├── .gitignore ├── .idea ├── .name ├── compiler.xml ├── copyright │ └── profiles_settings.xml ├── encodings.xml ├── libraries │ ├── Maven__asm_asm_3_1.xml │ ├── Maven__com_101tec_zkclient_0_3.xml │ ├── Maven__com_amazonaws_aws_java_sdk_core_1_10_6.xml │ ├── Maven__com_amazonaws_aws_java_sdk_kms_1_10_6.xml │ ├── Maven__com_amazonaws_aws_java_sdk_s3_1_10_6.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_github_stephenc_findbugs_findbugs_annotations_1_3_9_1.xml │ ├── Maven__com_github_stephenc_high_scale_lib_high_scale_lib_1_1_1.xml │ ├── Maven__com_google_code_findbugs_jsr305_3_0_0.xml │ ├── Maven__com_google_code_gson_gson_2_2_4.xml │ ├── Maven__com_google_guava_guava_12_0_1.xml │ ├── Maven__com_google_protobuf_protobuf_java_2_5_0.xml │ ├── Maven__com_lmax_disruptor_3_3_0.xml │ ├── Maven__com_ning_compress_lzf_1_0_3.xml │ ├── Maven__com_sun_jersey_jersey_client_1_9.xml │ ├── Maven__com_sun_jersey_jersey_core_1_9.xml │ ├── Maven__com_sun_jersey_jersey_server_1_9.xml │ ├── Maven__com_thoughtworks_paranamer_paranamer_2_6.xml │ ├── Maven__com_twitter_chill_2_11_0_8_0.xml │ ├── Maven__com_twitter_chill_java_0_8_0.xml │ ├── Maven__com_univocity_univocity_parsers_2_2_1.xml │ ├── Maven__com_yammer_metrics_metrics_core_2_2_0.xml │ ├── Maven__commons_beanutils_commons_beanutils_1_7_0.xml │ ├── Maven__commons_beanutils_commons_beanutils_core_1_7_0.xml │ ├── Maven__commons_cli_commons_cli_1_2.xml │ ├── Maven__commons_codec_commons_codec_1_9.xml │ ├── Maven__commons_collections_commons_collections_3_2_2.xml │ ├── Maven__commons_configuration_commons_configuration_1_6.xml │ ├── Maven__commons_daemon_commons_daemon_1_0_13.xml │ ├── Maven__commons_digester_commons_digester_1_8.xml │ ├── Maven__commons_el_commons_el_1_0.xml │ ├── Maven__commons_fileupload_commons_fileupload_1_2.xml │ ├── Maven__commons_httpclient_commons_httpclient_3_1.xml │ ├── Maven__commons_io_commons_io_2_4.xml │ ├── Maven__commons_lang_commons_lang_2_6.xml │ ├── Maven__commons_logging_commons_logging_1_2.xml │ ├── Maven__commons_net_commons_net_3_1.xml │ ├── Maven__hsqldb_hsqldb_1_8_0_10.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_6_2_Final.xml │ ├── Maven__io_netty_netty_all_4_0_23_Final.xml │ ├── Maven__javax_activation_activation_1_1.xml │ ├── Maven__javax_annotation_javax_annotation_api_1_2.xml │ ├── Maven__javax_servlet_javax_servlet_api_3_1_0.xml │ ├── Maven__javax_servlet_jsp_jsp_api_2_1.xml │ ├── Maven__javax_servlet_servlet_api_2_5.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__joda_time_joda_time_2_1.xml │ ├── Maven__junit_junit_4_12.xml │ ├── Maven__log4j_log4j_1_2_17.xml │ ├── Maven__mysql_mysql_connector_java_5_1_31.xml │ ├── Maven__net_java_dev_jets3t_jets3t_0_6_1.xml │ ├── Maven__net_jpountz_lz4_lz4_1_3_0.xml │ ├── Maven__net_razorvine_pyrolite_4_13.xml │ ├── Maven__net_sf_py4j_py4j_0_10_4.xml │ ├── Maven__net_sourceforge_nekohtml_nekohtml_1_9_12.xml │ ├── Maven__org_antlr_antlr4_runtime_4_5_3.xml │ ├── Maven__org_apache_avro_avro_1_7_6_cdh5_7_0.xml │ ├── Maven__org_apache_avro_avro_ipc_1_7_4.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_1_1.xml │ ├── Maven__org_apache_commons_commons_math_2_1.xml │ ├── Maven__org_apache_curator_curator_client_2_7_1.xml │ ├── Maven__org_apache_curator_curator_framework_2_7_1.xml │ ├── Maven__org_apache_curator_curator_recipes_2_7_1.