。12。7。jar；G：appapachemaven3。6。3mavenrepositoryorgscalalangscalacompiler2。12。7scalacompiler2。12。7。jar；G：appapachemaven3。6。3mavenrepositoryorgscalalangmodulesscalaxml2。121。0。6scalaxml2。121。0。6。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinktablecommon1。13。0flinktablecommon1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkconnectorfiles1。13。0flinkconnectorfiles1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkshadedasm77。113。0flinkshadedasm77。113。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkcep2。121。13。0flinkcep2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkcsv1。13。0flinkcsv1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkconnectorkafka2。121。13。0flinkconnectorkafka2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapachekafkakafkaclients2。4。1kafkaclients2。4。1。jar；G：appapachemaven3。6。3mavenrepositorycomgithublubenzstdjni1。4。31zstdjni1。4。31。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkconnectorbase1。13。0flinkconnectorbase1。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapachebahirflinkconnectorredis2。111。0flinkconnectorredis2。111。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkstreamingjava2。111。2。0flinkstreamingjava2。111。2。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkruntime2。111。2。0flinkruntime2。111。2。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkshadedhadoop21。2。0flinkshadedhadoop21。2。0。jar；G：appapachemaven3。6。3mavenrepositoryorgukaanixz1。0xz1。0。jar；G：appapachemaven3。6。3mavenrepositoryxmlencxmlenc。52xmlenc0。52。jar；G：appapachemaven3。6。3mavenrepositorycommonscodeccommonscodec1。4commonscodec1。4。jar；G：appapachemaven3。6。3mavenrepositorycommonsnetcommonsnet3。1commonsnet3。1。jar；G：appapachemaven3。6。3mavenrepositoryjavaxservletservletapi2。5servletapi2。5。jar；G：appapachemaven3。6。3mavenrepositoryorgmortbayjettyjettyutil6。1。26jettyutil6。1。26。jar；G：appapachemaven3。6。3mavenrepositorycomsunjerseyjerseycore1。9jerseycore1。9。jar；G：appapachemaven3。6。3mavenrepositorycommonselcommonsel1。0commonsel1。0。jar；G：appapachemaven3。6。3mavenrepositorycommonsloggingcommonslogging1。1。3commonslogging1。1。3。jar；G：appapachemaven3。6。3mavenrepositorycomjamesmurtyutilsjavaxmlbuilder。4javaxmlbuilder0。4。jar；G：appapachemaven3。6。3mavenrepositorycommonslangcommonslang2。6commonslang2。6。jar；G：appapachemaven3。6。3mavenrepositorycommonsconfigurationcommonsconfiguration1。7commonsconfiguration1。7。jar；G：appapachemaven3。6。3mavenrepositorycommonsdigestercommonsdigester1。8。1commonsdigester1。8。1。jar；G：appapachemaven3。6。3mavenrepositoryorgcodehausjacksonjacksoncoreasl1。8。8jacksoncoreasl1。8。8。jar；G：appapachemaven3。6。3mavenrepositoryorgcodehausjacksonjacksonmapperasl1。8。8jacksonmapperasl1。8。8。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheavroavro1。7。7avro1。7。7。jar；G：appapachemaven3。6。3mavenrepositorycomhoughtworksparanamerparanamer2。3paranamer2。3。jar；G：appapachemaven3。6。3mavenrepositorycomjcraftjsch。1。42jsch0。1。42。jar；G：appapachemaven3。6。3mavenrepositorycommonsbeanutilscommonsbeanutilsbeancollections1。8。3commonsbeanutilsbeancollections1。8。3。jar；G：appapachemaven3。6。3mavenrepositorycommonsdaemoncommonsdaemon1。0。