├── .idea
    ├── compiler.xml
    ├── encodings.xml
    ├── libraries
    │   ├── Maven__com_101tec_zkclient_0_8.xml
    │   ├── Maven__com_clearspring_analytics_stream_2_7_0.xml
    │   ├── Maven__com_esotericsoftware_kryo_shaded_3_0_3.xml
    │   ├── Maven__com_esotericsoftware_minlog_1_3_0.xml
    │   ├── Maven__com_fasterxml_jackson_core_jackson_annotations_2_6_5.xml
    │   ├── Maven__com_fasterxml_jackson_core_jackson_core_2_6_5.xml
    │   ├── Maven__com_fasterxml_jackson_core_jackson_databind_2_6_5.xml
    │   ├── Maven__com_fasterxml_jackson_module_jackson_module_paranamer_2_6_5.xml
    │   ├── Maven__com_fasterxml_jackson_module_jackson_module_scala_2_11_2_6_5.xml
    │   ├── Maven__com_google_code_findbugs_jsr305_1_3_9.xml
    │   ├── Maven__com_google_code_gson_gson_2_2_4.xml
    │   ├── Maven__com_google_guava_guava_16_0_1.xml
    │   ├── Maven__com_google_protobuf_protobuf_java_2_5_0.xml
    │   ├── Maven__com_jamesmurty_utils_java_xmlbuilder_1_0.xml
    │   ├── Maven__com_ning_compress_lzf_1_0_3.xml
    │   ├── Maven__com_thoughtworks_paranamer_paranamer_2_3.xml
    │   ├── Maven__com_twitter_chill_2_11_0_8_0.xml
    │   ├── Maven__com_twitter_chill_java_0_8_0.xml
    │   ├── Maven__com_yammer_metrics_metrics_core_2_2_0.xml
    │   ├── Maven__commons_beanutils_commons_beanutils_1_8_0.xml
    │   ├── Maven__commons_beanutils_commons_beanutils_core_1_8_0.xml
    │   ├── Maven__commons_cli_commons_cli_1_2.xml
    │   ├── Maven__commons_codec_commons_codec_1_8.xml
    │   ├── Maven__commons_collections_commons_collections_3_2_1.xml
    │   ├── Maven__commons_configuration_commons_configuration_1_6.xml
    │   ├── Maven__commons_digester_commons_digester_1_8.xml
    │   ├── Maven__commons_httpclient_commons_httpclient_3_1.xml
    │   ├── Maven__commons_io_commons_io_2_4.xml
    │   ├── Maven__commons_lang_commons_lang_2_5.xml
    │   ├── Maven__commons_logging_commons_logging_1_1_1.xml
    │   ├── Maven__commons_net_commons_net_2_2.xml
    │   ├── Maven__io_dropwizard_metrics_metrics_core_3_1_2.xml
    │   ├── Maven__io_dropwizard_metrics_metrics_graphite_3_1_2.xml
    │   ├── Maven__io_dropwizard_metrics_metrics_json_3_1_2.xml
    │   ├── Maven__io_dropwizard_metrics_metrics_jvm_3_1_2.xml
    │   ├── Maven__io_netty_netty_3_9_9_Final.xml
    │   ├── Maven__io_netty_netty_all_4_0_43_Final.xml
    │   ├── Maven__javax_activation_activation_1_1_1.xml
    │   ├── Maven__javax_annotation_javax_annotation_api_1_2.xml
    │   ├── Maven__javax_mail_mail_1_4_7.xml
    │   ├── Maven__javax_servlet_javax_servlet_api_3_1_0.xml
    │   ├── Maven__javax_validation_validation_api_1_1_0_Final.xml
    │   ├── Maven__javax_ws_rs_javax_ws_rs_api_2_0_1.xml
    │   ├── Maven__javax_xml_bind_jaxb_api_2_2_2.xml
    │   ├── Maven__javax_xml_stream_stax_api_1_0_2.xml
    │   ├── Maven__log4j_log4j_1_2_17.xml
    │   ├── Maven__mx4j_mx4j_3_0_2.xml
    │   ├── Maven__net_iharder_base64_2_3_8.xml
    │   ├── Maven__net_java_dev_jets3t_jets3t_0_9_3.xml
    │   ├── Maven__net_jpountz_lz4_lz4_1_3_0.xml
    │   ├── Maven__net_razorvine_pyrolite_4_13.xml
    │   ├── Maven__net_sf_ezmorph_ezmorph_1_0_6.xml
    │   ├── Maven__net_sf_json_lib_json_lib_jdk15_2_4.xml
    │   ├── Maven__net_sf_py4j_py4j_0_10_4.xml
    │   ├── Maven__org_apache_avro_avro_1_7_7.xml
    │   ├── Maven__org_apache_avro_avro_ipc_1_7_7.xml
    │   ├── Maven__org_apache_avro_avro_ipc_tests_1_7_7.xml
    │   ├── Maven__org_apache_avro_avro_mapred_hadoop2_1_7_7.xml
    │   ├── Maven__org_apache_commons_commons_compress_1_4_1.xml
    │   ├── Maven__org_apache_commons_commons_crypto_1_0_0.xml
    │   ├── Maven__org_apache_commons_commons_lang3_3_5.xml
    │   ├── Maven__org_apache_commons_commons_math3_3_4_1.xml
    │   ├── Maven__org_apache_commons_commons_pool2_2_4_2.xml
    │   ├── Maven__org_apache_curator_curator_client_2_6_0.xml
    │   ├── Maven__org_apache_curator_curator_framework_2_6_0.xml
    │   ├── Maven__org_apache_curator_curator_recipes_2_6_0.xml
    │   ├── Maven__org_apache_directory_api_api_asn1_api_1_0_0_M20.xml
    │   ├── Maven__org_apache_directory_api_api_util_1_0_0_M20.xml
    │   ├── Maven__org_apache_directory_server_apacheds_i18n_2_0_0_M15.xml
    │   ├── Maven__org_apache_directory_server_apacheds_kerberos_codec_2_0_0_M15.xml
    │   ├── Maven__org_apache_hadoop_hadoop_annotations_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_auth_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_client_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_common_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_hdfs_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_app_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_common_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_core_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_jobclient_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_shuffle_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_yarn_api_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_yarn_client_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_yarn_common_2_6_5.xml