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_flume_flume_ng_clients_flume_ng_log4jappender_1_6_0.xml │ ├── Maven__org_apache_flume_flume_ng_configuration_1_6_0.xml │ ├── Maven__org_apache_flume_flume_ng_core_1_6_0.xml │ ├── Maven__org_apache_flume_flume_ng_sdk_1_6_0.xml │ ├── Maven__org_apache_hadoop_hadoop_annotations_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_auth_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_aws_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_client_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_common_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_core_2_6_0_mr1_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_hdfs_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_hdfs_test_jar_tests_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_app_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_common_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_core_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_jobclient_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_shuffle_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_yarn_api_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_yarn_client_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_yarn_common_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hadoop_hadoop_yarn_server_common_2_6_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_annotations_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_client_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_common_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_common_tests_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_hadoop2_compat_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_hadoop_compat_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_prefix_tree_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_procedure_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_protocol_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_hbase_hbase_server_1_2_0_cdh5_7_0.xml │ ├── Maven__org_apache_htrace_htrace_core4_4_0_1_incubating.xml │ ├── Maven__org_apache_htrace_htrace_core_3_2_0_incubating.xml │ ├── Maven__org_apache_httpcomponents_httpclient_4_2_5.xml │ ├── Maven__org_apache_httpcomponents_httpcore_4_2_4.xml │ ├── Maven__org_apache_ivy_ivy_2_4_0.xml │ ├── Maven__org_apache_kafka_kafka_2_11_0_8_2_1.xml │ ├── Maven__org_apache_kafka_kafka_clients_0_8_2_1.xml │ ├── Maven__org_apache_mina_mina_core_2_0_4.xml │ ├── Maven__org_apache_parquet_parquet_column_1_8_2.xml │ ├── Maven__org_apache_parquet_parquet_common_1_8_2.xml │ ├── Maven__org_apache_parquet_parquet_encoding_1_8_2.xml │ ├── Maven__org_apache_parquet_parquet_format_2_3_1.xml │ ├── Maven__org_apache_parquet_parquet_hadoop_1_8_2.xml │ ├── Maven__org_apache_parquet_parquet_jackson_1_8_2.xml │ ├── Maven__org_apache_spark_spark_catalyst_2_11_2_2_0.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_sketch_2_11_2_2_0.xml │ ├── Maven__org_apache_spark_spark_sql_2_11_2_2_0.xml │ ├── Maven__org_apache_spark_spark_streaming_2_11_2_2_0.xml │ ├── Maven__org_apache_spark_spark_streaming_flume_2_11_2_2_0.xml │ ├── Maven__org_apache_spark_spark_streaming_flume_sink_2_11_2_2_0.xml │ ├── Maven__org_apache_spark_spark_streaming_kafka_0_8_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_velocity_velocity_1_7.xml │ ├── Maven__org_apache_xbean_xbean_asm5_shaded_4_4.xml │ ├── Maven__org_apache_xmlgraphics_batik_css_1_7.xml │ ├── Maven__org_apache_xmlgraphics_batik_ext_1_7.xml │ ├── Maven__org_apache_xmlgraphics_batik_util_1_7.xml │ ├── Maven__org_apache_zookeeper_zookeeper_3_4_5_cdh5_7_0.xml │ ├── Maven__org_beanshell_bsh_core_2_0b4.xml │ ├── Maven__org_codehaus_jackson_jackson_core_asl_1_8_8.xml │ ├── Maven__org_codehaus_jackson_jackson_jaxrs_1_8_8.xml │ ├── Maven__org_codehaus_jackson_jackson_mapper_asl_1_8_8.xml │ ├── Maven__org_codehaus_jackson_jackson_xc_1_8_8.xml │ ├── Maven__org_codehaus_janino_commons_compiler_3_0_0.xml │ ├── Maven__org_codehaus_janino_janino_3_0_0.xml │ ├── Maven__org_eclipse_jdt_core_3_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_hamcrest_hamcrest_core_1_3.xml │ ├── Maven__org_jamon_jamon_runtime_2_4_1.xml │ ├── Maven__org_javassist_javassist_3_18_1_GA.xml │ ├── Maven__org_jruby_jcodings_jcodings_1_0_8.xml │ ├── Maven__org_jruby_joni_joni_2_1_2.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_6_1_26_cloudera_4.xml │ ├── Maven__org_mortbay_jetty_jetty_sslengine_6_1_26_cloudera_4.xml │ ├── Maven__org_mortbay_jetty_jetty_util_6_1_26_cloudera_4.xml │ ├── Maven__org_mortbay_jetty_jsp_2_1_6_1_14.xml │ ├── Maven__org_mortbay_jetty_jsp_api_2_1_6_1_14.xml │ ├── Maven__org_mortbay_jetty_servlet_api_2_5_6_1_14.xml │ ├── Maven__org_objenesis_objenesis_2_1.xml │ ├── Maven__org_owasp_antisamy_antisamy_1_4_3.xml │ ├── Maven__org_owasp_esapi_esapi_2_1_0.xml │ ├── Maven__org_roaringbitmap_RoaringBitmap_0_5_11.xml │ ├── Maven__org_scala_lang_modules_scala_parser_combinators_2_11_1_0_2.xml │ ├── Maven__org_scala_lang_modules_scala_xml_2_11_1_0_2.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_5.xml │ ├── Maven__org_slf4j_slf4j_log4j12_1_7_5.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__tomcat_jasper_compiler_5_5_23.xml │ ├── Maven__tomcat_jasper_runtime_5_5_23.xml │ ├── Maven__xalan_xalan_2_7_0.xml │ ├── Maven__xerces_xercesImpl_2_9_1.xml │ ├── Maven__xml_apis_xml_apis_1_3_04.xml │ ├── Maven__xml_apis_xml_apis_ext_1_3_04.xml │ ├── Maven__xmlenc_xmlenc_0_52.xml │ └── Maven__xom_xom_1_2_5.xml ├── misc.xml ├── modules.xml ├── scala_compiler.xml ├── uiDesigner.xml └── workspace.xml ├── README.md ├── SparkStreamProject.iml ├── pom.xml ├── src ├── main │ ├── java │ │ └── com │ │ │ └── lt │ │ │ └── spark │ │ │ └── project │ │ │ └── utils │ │ │ └── HBaseUtils.java │ └── scala │ │ └── com │ │ └── lt │ │ └── spark │ │ ├── FileWordCount.scala │ │ ├── FlumePullWordCount.scala │ │ ├── FlumePushWordCount.scala │ │ ├── ForeachApp.scala │ │ ├── KafkaDirectWordCount.scala │ │ ├── KafkaReceiverWordCount.scala │ │ ├── KafkaStreamApp.scala │ │ ├── NetworkWordCount.scala │ │ ├── SqlNetWorkCount.scala │ │ ├── StatefulWordCount.scala │ │ ├── TransformApp.scala │ │ ├── WindowWordCount.scala │ │ └── project │ │ ├── dao │ │ ├── CourseClickCountDAO.scala │ │ └── CourseSearchClickCountDAO.scala │ │ ├── domain │ │ ├── ClickLog.scala │ │ ├── CourseClickCount.scala │ │ └── CourseSearchClickCount.scala │ │ ├── spark │ │ └── LtStatStreamingApp.scala │ │ └── util │ │ └── DataUtils.scala └── test │ ├── java │ └── LoggerCenerator.java │ └── resources │ └── log4j.properties └── target ├── classes └── com │ └── lt │ └── spark │ ├── FileWordCount$$anonfun$1.class │ ├── FileWordCount$$anonfun$2.class │ ├── FileWordCount$$anonfun$3.class │ ├── FileWordCount$.class │ ├── FileWordCount.class │ ├── FlumePullWordCount$$anonfun$main$1.class │ ├── FlumePullWordCount$$anonfun$main$2.class │ ├── FlumePullWordCount$$anonfun$main$3.class │ ├── FlumePullWordCount$$anonfun$main$4.class │ ├── FlumePullWordCount$.class │ ├── FlumePullWordCount.class │ ├── FlumePushWordCount$$anonfun$main$1.class │ ├── FlumePushWordCount$$anonfun$main$2.class │ ├── FlumePushWordCount$$anonfun$main$3.class │ ├── FlumePushWordCount$$anonfun$main$4.class │ ├── FlumePushWordCount$.class │ ├── FlumePushWordCount.class │ ├── ForeachApp$$anonfun$1.class │ ├── ForeachApp$$anonfun$2.class │ ├── ForeachApp$$anonfun$3.class │ ├── ForeachApp$$anonfun$main$1$$anonfun$apply$1$$anonfun$apply$2.class │ ├── ForeachApp$$anonfun$main$1$$anonfun$apply$1.class │ ├── ForeachApp$$anonfun$main$1.class │ ├── ForeachApp$.class │ ├── ForeachApp.class │ ├── KafkaDirectWordCount$$anonfun$main$1.class │ ├── KafkaDirectWordCount$$anonfun$main$2.class │ ├── KafkaDirectWordCount$$anonfun$main$3.class │ ├── KafkaDirectWordCount$$anonfun$main$4.class │ ├── KafkaDirectWordCount$.class │ ├── KafkaDirectWordCount.class │ ├── KafkaReceiverWordCount$$anonfun$1.class │ ├── KafkaReceiverWordCount$$anonfun$main$1.class │ ├── KafkaReceiverWordCount$$anonfun$main$2.class │ ├── KafkaReceiverWordCount$$anonfun$main$3.class │ ├── KafkaReceiverWordCount$$anonfun$main$4.class │ ├── KafkaReceiverWordCount$.class │ ├── KafkaReceiverWordCount.class │ ├── KafkaStreamApp 2.class │ ├── KafkaStreamApp$ 2.class │ ├── KafkaStreamApp$$anonfun$1 2.class │ ├── KafkaStreamApp$$anonfun$1.class │ ├── KafkaStreamApp$$anonfun$main$1 2.class │ ├── KafkaStreamApp$$anonfun$main$1.class │ ├── KafkaStreamApp$.class │ ├── KafkaStreamApp.class │ ├── NetworkWordCount$$anonfun$1.class │ ├── NetworkWordCount$$anonfun$2.class │ ├── NetworkWordCount$$anonfun$3.class │ ├── NetworkWordCount$.class │ ├── NetworkWordCount.class │ ├── SqlNetWorkCount$$anonfun$1.class │ ├── SqlNetWorkCount$$anonfun$main$1$$anonfun$2.class │ ├── SqlNetWorkCount$$anonfun$main$1$$typecreator3$1.class │ ├── SqlNetWorkCount$$anonfun$main$1.class │ ├── SqlNetWorkCount$.class │ ├── SqlNetWorkCount$Record$.class │ ├── SqlNetWorkCount$Record.class │ ├── SqlNetWorkCount$SparkSessionSingleton$.class │ ├── SqlNetWorkCount.class │ ├── StatefulWordCount$$anonfun$1.class │ ├── StatefulWordCount$$anonfun$2.class │ ├── StatefulWordCount$$anonfun$3.class │ ├── StatefulWordCount$$anonfun$4.class │ ├── StatefulWordCount$.class │ ├── StatefulWordCount.class │ ├── TransformApp$$anonfun$1.class │ ├── TransformApp$$anonfun$2.class │ ├── TransformApp$$anonfun$3$$anonfun$apply$2$$anonfun$apply$1.class │ ├── TransformApp$$anonfun$3$$anonfun$apply$2.class │ ├── TransformApp$$anonfun$3$$anonfun$apply$3.class │ ├── TransformApp$$anonfun$3.class │ ├── TransformApp$.class │ ├── TransformApp.class │ ├── WindowWordCount$$anonfun$1.class │ ├── WindowWordCount$$anonfun$2.class │ ├── WindowWordCount$$anonfun$3.class │ ├── WindowWordCount$.class │ ├── WindowWordCount.class │ └── project │ ├── dao │ ├── CourseClickCountDAO$$anonfun$save$1.class │ ├── CourseClickCountDAO$.class │ ├── CourseClickCountDAO.class │ ├── CourseSearchClickCountDAO$$anonfun$save$1.class │ ├── CourseSearchClickCountDAO$.class │ └── CourseSearchClickCountDAO.class │ ├── domain │ ├── ClickLog$.class │ ├── ClickLog.class │ ├── CourseClickCount$.class │ ├── CourseClickCount.class │ ├── CourseSearchClickCount$.class │ └── CourseSearchClickCount.class │ ├── spark │ ├── LtStatStreamingApp$$anonfun$1.class │ ├── LtStatStreamingApp$$anonfun$2.class │ ├── LtStatStreamingApp$$anonfun$3.class │ ├── LtStatStreamingApp$$anonfun$4.class │ ├── LtStatStreamingApp$$anonfun$main$1.class │ ├── LtStatStreamingApp$$anonfun$main$2.class │ ├── LtStatStreamingApp$$anonfun$main$3.class │ ├── LtStatStreamingApp$$anonfun$main$4$$anonfun$apply$1$$anonfun$apply$2.class │ ├── LtStatStreamingApp$$anonfun$main$4$$anonfun$apply$1.class │ ├── LtStatStreamingApp$$anonfun$main$4.class │ ├── LtStatStreamingApp$$anonfun$main$5.class │ ├── LtStatStreamingApp$$anonfun$main$6.class │ ├── LtStatStreamingApp$$anonfun$main$7.class │ ├── LtStatStreamingApp$$anonfun$main$8$$anonfun$apply$3$$anonfun$apply$4.class │ ├── LtStatStreamingApp$$anonfun$main$8$$anonfun$apply$3.class │ ├── LtStatStreamingApp$$anonfun$main$8.class │ ├── LtStatStreamingApp$.class │ └── LtStatStreamingApp.class │ ├── util │ ├── DataUtils$.class │ └── DataUtils.class │ └── utils │ └── HBaseUtils.class └── test-classes ├── LoggerCenerator 2.class ├── LoggerCenerator.class └── log4j.properties /.gitignore: -------------------------------------------------------------------------------- 1 | *.class 2 | *.log 3 | -------------------------------------------------------------------------------- /.idea/.name: -------------------------------------------------------------------------------- 1 | SparkStreamProject -------------------------------------------------------------------------------- /.idea/copyright/profiles_settings.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 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-------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # SparkStreamingProject 2 | SparkStreaming项目，显示flume->Kafka->Spark->hbase(实时数据处理方案)，Scala实现 3 | -------------------------------------------------------------------------------- /src/main/scala/com/lt/spark/FileWordCount.scala: -------------------------------------------------------------------------------- 1 | package com.lt.spark 2 | 3 | import org.apache.spark.SparkConf 4 | import org.apache.spark.streaming.{Seconds, StreamingContext} 5 | 6 | /** 7 | * Created by taoshiliu on 2018/2/18. 8 | * SpreakStreaming处理文件系统 9 | */ 10 | object FileWordCount { 11 | def main(args: Array[String]) { 12 | val sparkConf = new SparkConf().setMaster("local").setAppName("NetworkWordCount") 13 | val ssc = new StreamingContext(sparkConf,Seconds(5)) 14 | 15 | val lines = ssc.textFileStream("fileLocation must be DIR") 16 | val result = lines.flatMap(_.split(" ")).map((_,1)).reduceByKey(_ + _) 17 | 18 | result.print() 19 | 20 | ssc.start() 21 | ssc.awaitTermination() 22 | } 23 | } 24 | -------------------------------------------------------------------------------- /src/main/scala/com/lt/spark/FlumePullWordCount.scala: -------------------------------------------------------------------------------- 1 | package com.lt.spark 2 | 3 | import org.apache.spark.SparkConf 4 | import org.apache.spark.streaming.flume.FlumeUtils 5 | import org.apache.spark.streaming.{Seconds, StreamingContext} 6 | 7 | /** 8 | * Created by taoshiliu on 2018/2/19. 