13commonsdaemon1。0。13。jar；G：appapachemaven3。6。3mavenrepositoryjavaxxmlbindjaxbapi2。2。2jaxbapi2。2。2。jar；G：appapachemaven3。6。3mavenrepositoryjavaxxmlstreamstaxapi1。02staxapi1。02。jar；G：appapachemaven3。6。3mavenrepositoryjavaxactivationactivation1。1activation1。1。jar；G：appapachemaven3。6。3mavenrepositoryioettyettyall4。0。27。Finalettyall4。0。27。Final。jar；G：appapachemaven3。6。3mavenrepositorycomdataartisansflakkaactor2。112。3customflakkaactor2。112。3custom。jar；G：appapachemaven3。6。3mavenrepositorycomdataartisansflakkaremote2。112。3customflakkaremote2。112。3custom。jar；G：appapachemaven3。6。3mavenrepositoryioettyetty3。8。0。Finaletty3。8。0。Final。jar；G：appapachemaven3。6。3mavenrepositoryorguncommonsmathsuncommonsmaths1。2。2auncommonsmaths1。2。2a。jar；G：appapachemaven3。6。3mavenrepositorycomdataartisansflakkaslf4j2。112。3customflakkaslf4j2。112。3custom。jar；G：appapachemaven3。6。3mavenrepositoryorgclappergrizzledslf4j2。111。0。2grizzledslf4j2。111。0。2。jar；G：appapachemaven3。6。3mavenrepositorycomgithubscoptscopt2。113。2。0scopt2。113。2。0。jar；G：appapachemaven3。6。3mavenrepositorycomfasterxmljacksoncorejacksoncore2。7。4jacksoncore2。7。4。jar；G：appapachemaven3。6。3mavenrepositorycomfasterxmljacksoncorejacksondatabind2。7。4jacksondatabind2。7。4。jar；G：appapachemaven3。6。3mavenrepositorycomfasterxmljacksoncorejacksonannotations2。7。0jacksonannotations2。7。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapachezookeeperzookeeper3。4。6zookeeper3。4。6。jar；G：appapachemaven3。6。3mavenrepositoryjlinejline。9。94jline0。9。94。jar；G：appapachemaven3。6。3mavenrepositoryjunitjunit3。8。1junit3。8。1。jar；G：appapachemaven3。6。3mavenrepositorycomwitterchill2。11。7。4chill2。110。7。4。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkclients2。111。2。0flinkclients2。111。2。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkoptimizer2。111。2。0flinkoptimizer2。111。2。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheslingorg。apache。sling。commons。json2。0。6org。apache。sling。commons。json2。0。6。jar；G：appapachemaven3。6。3mavenrepositorymysqlmysqlconnectorjava8。0。21mysqlconnectorjava8。0。21。jar；G：appapachemaven3。6。3mavenrepositorycomgoogleprotobufprotobufjava3。11。4protobufjava3。11。4。jar；G：appapachemaven3。6。3mavenrepositoryorgapacheflinkflinkconnectorjdbc2。121。13。0flinkconnectorjdbc2。121。13。0。jar；G：appapachemaven3。6。3mavenrepositoryorgslf4jslf4jlog4j121。7。30slf4jlog4j121。7。30。jar；G：appapachemaven3。6。3mavenrepositorylog4jlog4j1。2。17log4j1。2。17。jar；G：appapachemaven3。6。3mavenrepositoryorgapachelogginglog4jlog4jtoslf4j2。14。0log4jtoslf4j2。14。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapachelogginglog4jlog4japi2。14。0log4japi2。14。0。jar；G：appapachemaven3。6。3mavenrepositoryredisclientsjedis2。9。0jedis2。9。0。jar；G：appapachemaven3。6。3mavenrepositoryorgapachecommonscommonspool22。4。2commonspool22。4。2。jar；G：appapachemaven3。6。3mavenrepositorycomgooglecodegsongson2。8。5gson2。8。5。jarday05。SingleBySideOutputlog4j：WARNNoappenderscouldbefoundforlogger（org。apache。flink。api。java。ClosureCleaner）。log4j：WARNPleaseinitializethelog4jsystemproperly。log4j：WARNSeehttp：logging。apache。orglog4j1。2faq。htmlnoconfigformoreinfo。窗口中共有：3late：aProcessfinishedwithexitcode0