    │   ├── Maven__org_apache_hadoop_hadoop_yarn_server_common_2_6_5.xml
    │   ├── Maven__org_apache_httpcomponents_httpclient_4_3_6.xml
    │   ├── Maven__org_apache_httpcomponents_httpcore_4_3_3.xml
    │   ├── Maven__org_apache_ivy_ivy_2_4_0.xml
    │   ├── Maven__org_apache_kafka_kafka_2_11_0_10_0_1.xml
    │   ├── Maven__org_apache_kafka_kafka_clients_0_10_0_1.xml
    │   ├── Maven__org_apache_spark_spark_core_2_11_2_2_0.xml
    │   ├── Maven__org_apache_spark_spark_launcher_2_11_2_2_0.xml
    │   ├── Maven__org_apache_spark_spark_network_common_2_11_2_2_0.xml
    │   ├── Maven__org_apache_spark_spark_network_shuffle_2_11_2_2_0.xml
    │   ├── Maven__org_apache_spark_spark_streaming_2_11_2_2_0.xml
    │   ├── Maven__org_apache_spark_spark_streaming_kafka_0_10_2_11_2_2_0.xml
    │   ├── Maven__org_apache_spark_spark_tags_2_11_2_2_0.xml
    │   ├── Maven__org_apache_spark_spark_unsafe_2_11_2_2_0.xml
    │   ├── Maven__org_apache_xbean_xbean_asm5_shaded_4_4.xml
    │   ├── Maven__org_apache_zookeeper_zookeeper_3_4_6.xml
    │   ├── Maven__org_bouncycastle_bcprov_jdk15on_1_51.xml
    │   ├── Maven__org_codehaus_jackson_jackson_core_asl_1_9_13.xml
    │   ├── Maven__org_codehaus_jackson_jackson_jaxrs_1_9_13.xml
    │   ├── Maven__org_codehaus_jackson_jackson_mapper_asl_1_9_13.xml
    │   ├── Maven__org_codehaus_jackson_jackson_xc_1_9_13.xml
    │   ├── Maven__org_codehaus_jettison_jettison_1_1.xml
    │   ├── Maven__org_fusesource_leveldbjni_leveldbjni_all_1_8.xml
    │   ├── Maven__org_glassfish_hk2_external_aopalliance_repackaged_2_4_0_b34.xml
    │   ├── Maven__org_glassfish_hk2_external_javax_inject_2_4_0_b34.xml
    │   ├── Maven__org_glassfish_hk2_hk2_api_2_4_0_b34.xml
    │   ├── Maven__org_glassfish_hk2_hk2_locator_2_4_0_b34.xml
    │   ├── Maven__org_glassfish_hk2_hk2_utils_2_4_0_b34.xml
    │   ├── Maven__org_glassfish_hk2_osgi_resource_locator_1_0_1.xml
    │   ├── Maven__org_glassfish_jersey_bundles_repackaged_jersey_guava_2_22_2.xml
    │   ├── Maven__org_glassfish_jersey_containers_jersey_container_servlet_2_22_2.xml
    │   ├── Maven__org_glassfish_jersey_containers_jersey_container_servlet_core_2_22_2.xml
    │   ├── Maven__org_glassfish_jersey_core_jersey_client_2_22_2.xml
    │   ├── Maven__org_glassfish_jersey_core_jersey_common_2_22_2.xml
    │   ├── Maven__org_glassfish_jersey_core_jersey_server_2_22_2.xml
    │   ├── Maven__org_glassfish_jersey_media_jersey_media_jaxb_2_22_2.xml
    │   ├── Maven__org_htrace_htrace_core_3_0_4.xml
    │   ├── Maven__org_javassist_javassist_3_18_1_GA.xml
    │   ├── Maven__org_json4s_json4s_ast_2_11_3_2_11.xml
    │   ├── Maven__org_json4s_json4s_core_2_11_3_2_11.xml
    │   ├── Maven__org_json4s_json4s_jackson_2_11_3_2_11.xml
    │   ├── Maven__org_mortbay_jetty_jetty_util_6_1_26.xml
    │   ├── Maven__org_objenesis_objenesis_2_1.xml
    │   ├── Maven__org_roaringbitmap_RoaringBitmap_0_5_11.xml
    │   ├── Maven__org_scala_lang_modules_scala_parser_combinators_2_11_1_0_4.xml
    │   ├── Maven__org_scala_lang_modules_scala_xml_2_11_1_0_1.xml
    │   ├── Maven__org_scala_lang_scala_compiler_2_11_0.xml
    │   ├── Maven__org_scala_lang_scala_library_2_11_8.xml
    │   ├── Maven__org_scala_lang_scala_reflect_2_11_7.xml
    │   ├── Maven__org_scala_lang_scalap_2_11_0.xml
    │   ├── Maven__org_slf4j_jcl_over_slf4j_1_7_16.xml
    │   ├── Maven__org_slf4j_jul_to_slf4j_1_7_16.xml
    │   ├── Maven__org_slf4j_slf4j_api_1_7_16.xml
    │   ├── Maven__org_slf4j_slf4j_log4j12_1_7_16.xml
    │   ├── Maven__org_spark_project_spark_unused_1_0_0.xml
    │   ├── Maven__org_tukaani_xz_1_0.xml
    │   ├── Maven__org_xerial_snappy_snappy_java_1_1_2_6.xml
    │   ├── Maven__oro_oro_2_0_8.xml
    │   ├── Maven__redis_clients_jedis_2_9_0.xml
    │   ├── Maven__stax_stax_api_1_0_1.xml
    │   ├── Maven__xerces_xercesImpl_2_9_1.xml
    │   ├── Maven__xml_apis_xml_apis_1_3_04.xml
    │   ├── Maven__xmlenc_xmlenc_0_52.xml
    │   └── scala_sdk_2_11_11.xml
    ├── misc.xml
    ├── modules.xml
    ├── scala_compiler.xml
    ├── uiDesigner.xml
    └── workspace.xml
├── ReadMe.txt
├── kafka_sparkStreaming_redis.iml
├── pom.xml
└── src
    └── main
        ├── resources
            └── log4j2.properties
        └── scala
            └── com
                └── imooc
                    ├── kafka
                        └── KafkaEventProducer.scala
                    ├── redis
                        ├── RedisUtils.scala
                        └── TestRedis.scala
                    └── streaming
                        └── UserClikAnalysis.scala