9 | * SparkStreaming整合flume，pull方式 10 | */ 11 | object FlumePullWordCount { 12 | 13 | def main(args: Array[String]) { 14 | val sparkConf = new SparkConf().setAppName("ForeachRDDApp").setMaster("local[2]") 15 | val ssc = new StreamingContext(sparkConf, Seconds(5)) 16 | 17 | val flumeStream = FlumeUtils.createPollingStream(ssc, "0.0.0.0", 41414) 18 | flumeStream.map(x=> new String(x.event.getBody.array()).trim).flatMap(_.split(" ")).map((_,1)).reduceByKey(_+_).print() 19 | 20 | ssc.start() 21 | ssc.awaitTermination() 22 | } 23 | 24 | } 25 | -------------------------------------------------------------------------------- /src/main/scala/com/lt/spark/FlumePushWordCount.scala: -------------------------------------------------------------------------------- 1 | package com.lt.spark 2 | 3 | import org.apache.spark.SparkConf 4 | import org.apache.spark.streaming.flume.FlumeUtils 5 | import org.apache.spark.streaming.{Seconds, StreamingContext} 6 | 7 | /** 8 | * Created by taoshiliu on 2018/2/19. 9 | * SparkStreaming整合flume，push方式 10 | */ 11 | object FlumePushWordCount { 12 | 13 | def main(args: Array[String]) { 14 | val sparkConf = new SparkConf().setAppName("ForeachRDDApp").setMaster("local[2]") 15 | val ssc = new StreamingContext(sparkConf, Seconds(5)) 16 | 17 | val flumeStream = FlumeUtils.createStream(ssc, "0.0.0.0", 41414) 18 | flumeStream.map(x=> new String(x.event.getBody.array()).trim).flatMap(_.split(" ")).map((_,1)).reduceByKey(_+_).print() 19 | 20 | ssc.start() 21 | ssc.awaitTermination() 22 | } 23 | 24 | } 25 | -------------------------------------------------------------------------------- /src/main/scala/com/lt/spark/NetworkWordCount.scala: -------------------------------------------------------------------------------- 1 | package com.lt.spark 2 | 3 | import org.apache.spark.SparkConf 4 | import org.apache.spark.streaming.{Seconds, StreamingContext} 5 | 6 | /** 7 | * Created by taoshiliu on 2018/2/18. 8 | * 9 | * SparkStream处理Socket数据 10 | * nc测试 11 | */ 12 | object NetworkWordCount { 13 | def main(args: Array[String]) { 14 | 15 | val sparkConf = new SparkConf().setMaster("local[2]").setAppName("NetworkWordCount") 16 | val ssc = new StreamingContext(sparkConf,Seconds(5)) 17 | 18 | val lines = ssc.socketTextStream("localhost",6789) 19 | val result = lines.flatMap(_.split(" ")).map((_,1)).reduceByKey(_ + _) 20 | 21 | result.print() 22 | ssc.start() 23 | ssc.awaitTermination() 24 | } 25 | } 26 | -------------------------------------------------------------------------------- /src/main/scala/com/lt/spark/WindowWordCount.scala: -------------------------------------------------------------------------------- 1 | package com.lt.spark 2 | 3 | import org.apache.spark.SparkConf 4 | import org.apache.spark.streaming.{Seconds, StreamingContext} 5 | 6 | /** 7 | * Created by taoshiliu on 2018/2/19. 8 | */ 9 | object WindowWordCount { 10 | def main(args: Array[String]) { 11 | val sparkConf = new SparkConf().setMaster("local[2]").setAppName("NetworkWordCount") 12 | val ssc = new StreamingContext(sparkConf,Seconds(5)) 13 | 14 | val lines = ssc.socketTextStream("localhost",6789) 15 | val result = lines.flatMap(_.split(" ")).map((_,1)) 16 | val windowedWordCounts = result.reduceByKeyAndWindow((v1: Int, v2: Int) => v1 + v2,Seconds(30),Seconds(10)) 17 | 18 | ssc.start() 19 | ssc.awaitTermination() 20 | } 21 | } 22 | -------------------------------------------------------------------------------- /src/main/scala/com/lt/spark/project/domain/ClickLog.scala: -------------------------------------------------------------------------------- 1 | package com.lt.spark.project.domain 2 | 3 | /** 4 | * Created by taoshiliu on 2018/2/19. 