/.idea/compiler.xml:
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 1 | <?xml version="1.0" encoding="UTF-8"?>
 2 | <project version="4">
 3 |   <component name="CompilerConfiguration">
 4 |     <annotationProcessing>
 5 |       <profile name="Maven default annotation processors profile" enabled="true">
 6 |         <sourceOutputDir name="target/generated-sources/annotations" />
 7 |         <sourceTestOutputDir name="target/generated-test-sources/test-annotations" />
 8 |         <outputRelativeToContentRoot value="true" />
 9 |         <module name="kafka_sparkStreaming_redis" />
10 |       </profile>
11 |     </annotationProcessing>
12 |     <bytecodeTargetLevel>
13 |       <module name="kafka_sparkStreaming_redis" target="1.8" />
14 |     </bytecodeTargetLevel>
15 |   </component>
16 | </project>


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/.idea/encodings.xml:
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1 | <?xml version="1.0" encoding="UTF-8"?>
2 | <project version="4">
3 |   <component name="Encoding">
4 |     <file url="file://$PROJECT_DIR$" charset="UTF-8" />
5 |   </component>
6 | </project>


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/.idea/libraries/Maven__com_101tec_zkclient_0_8.xml:
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 1 | <component name="libraryTable">
 2 |   <library name="Maven: com.101tec:zkclient:0.8">
 3 |     <CLASSES>
 4 |       <root url="jar://$USER_HOME$/.m2/repository/com/101tec/zkclient/0.8/zkclient-0.8.jar!/" />
 5 |     </CLASSES>
 6 |     <JAVADOC>
 7 |       <root url="jar://$USER_HOME$/.m2/repository/com/101tec/zkclient/0.8/zkclient-0.8-javadoc.jar!/" />
 8 |     </JAVADOC>
 9 |     <SOURCES>
10 |       <root url="jar://$USER_HOME$/.m2/repository/com/101tec/zkclient/0.8/zkclient-0.8-sources.jar!/" />
11 |     </SOURCES>
12 |   </library>
13 | </component>


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/.idea/libraries/Maven__com_clearspring_analytics_stream_2_7_0.xml:
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 1 | <component name="libraryTable">
 2 |   <library name="Maven: com.clearspring.analytics:stream:2.7.0">
 3 |     <CLASSES>
 4 |       <root url="jar://$USER_HOME$/.m2/repository/com/clearspring/analytics/stream/2.7.0/stream-2.7.0.jar!/" />
 5 |     </CLASSES>
 6 |     <JAVADOC>
 7 |       <root url="jar://$USER_HOME$/.m2/repository/com/clearspring/analytics/stream/2.7.0/stream-2.7.0-javadoc.jar!/" />
 8 |     </JAVADOC>
 9 |     <SOURCES>
10 |       <root url="jar://$USER_HOME$/.m2/repository/com/clearspring/analytics/stream/2.7.0/stream-2.7.0-sources.jar!/" />
11 |     </SOURCES>
12 |   </library>
13 | </component>


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/.idea/libraries/Maven__com_esotericsoftware_kryo_shaded_3_0_3.xml:
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 1 | <component name="libraryTable">
 2 |   <library name="Maven: com.esotericsoftware:kryo-shaded:3.0.3">
 3 |     <CLASSES>
 4 |       <root url="jar://$USER_HOME$/.m2/repository/com/esotericsoftware/kryo-shaded/3.0.3/kryo-shaded-3.0.3.jar!/" />
 5 |     </CLASSES>
 6 |     <JAVADOC>
 7 |       <root url="jar://$USER_HOME$/.m2/repository/com/esotericsoftware/kryo-shaded/3.0.3/kryo-shaded-3.0.3-javadoc.jar!/" />
 8 |     </JAVADOC>
 9 |     <SOURCES>
10 |       <root url="jar://$USER_HOME$/.m2/repository/com/esotericsoftware/kryo-shaded/3.0.3/kryo-shaded-3.0.3-sources.jar!/" />
11 |     </SOURCES>
12 |   </library>
13 | </component>


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/.idea/libraries/Maven__com_esotericsoftware_minlog_1_3_0.xml:
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 1 | <component name="libraryTable">
 2 |   <library name="Maven: com.esotericsoftware:minlog:1.3.0">
 3 |     <CLASSES>
 4 |       <root url="jar://$USER_HOME$/.m2/repository/com/esotericsoftware/minlog/1.3.0/minlog-1.3.0.jar!/" />
 5 |     </CLASSES>
 6 |     <JAVADOC>
 7 |       <root url="jar://$USER_HOME$/.m2/repository/com/esotericsoftware/minlog/1.3.0/minlog-1.3.0-javadoc.jar!/" />
 8 |     </JAVADOC>
 9 |     <SOURCES>
10 |       <root url="jar://$USER_HOME$/.m2/repository/com/esotericsoftware/minlog/1.3.0/minlog-1.3.0-sources.jar!/" />
11 |     </SOURCES>
12 |   </library>
13 | </component>


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/.idea/libraries/Maven__com_fasterxml_jackson_core_jackson_annotations_2_6_5.xml:
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 1 | <component name="libraryTable">
 2 |   <library name="Maven: com.fasterxml.jackson.core:jackson-annotations:2.6.5">
 3 |     <CLASSES>
 4 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/core/jackson-annotations/2.6.5/jackson-annotations-2.6.5.jar!/" />
 5 |     </CLASSES>
 6 |     <JAVADOC>
 7 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/core/jackson-annotations/2.6.5/jackson-annotations-2.6.5-javadoc.jar!/" />
 8 |     </JAVADOC>
 9 |     <SOURCES>
10 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/core/jackson-annotations/2.6.5/jackson-annotations-2.6.5-sources.jar!/" />
11 |     </SOURCES>
12 |   </library>
13 | </component>


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 1 | <component name="libraryTable">
 2 |   <library name="Maven: com.fasterxml.jackson.core:jackson-core:2.6.5">
 3 |     <CLASSES>
 4 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/core/jackson-core/2.6.5/jackson-core-2.6.5.jar!/" />
 5 |     </CLASSES>
 6 |     <JAVADOC>
 7 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/core/jackson-core/2.6.5/jackson-core-2.6.5-javadoc.jar!/" />
 8 |     </JAVADOC>
 9 |     <SOURCES>
10 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/core/jackson-core/2.6.5/jackson-core-2.6.5-sources.jar!/" />
11 |     </SOURCES>
12 |   </library>
13 | </component>


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 1 | <component name="libraryTable">
 2 |   <library name="Maven: com.fasterxml.jackson.core:jackson-databind:2.6.5">
 3 |     <CLASSES>
 4 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/core/jackson-databind/2.6.5/jackson-databind-2.6.5.jar!/" />
 5 |     </CLASSES>
 6 |     <JAVADOC>
 7 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/core/jackson-databind/2.6.5/jackson-databind-2.6.5-javadoc.jar!/" />
 8 |     </JAVADOC>
 9 |     <SOURCES>
10 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/core/jackson-databind/2.6.5/jackson-databind-2.6.5-sources.jar!/" />
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12 |   </library>
13 | </component>


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 1 | <component name="libraryTable">
 2 |   <library name="Maven: com.fasterxml.jackson.module:jackson-module-paranamer:2.6.5">
 3 |     <CLASSES>
 4 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/module/jackson-module-paranamer/2.6.5/jackson-module-paranamer-2.6.5.jar!/" />
 5 |     </CLASSES>
 6 |     <JAVADOC>
 7 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/module/jackson-module-paranamer/2.6.5/jackson-module-paranamer-2.6.5-javadoc.jar!/" />
 8 |     </JAVADOC>
 9 |     <SOURCES>
10 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/module/jackson-module-paranamer/2.6.5/jackson-module-paranamer-2.6.5-sources.jar!/" />
11 |     </SOURCES>
12 |   </library>
13 | </component>


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/.idea/libraries/Maven__com_fasterxml_jackson_module_jackson_module_scala_2_11_2_6_5.xml:
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 1 | <component name="libraryTable">
 2 |   <library name="Maven: com.fasterxml.jackson.module:jackson-module-scala_2.11:2.6.5">
 3 |     <CLASSES>
 4 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/module/jackson-module-scala_2.11/2.6.5/jackson-module-scala_2.11-2.6.5.jar!/" />
 5 |     </CLASSES>
 6 |     <JAVADOC>
 7 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/module/jackson-module-scala_2.11/2.6.5/jackson-module-scala_2.11-2.6.5-javadoc.jar!/" />
 8 |     </JAVADOC>
 9 |     <SOURCES>
10 |       <root url="jar://$USER_HOME$/.m2/repository/com/fasterxml/jackson/module/jackson-module-scala_2.11/2.6.5/jackson-module-scala_2.11-2.6.5-sources.jar!/" />
11 |     </SOURCES>
12 |   </library>
13 | </component>


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/.idea/libraries/Maven__com_google_code_findbugs_jsr305_1_3_9.xml:
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 1 | <component name="libraryTable">
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/ReadMe.txt:
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 1 | kafka+spark Streaming +redis
 2 | ===================================
 3 | 
 4 |     手机客户端会收集用户的行为事件（我们以点击事件为例），将数据发送到数据服务器，我们假设这里直接进入到Kafka消息队列
 5 |     后端的实时服务会从Kafka消费数据，将数据读出来并进行实时分析，这里选择Spark Streaming，因为Spark Streaming提供了与Kafka整合的内置支持
 6 |     经过Spark Streaming实时计算程序分析，将结果写入Redis，可以实时获取用户的行为数据，并可以导出进行离线综合统计分析
 7 | 
 8 | 1.KafkaEventProducer
 9 |     首先，写了一个Kafka Producer模拟程序，用来模拟向Kafka实时写入用户行为的事件数据，数据是JSON格式
10 | 
11 | 一个事件包含4个字段：
12 |     uid：用户编号
13 |     event_time：事件发生时间戳
14 |     os_type：手机App操作系统类型
15 |     click_count：点击次数
16 | 
17 | 2.RedisUtils
18 | 
19 | Jedis客户端来操作Redis，将分组计数结果数据累加写入Redis存储，如果其他系统需要实时获取该数据，直接从Redis实时读取即可
20 | 
21 |    在Spark集群环境部署Application后，在进行计算的时候会将作用于RDD数据集上的函数（Functions）发送到集群中Worker上的Executor上（在Spark Streaming中是作用于DStream的操作），
22 | 那么这些函数操作所作用的对象（Elements）必须是可序列化的，通过Scala也可以使用lazy引用来解决，否则这些对象（Elements）在跨节点序列化传输后，
23 | 无法正确地执行反序列化重构成实际可用的对象。上面代码我们使用lazy引用（Lazy Reference）来实现的
24 | 
25 | 
26 | 3.UserClikAnalysis
27 |     现实时统计每个用户的点击次数，它是按照用户分组进行累加次数，逻辑比较简单，关键是在实现过程中要注意一些问题，如对象序列化等。先看实现代码