5 | */ 6 | case class ClickLog(ip:String,time:String,courseId:Int,statusCode:Int,referer:String) 7 | -------------------------------------------------------------------------------- /src/main/scala/com/lt/spark/project/domain/CourseClickCount.scala: -------------------------------------------------------------------------------- 1 | package com.lt.spark.project.domain 2 | 3 | /** 4 | * Created by taoshiliu on 2018/2/19. 5 | */ 6 | case class CourseClickCount(day_course:String,click_count:Long) 7 | -------------------------------------------------------------------------------- /src/main/scala/com/lt/spark/project/domain/CourseSearchClickCount.scala: -------------------------------------------------------------------------------- 1 | package com.lt.spark.project.domain 2 | 3 | /** 4 | * Created by taoshiliu on 2018/2/20. 5 | */ 6 | case class CourseSearchClickCount(day_search_course:String,click_count:Long) 7 | -------------------------------------------------------------------------------- /src/main/scala/com/lt/spark/project/util/DataUtils.scala: -------------------------------------------------------------------------------- 1 | package com.lt.spark.project.util 2 | 3 | import java.util.Date 4 | 5 | import org.apache.commons.lang3.time.FastDateFormat 6 | 7 | /** 8 | * Created by taoshiliu on 2018/2/19. 9 | */ 10 | object DataUtils { 11 | 12 | val YYYYMMDDHHMMSS_FORMAT = FastDateFormat.getInstance("yyyy-MM-dd HH:mm:ss") 13 | val TARGET_FORMAT = FastDateFormat.getInstance("yyyyMMddHHmmss") 14 | 15 | def getTime(time:String) = { 16 | YYYYMMDDHHMMSS_FORMAT.parse(time).getTime 17 | } 18 | 19 | def parseToMinute(time:String) = { 20 | TARGET_FORMAT.format(new Date(getTime(time))) 21 | } 22 | 23 | /*def main(args: Array[String]) { 24 | println(parseToMinute("2017-10-22 14:46:01")) 25 | }*/ 26 | 27 | } 28 | -------------------------------------------------------------------------------- /src/test/java/LoggerCenerator.java: -------------------------------------------------------------------------------- 1 | import org.apache.log4j.Logger; 2 | 3 | /** 4 | * Created by taoshiliu on 2018/2/19. 5 | * 6 | * 模拟日志产生 7 | */ 8 | public class LoggerCenerator { 9 | 10 | private static Logger logger = Logger.getLogger(LoggerCenerator.class); 11 | 12 | public static void main(String[] args) throws Exception { 13 | int index = 0; 14 | while(true) { 15 | Thread.sleep(1000); 16 | logger.info("value : " + index++); 17 | } 18 | } 19 | 20 | } 21 | -------------------------------------------------------------------------------- /src/test/resources/log4j.properties: -------------------------------------------------------------------------------- 1 | log4j.rootLogger=INFO,stdout,flume 2 | 3 | log4j.appender.stdout = org.apache.log4j.ConsoleAppender 4 | log4j.appender.stdout.target = System.out 5 | log4j.appender.stdout.layout = org.apache.log4j.PatternLayout 6 | log4j.appender.stdout.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss,SSS} [%t] [%c] [%p] - %m%n 7 | 8 | log4j.appender.flume = org.apache.flume.clients.log4jappender.Log4jAppender 9 | log4j.appender.flume.Hostname = hadoop000 10 | log4j.appender.flume.Port = 41414 11 | log4j.appender.flume.UnsafeMode = true -------------------------------------------------------------------------------- /target/classes/com/lt/spark/FileWordCount$$anonfun$1.class: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lttoto/SparkStreamingProject/a1617fac1eda69082b3f504182c7467c33fdaa12/target/classes/com/lt/spark/FileWordCount$$anonfun$1.class 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