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/kafka_sparkStreaming_redis.iml:
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  7 |       <sourceFolder url="file://$MODULE_DIR$/src/main/scala" isTestSource="false" />
  8 |       <sourceFolder url="file://$MODULE_DIR$/src/main/resources" type="java-resource" />
  9 |       <sourceFolder url="file://$MODULE_DIR$/src/test/resources" type="java-test-resource" />
 10 |       <sourceFolder url="file://$MODULE_DIR$/src/test/scala" isTestSource="true" />
 11 |       <excludeFolder url="file://$MODULE_DIR$/target" />
 12 |     </content>
 13 |     <orderEntry type="inheritedJdk" />
 14 |     <orderEntry type="sourceFolder" forTests="false" />
 15 |     <orderEntry type="library" name="scala-sdk-2.11.11" level="project" />
 16 |     <orderEntry type="library" name="Maven: org.apache.spark:spark-core_2.11:2.2.0" level="project" />
 17 |     <orderEntry type="library" name="Maven: org.apache.avro:avro:1.7.7" level="project" />
 18 |     <orderEntry type="library" name="Maven: org.codehaus.jackson:jackson-core-asl:1.9.13" level="project" />
 19 |     <orderEntry type="library" name="Maven: org.codehaus.jackson:jackson-mapper-asl:1.9.13" level="project" />
 20 |     <orderEntry type="library" name="Maven: com.thoughtworks.paranamer:paranamer:2.3" level="project" />
 21 |     <orderEntry type="library" name="Maven: org.apache.commons:commons-compress:1.4.1" level="project" />
 22 |     <orderEntry type="library" name="Maven: org.tukaani:xz:1.0" level="project" />
 23 |     <orderEntry type="library" name="Maven: org.apache.avro:avro-mapred:hadoop2:1.7.7" level="project" />
 24 |     <orderEntry type="library" name="Maven: org.apache.avro:avro-ipc:1.7.7" level="project" />
 25 |     <orderEntry type="library" name="Maven: org.apache.avro:avro-ipc:tests:1.7.7" level="project" />
 26 |     <orderEntry type="library" name="Maven: com.twitter:chill_2.11:0.8.0" level="project" />
 27 |     <orderEntry type="library" name="Maven: com.esotericsoftware:kryo-shaded:3.0.3" level="project" />
 28 |     <orderEntry type="library" name="Maven: com.esotericsoftware:minlog:1.3.0" level="project" />
 29 |     <orderEntry type="library" name="Maven: org.objenesis:objenesis:2.1" level="project" />
 30 |     <orderEntry type="library" name="Maven: com.twitter:chill-java:0.8.0" level="project" />
 31 |     <orderEntry type="library" name="Maven: org.apache.xbean:xbean-asm5-shaded:4.4" level="project" />
 32 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-client:2.6.5" level="project" />
 33 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-common:2.6.5" level="project" />
 34 |     <orderEntry type="library" name="Maven: commons-cli:commons-cli:1.2" level="project" />
 35 |     <orderEntry type="library" name="Maven: xmlenc:xmlenc:0.52" level="project" />
 36 |     <orderEntry type="library" name="Maven: commons-httpclient:commons-httpclient:3.1" level="project" />
 37 |     <orderEntry type="library" name="Maven: commons-io:commons-io:2.4" level="project" />
 38 |     <orderEntry type="library" name="Maven: commons-configuration:commons-configuration:1.6" level="project" />
 39 |     <orderEntry type="library" name="Maven: commons-digester:commons-digester:1.8" level="project" />
 40 |     <orderEntry type="library" name="Maven: commons-beanutils:commons-beanutils-core:1.8.0" level="project" />
 41 |     <orderEntry type="library" name="Maven: com.google.protobuf:protobuf-java:2.5.0" level="project" />
 42 |     <orderEntry type="library" name="Maven: com.google.code.gson:gson:2.2.4" level="project" />
 43 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-auth:2.6.5" level="project" />
 44 |     <orderEntry type="library" name="Maven: org.apache.directory.server:apacheds-kerberos-codec:2.0.0-M15" level="project" />
 45 |     <orderEntry type="library" name="Maven: org.apache.directory.server:apacheds-i18n:2.0.0-M15" level="project" />
 46 |     <orderEntry type="library" name="Maven: org.apache.directory.api:api-asn1-api:1.0.0-M20" level="project" />
 47 |     <orderEntry type="library" name="Maven: org.apache.directory.api:api-util:1.0.0-M20" level="project" />
 48 |     <orderEntry type="library" name="Maven: org.apache.curator:curator-client:2.6.0" level="project" />
 49 |     <orderEntry type="library" name="Maven: org.htrace:htrace-core:3.0.4" level="project" />
 50 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-hdfs:2.6.5" level="project" />
 51 |     <orderEntry type="library" name="Maven: org.mortbay.jetty:jetty-util:6.1.26" level="project" />
 52 |     <orderEntry type="library" name="Maven: xerces:xercesImpl:2.9.1" level="project" />
 53 |     <orderEntry type="library" name="Maven: xml-apis:xml-apis:1.3.04" level="project" />
 54 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-mapreduce-client-app:2.6.5" level="project" />
 55 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-mapreduce-client-common:2.6.5" level="project" />
 56 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-yarn-client:2.6.5" level="project" />
 57 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-yarn-server-common:2.6.5" level="project" />
 58 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-mapreduce-client-shuffle:2.6.5" level="project" />
 59 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-yarn-api:2.6.5" level="project" />
 60 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-mapreduce-client-core:2.6.5" level="project" />
 61 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-yarn-common:2.6.5" level="project" />
 62 |     <orderEntry type="library" name="Maven: javax.xml.bind:jaxb-api:2.2.2" level="project" />
 63 |     <orderEntry type="library" name="Maven: javax.xml.stream:stax-api:1.0-2" level="project" />
 64 |     <orderEntry type="library" name="Maven: org.codehaus.jackson:jackson-jaxrs:1.9.13" level="project" />
 65 |     <orderEntry type="library" name="Maven: org.codehaus.jackson:jackson-xc:1.9.13" level="project" />
 66 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-mapreduce-client-jobclient:2.6.5" level="project" />
 67 |     <orderEntry type="library" name="Maven: org.apache.hadoop:hadoop-annotations:2.6.5" level="project" />
 68 |     <orderEntry type="library" name="Maven: org.apache.spark:spark-launcher_2.11:2.2.0" level="project" />
 69 |     <orderEntry type="library" name="Maven: org.apache.spark:spark-network-common_2.11:2.2.0" level="project" />
 70 |     <orderEntry type="library" name="Maven: org.fusesource.leveldbjni:leveldbjni-all:1.8" level="project" />
 71 |     <orderEntry type="library" name="Maven: com.fasterxml.jackson.core:jackson-annotations:2.6.5" level="project" />
 72 |     <orderEntry type="library" name="Maven: org.apache.spark:spark-network-shuffle_2.11:2.2.0" level="project" />
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 76 |     <orderEntry type="library" name="Maven: org.apache.httpcomponents:httpclient:4.3.6" level="project" />
 77 |     <orderEntry type="library" name="Maven: commons-codec:commons-codec:1.8" level="project" />
 78 |     <orderEntry type="library" name="Maven: javax.activation:activation:1.1.1" level="project" />
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 80 |     <orderEntry type="library" name="Maven: javax.mail:mail:1.4.7" level="project" />
 81 |     <orderEntry type="library" name="Maven: org.bouncycastle:bcprov-jdk15on:1.51" level="project" />
 82 |     <orderEntry type="library" name="Maven: com.jamesmurty.utils:java-xmlbuilder:1.0" level="project" />
 83 |     <orderEntry type="library" name="Maven: net.iharder:base64:2.3.8" level="project" />
 84 |     <orderEntry type="library" name="Maven: org.apache.curator:curator-recipes:2.6.0" level="project" />
 85 |     <orderEntry type="library" name="Maven: org.apache.curator:curator-framework:2.6.0" level="project" />
 86 |     <orderEntry type="library" name="Maven: org.apache.zookeeper:zookeeper:3.4.6" level="project" />
 87 |     <orderEntry type="library" name="Maven: com.google.guava:guava:16.0.1" level="project" />
 88 |     <orderEntry type="library" name="Maven: javax.servlet:javax.servlet-api:3.1.0" level="project" />
 89 |     <orderEntry type="library" name="Maven: org.apache.commons:commons-lang3:3.5" level="project" />
 90 |     <orderEntry type="library" name="Maven: org.apache.commons:commons-math3:3.4.1" level="project" />
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 93 |     <orderEntry type="library" name="Maven: org.slf4j:jul-to-slf4j:1.7.16" level="project" />
 94 |     <orderEntry type="library" name="Maven: org.slf4j:jcl-over-slf4j:1.7.16" level="project" />
 95 |     <orderEntry type="library" name="Maven: log4j:log4j:1.2.17" level="project" />
 96 |     <orderEntry type="library" name="Maven: org.slf4j:slf4j-log4j12:1.7.16" level="project" />
 97 |     <orderEntry type="library" name="Maven: com.ning:compress-lzf:1.0.3" level="project" />
 98 |     <orderEntry type="library" name="Maven: org.xerial.snappy:snappy-java:1.1.2.6" level="project" />
 99 |     <orderEntry type="library" name="Maven: net.jpountz.lz4:lz4:1.3.0" level="project" />
100 |     <orderEntry type="library" name="Maven: org.roaringbitmap:RoaringBitmap:0.5.11" level="project" />
101 |     <orderEntry type="library" name="Maven: commons-net:commons-net:2.2" level="project" />
102 |     <orderEntry type="library" name="Maven: org.scala-lang:scala-library:2.11.8" level="project" />
103 |     <orderEntry type="library" name="Maven: org.json4s:json4s-jackson_2.11:3.2.11" level="project" />
104 |     <orderEntry type="library" name="Maven: org.json4s:json4s-core_2.11:3.2.11" level="project" />
105 |     <orderEntry type="library" name="Maven: org.json4s:json4s-ast_2.11:3.2.11" level="project" />
106 |     <orderEntry type="library" name="Maven: org.scala-lang:scalap:2.11.0" level="project" />
107 |     <orderEntry type="library" name="Maven: org.scala-lang:scala-compiler:2.11.0" level="project" />
108 |     <orderEntry type="library" name="Maven: org.scala-lang.modules:scala-xml_2.11:1.0.1" level="project" />
109 |     <orderEntry type="library" name="Maven: org.glassfish.jersey.core:jersey-client:2.22.2" level="project" />
110 |     <orderEntry type="library" name="Maven: javax.ws.rs:javax.ws.rs-api:2.0.1" level="project" />
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112 |     <orderEntry type="library" name="Maven: org.glassfish.hk2:hk2-utils:2.4.0-b34" level="project" />
113 |     <orderEntry type="library" name="Maven: org.glassfish.hk2.external:aopalliance-repackaged:2.4.0-b34" level="project" />
114 |     <orderEntry type="library" name="Maven: org.glassfish.hk2.external:javax.inject:2.4.0-b34" level="project" />
115 |     <orderEntry type="library" name="Maven: org.glassfish.hk2:hk2-locator:2.4.0-b34" level="project" />
116 |     <orderEntry type="library" name="Maven: org.javassist:javassist:3.18.1-GA" level="project" />
117 |     <orderEntry type="library" name="Maven: org.glassfish.jersey.core:jersey-common:2.22.2" level="project" />
118 |     <orderEntry type="library" name="Maven: javax.annotation:javax.annotation-api:1.2" level="project" />
119 |     <orderEntry type="library" name="Maven: org.glassfish.jersey.bundles.repackaged:jersey-guava:2.22.2" level="project" />
120 |     <orderEntry type="library" name="Maven: org.glassfish.hk2:osgi-resource-locator:1.0.1" level="project" />
121 |     <orderEntry type="library" name="Maven: org.glassfish.jersey.core:jersey-server:2.22.2" level="project" />
122 |     <orderEntry type="library" name="Maven: org.glassfish.jersey.media:jersey-media-jaxb:2.22.2" level="project" />
123 |     <orderEntry type="library" name="Maven: javax.validation:validation-api:1.1.0.Final" level="project" />
124 |     <orderEntry type="library" name="Maven: org.glassfish.jersey.containers:jersey-container-servlet:2.22.2" level="project" />
125 |     <orderEntry type="library" name="Maven: org.glassfish.jersey.containers:jersey-container-servlet-core:2.22.2" level="project" />
126 |     <orderEntry type="library" name="Maven: io.netty:netty-all:4.0.43.Final" level="project" />
127 |     <orderEntry type="library" name="Maven: io.netty:netty:3.9.9.Final" level="project" />
128 |     <orderEntry type="library" name="Maven: com.clearspring.analytics:stream:2.7.0" level="project" />
129 |     <orderEntry type="library" name="Maven: io.dropwizard.metrics:metrics-core:3.1.2" level="project" />
130 |     <orderEntry type="library" name="Maven: io.dropwizard.metrics:metrics-jvm:3.1.2" level="project" />
131 |     <orderEntry type="library" name="Maven: io.dropwizard.metrics:metrics-json:3.1.2" level="project" />
132 |     <orderEntry type="library" name="Maven: io.dropwizard.metrics:metrics-graphite:3.1.2" level="project" />
133 |     <orderEntry type="library" name="Maven: com.fasterxml.jackson.core:jackson-databind:2.6.5" level="project" />
134 |     <orderEntry type="library" name="Maven: com.fasterxml.jackson.core:jackson-core:2.6.5" level="project" />
135 |     <orderEntry type="library" name="Maven: com.fasterxml.jackson.module:jackson-module-scala_2.11:2.6.5" level="project" />
136 |     <orderEntry type="library" name="Maven: org.scala-lang:scala-reflect:2.11.7" level="project" />
137 |     <orderEntry type="library" name="Maven: com.fasterxml.jackson.module:jackson-module-paranamer:2.6.5" level="project" />
138 |     <orderEntry type="library" name="Maven: org.apache.ivy:ivy:2.4.0" level="project" />
139 |     <orderEntry type="library" name="Maven: oro:oro:2.0.8" level="project" />
140 |     <orderEntry type="library" name="Maven: net.razorvine:pyrolite:4.13" level="project" />
141 |     <orderEntry type="library" name="Maven: net.sf.py4j:py4j:0.10.4" level="project" />
142 |     <orderEntry type="library" name="Maven: org.apache.spark:spark-tags_2.11:2.2.0" level="project" />
143 |     <orderEntry type="library" name="Maven: org.apache.commons:commons-crypto:1.0.0" level="project" />
144 |     <orderEntry type="library" name="Maven: org.spark-project.spark:unused:1.0.0" level="project" />
145 |     <orderEntry type="library" name="Maven: org.apache.spark:spark-streaming_2.11:2.2.0" level="project" />
146 |     <orderEntry type="library" name="Maven: org.apache.spark:spark-streaming-kafka-0-10_2.11:2.2.0" level="project" />
147 |     <orderEntry type="library" name="Maven: org.apache.kafka:kafka_2.11:0.10.0.1" level="project" />
148 |     <orderEntry type="library" name="Maven: com.101tec:zkclient:0.8" level="project" />
149 |     <orderEntry type="library" name="Maven: com.yammer.metrics:metrics-core:2.2.0" level="project" />
150 |     <orderEntry type="library" name="Maven: org.scala-lang.modules:scala-parser-combinators_2.11:1.0.4" level="project" />
151 |     <orderEntry type="library" name="Maven: org.apache.kafka:kafka-clients:0.10.0.1" level="project" />
152 |     <orderEntry type="library" name="Maven: redis.clients:jedis:2.9.0" level="project" />
153 |     <orderEntry type="library" name="Maven: org.apache.commons:commons-pool2:2.4.2" level="project" />
154 |     <orderEntry type="library" name="Maven: org.codehaus.jettison:jettison:1.1" level="project" />
155 |     <orderEntry type="library" name="Maven: stax:stax-api:1.0.1" level="project" />
156 |     <orderEntry type="library" name="Maven: net.sf.json-lib:json-lib:jdk15:2.4" level="project" />
157 |     <orderEntry type="library" name="Maven: commons-beanutils:commons-beanutils:1.8.0" level="project" />
158 |     <orderEntry type="library" name="Maven: commons-collections:commons-collections:3.2.1" level="project" />
159 |     <orderEntry type="library" name="Maven: commons-lang:commons-lang:2.5" level="project" />
160 |     <orderEntry type="library" name="Maven: commons-logging:commons-logging:1.1.1" level="project" />
161 |     <orderEntry type="library" name="Maven: net.sf.ezmorph:ezmorph:1.0.6" level="project" />
162 |   </component>
163 | </module>


--------------------------------------------------------------------------------
/pom.xml:
--------------------------------------------------------------------------------
  1 | <?xml version="1.0" encoding="UTF-8"?>
  2 | <project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
  3 | 
  4 |   <modelVersion>4.0.0</modelVersion>
  5 | 
  6 |   <groupId>com.imooc</groupId>
  7 |   <artifactId>kafka_sparkStreaming_redis</artifactId>
  8 |   <packaging>jar</packaging>
  9 |   <version>1.0-SNAPSHOT</version>
 10 | 
 11 |   <name>A Camel Scala Route</name>
 12 | 
 13 |   <properties>
 14 |     <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
 15 |     <project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
 16 |     <scala.version>2.11</scala.version>
 17 |     <spark.version>2.2.0</spark.version>
 18 |   </properties>
 19 | 
 20 | 
 21 |     <dependencies>
 22 | 
 23 | 
 24 | 
 25 |       <!-- https://mvnrepository.com/artifact/org.apache.spark/spark-core -->
 26 |       <dependency>
 27 |         <groupId>org.apache.spark</groupId>
 28 |         <artifactId>spark-core_${scala.version}</artifactId>
 29 |         <version>${spark.version}</version>
 30 |       </dependency>
 31 | 
 32 |       <!-- https://mvnrepository.com/artifact/org.apache.spark/spark-streaming -->
 33 |       <dependency>
 34 |         <groupId>org.apache.spark</groupId>
 35 |         <artifactId>spark-streaming_2.11</artifactId>
 36 |         <version>2.2.0</version>
 37 |         <!--<scope>provided</scope>-->
 38 |       </dependency>
 39 | 
 40 | 
 41 |       <dependency>
 42 |         <groupId>org.apache.spark</groupId>
 43 |         <artifactId>spark-streaming-kafka-0-10_2.11</artifactId>
 44 |         <version>2.2.0</version>
 45 |         <!--<scope>test</scope>-->
 46 |       </dependency>
 47 | 
 48 |       <!-- https://mvnrepository.com/artifact/redis.clients/jedis -->
 49 |       <dependency>
 50 |         <groupId>redis.clients</groupId>
 51 |         <artifactId>jedis</artifactId>
 52 |         <version>2.9.0</version>
 53 |       </dependency>
 54 | 
 55 |       <!-- https://mvnrepository.com/artifact/org.apache.commons/commons-pool2 -->
 56 |       <dependency>
 57 |         <groupId>org.apache.commons</groupId>
 58 |         <artifactId>commons-pool2</artifactId>
 59 |         <version>2.4.2</version>
 60 |       </dependency>
 61 | 
 62 |       <!-- https://mvnrepository.com/artifact/org.codehaus.jettison/jettison -->
 63 |       <dependency>
 64 |         <groupId>org.codehaus.jettison</groupId>
 65 |         <artifactId>jettison</artifactId>
 66 |         <version>1.1</version>
 67 |       </dependency>
 68 | 
 69 | 
 70 |       <!-- https://mvnrepository.com/artifact/net.sf.json-lib/json-lib -->
 71 |       <dependency>
 72 |         <groupId>net.sf.json-lib</groupId>
 73 |         <artifactId>json-lib</artifactId>
 74 |         <version>2.4</version>
 75 |         <classifier>jdk15</classifier>
 76 |       </dependency>
 77 | 
 78 |     </dependencies>
 79 | 
 80 | 
 81 |   <build>
 82 |     <defaultGoal>install</defaultGoal>
 83 |     <sourceDirectory>src/main/scala</sourceDirectory>
 84 |     <testSourceDirectory>src/test/scala</testSourceDirectory>
 85 | 
 86 |     <plugins>
 87 | 
 88 |       <!-- the Maven compiler plugin will compile Java source files -->
 89 |       <plugin>
 90 |         <groupId>org.apache.maven.plugins</groupId>
 91 |         <artifactId>maven-compiler-plugin</artifactId>
 92 |         <version>3.6.1</version>
 93 |         <configuration>
 94 |           <source>1.8</source>
 95 |           <target>1.8</target>
 96 |         </configuration>
 97 |       </plugin>
 98 |       <plugin>
 99 |         <groupId>org.apache.maven.plugins</groupId>
100 |         <artifactId>maven-resources-plugin</artifactId>
101 |         <version>3.0.2</version>
102 |         <configuration>
103 |           <encoding>UTF-8</encoding>
104 |         </configuration>
105 |       </plugin>
106 | 
107 |       <!-- the Maven Scala plugin will compile Scala source files -->
108 |       <plugin>
109 |         <groupId>net.alchim31.maven</groupId>
110 |         <artifactId>scala-maven-plugin</artifactId>
111 |         <version>3.2.2</version>
112 |         <executions>
113 |           <execution>
114 |             <goals>
115 |               <goal>compile</goal>
116 |               <goal>testCompile</goal>
117 |             </goals>
118 |           </execution>
119 |         </executions>
120 |       </plugin>
121 | 
122 |       <!-- configure the eclipse plugin to generate eclipse project descriptors for a Scala project -->
123 |       <plugin>
124 |         <groupId>org.apache.maven.plugins</groupId>
125 |         <artifactId>maven-eclipse-plugin</artifactId>
126 |         <version>2.10</version>
127 |         <configuration>
128 |           <projectnatures>
129 |             <projectnature>org.scala-ide.sdt.core.scalanature</projectnature>
130 |             <projectnature>org.eclipse.jdt.core.javanature</projectnature>
131 |           </projectnatures>
132 |           <buildcommands>
133 |             <buildcommand>org.scala-ide.sdt.core.scalabuilder</buildcommand>
134 |           </buildcommands>
135 |           <classpathContainers>
136 |             <classpathContainer>org.scala-ide.sdt.launching.SCALA_CONTAINER</classpathContainer>
137 |             <classpathContainer>org.eclipse.jdt.launching.JRE_CONTAINER</classpathContainer>
138 |           </classpathContainers>
139 |           <excludes>
140 |             <exclude>org.scala-lang:scala-library</exclude>
141 |             <exclude>org.scala-lang:scala-compiler</exclude>
142 |           </excludes>
143 |           <sourceIncludes>
144 |             <sourceInclude>**/*.scala</sourceInclude>
145 |             <sourceInclude>**/*.java</sourceInclude>
146 |           </sourceIncludes>
147 |         </configuration>
148 |       </plugin>
149 | 
150 |       <!-- allows the route to be run via 'mvn exec:java' -->
151 |       <plugin>
152 |         <groupId>org.codehaus.mojo</groupId>
153 |         <artifactId>exec-maven-plugin</artifactId>
154 |         <version>1.6.0</version>
155 |         <configuration>
156 |           <mainClass>com.imooc.MyRouteMain</mainClass>
157 |         </configuration>
158 |       </plugin>
159 |     </plugins>
160 |   </build>
161 | 
162 | </project>
163 | 


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/src/main/resources/log4j2.properties:
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 1 | 
 2 | appender.out.type = Console
 3 | appender.out.name = out
 4 | appender.out.layout.type = PatternLayout
 5 | appender.out.layout.pattern = [%30.30t] %-30.30c{1} %-5p %m%n
 6 | logger.springframework.name = org.springframework
 7 | logger.springframework.level = WARN
 8 | rootLogger.level = INFO
 9 | rootLogger.appenderRef.out.ref = out
10 | 


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/src/main/scala/com/imooc/kafka/KafkaEventProducer.scala:
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 1 | package com.imooc.kafka
 2 | 
 3 | import java.util.Properties
 4 | 
 5 | import org.apache.kafka.clients.producer.{KafkaProducer, ProducerRecord}
 6 | import org.codehaus.jettison.json.JSONObject
 7 | 
 8 | import scala.util.Random
 9 | 
10 | /**
11 |   * 编写一个提交数据到kafka集群的producer
12 |   */
13 | object KafkaEventProducer {
14 | 
15 |   //用户数据id
16 |   private val users = Array(
17 |     "4A4D769EB9679C054DE81B973ED5D768", "8dfeb5aaafc027d89349ac9a20b3930f",
18 |     "011BBF43B89BFBF266C865DF0397AA71", "f2a8474bf7bd94f0aabbd4cdd2c06dcf",
19 |     "068b746ed4620d25e26055a9f804385f", "97edfc08311c70143401745a03a50706",
20 |     "d7f141563005d1b5d0d3dd30138f3f62", "c8ee90aade1671a21336c721512b817a",
21 |     "6b67c8c700427dee7552f81f3228c927", "a95f22eabc4fd4b580c011a3161a9d9d"
22 |   )
23 | 
24 |   private var pointer = -1
25 |   //获得用户的ID
26 |   def getUserId():String={
27 |     pointer = (pointer+1)%users.length
28 |     users(pointer)
29 |   }
30 | 
31 |   //获取点击数
32 |   val random = new Random()
33 |   def clickCount():Int={
34 |     random.nextInt(users.length)
35 |   }
36 | 
37 |   //获取点击时间
38 |   def getTime():Long={
39 |     System.currentTimeMillis()
40 |   }
41 | 
42 |   //获取手机类型
43 |   val phonesType = Array(
44 |     "iphone","xiaomi","huawei","vivo","oppo","sangxin","jinli"
45 |   )
46 | 
47 |   def getPhoneType():String={
48 |     phonesType(random.nextInt(phonesType.length))
49 |   }
50 | 
51 | 
52 |   def main(args: Array[String]): Unit = {
53 | 
54 |     val topic = "test"
55 |     val brokers = "node1:9092,node2:9092,node5:9092"
56 |     //设置属性,配置
57 |     val props = new Properties()
58 |     props.setProperty("bootstrap.servers",brokers)
59 |     props.setProperty("metadata.broker.list",brokers)
60 |     props.setProperty("key.serializer","org.apache.kafka.common.serialization.StringSerializer")
61 |     props.setProperty("value.serializer","org.apache.kafka.common.serialization.StringSerializer")
62 | 
63 |     //生成producer对象
64 |     val producer = new KafkaProducer[String,String](props)
65 | 
66 |     //传输数据
67 |     while(true){
68 |       val event = new JSONObject()
69 |       event.put("uid",getUserId())
70 |         .put("event_time",getTime())
71 |         .put("os_type",getPhoneType())
72 |         .put("click_Count",clickCount())
73 | 
74 |       println(event.toString())
75 |       //发送数据
76 |       producer.send(new ProducerRecord[String,String](topic,event.toString))
77 |       Thread.sleep(200)
78 |     }
79 |   }
80 | }
81 | 


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/src/main/scala/com/imooc/redis/RedisUtils.scala:
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 1 | package com.imooc.redis
 2 | 
 3 | import org.apache.commons.pool2.impl.GenericObjectPoolConfig
 4 | import redis.clients.jedis.JedisPool
 5 | 
 6 | object RedisUtils {
 7 | 
 8 |   private val host = "node1"
 9 |   private val port = 6379
10 |   //private val poolConfig = new GenericObjectPoolConfig()
11 |   lazy val pool = new JedisPool(host,port)
12 | 
13 |   //关闭
14 |   lazy val hooks = new Thread(){
15 |     override def run(): Unit ={
16 |       println("Execute hook thread: " + this)
17 |       pool.destroy()
18 |     }
19 |   }
20 | }
21 | 


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/src/main/scala/com/imooc/redis/TestRedis.scala:
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 1 | package com.imooc.redis
 2 | 
 3 | object TestRedis {
 4 | 
 5 |   def main(args: Array[String]): Unit = {
 6 |     val jedis = RedisUtils.pool.getResource
 7 |     jedis.auth("redis")
 8 |     jedis.select(0)
 9 |     val s = jedis.set("testRedis_+++++","hello world!!! redis????")
10 |     jedis.close()
11 |     println(s)
12 |   }
13 | }
14 | 


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/src/main/scala/com/imooc/streaming/UserClikAnalysis.scala:
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 1 | package com.imooc.streaming
 2 | 
 3 | import com.imooc.redis.RedisUtils
 4 | import org.apache.kafka.common.serialization.StringDeserializer
 5 | import org.apache.spark.SparkConf
 6 | import org.apache.spark.streaming.{Seconds, StreamingContext}
 7 | import org.apache.spark.streaming.kafka010.KafkaUtils
 8 | import org.apache.spark.streaming.kafka010.LocationStrategies
 9 | import org.apache.spark.streaming.kafka010.ConsumerStrategies
10 | import org.codehaus.jettison.json.JSONObject
11 | /**
12 |   * 分析用户的点击次数
13 |   */
14 | object UserClikAnalysis {
15 | 
16 |   def main(args: Array[String]): Unit = {
17 | 
18 |     //生成sparkStreming对象
19 |     val conf = new SparkConf().setAppName("UserClikAnalysis")
20 |                               .setMaster("local[*]")
21 |     val ssc = new StreamingContext(conf,Seconds(10))
22 | 
23 | 
24 |     val brokers = "node1:9092,node2:9092,node5:9092"
25 |     val kafkaParams = Map[String,Object](
26 |       "bootstrap.servers" -> brokers,
27 |       "key.deserializer" -> classOf[StringDeserializer],
28 |       "value.deserializer" -> classOf[StringDeserializer],
29 |       "group.id" -> "UserClikAnalysis",
30 |       "auto.offset.reset" -> "earliest",//"latest",
31 |       "enable.auto.commit" -> (true: java.lang.Boolean)
32 |     )
33 | 
34 |     val topic = Array("test")
35 | 
36 |     //从kafka中生成dStream
37 |     val dStream = KafkaUtils.createDirectStream(
38 |       ssc,
39 |       LocationStrategies.PreferConsistent,
40 |       ConsumerStrategies.Subscribe[String,String](topic,kafkaParams)
41 |     )
42 | 
43 |     //计算点击数,并将结果存放到redis中
44 |     val dbIndex = 2
45 |     val userHashKey = "app::users::click"
46 |     dStream.foreachRDD(RDD=>
47 |       RDD.foreachPartition(x=>
48 |         x.foreach{records =>
49 |           val record = new JSONObject(records.value())
50 |           val uid = record.getString("uid")
51 |           val clickCount = record.getInt("click_Count")
52 |           //获取redis对象
53 |           val jedis = RedisUtils.pool.getResource
54 |           //redis密码
55 |           jedis.auth("redis")
56 |           //选择数据库(0-15)
57 |           jedis.select(dbIndex)
58 |           val count = jedis.hincrBy(userHashKey,uid,clickCount)
59 |           println(count)
60 |           RedisUtils.pool.returnResource(jedis)
61 |         }
62 |       )
63 |     )
64 | 
65 |     ssc.start()
66 |     ssc.awaitTermination()
67 |   }
68 | }
69 | 


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