├── picture ├── redis.png ├── produce.png └── labelPoint.png ├── TrafficForecast ├── ssc │ └── checkpoint │ │ ├── checkpoint-1535012225000 │ │ ├── checkpoint-1535012230000 │ │ ├── checkpoint-1535012235000 │ │ ├── checkpoint-1535012240000 │ │ ├── checkpoint-1535012245000 │ │ ├── checkpoint-1535012250000 │ │ ├── checkpoint-1535012255000 │ │ ├── checkpoint-1535012260000 │ │ ├── checkpoint-1535012265000 │ │ ├── checkpoint-1535012270000 │ │ ├── .checkpoint-1535012225000.crc │ │ ├── .checkpoint-1535012230000.crc │ │ ├── .checkpoint-1535012235000.crc │ │ ├── .checkpoint-1535012240000.crc │ │ ├── .checkpoint-1535012245000.crc │ │ ├── .checkpoint-1535012250000.crc │ │ ├── .checkpoint-1535012255000.crc │ │ ├── .checkpoint-1535012260000.crc │ │ ├── .checkpoint-1535012265000.crc │ │ ├── .checkpoint-1535012270000.crc │ │ └── receivedBlockMetadata │ │ ├── log-1535010899099-1535010959099 │ │ ├── log-1535010961589-1535011021589 │ │ ├── log-1535011863161-1535011923161 │ │ ├── log-1535011931427-1535011991427 │ │ ├── log-1535011992245-1535012052245 │ │ ├── log-1535012066049-1535012126049 │ │ ├── log-1535012188020-1535012248020 │ │ ├── log-1535012692526-1535012752526 │ │ ├── log-1535013197015-1535013257015 │ │ ├── log-1535014458252-1535014518252 │ │ └── log-1535027070201-1535027130201 ├── tf_consumer │ ├── target │ │ └── classes │ │ │ ├── kafka.properties │ │ │ ├── utils │ │ │ ├── RedisUtil$.class │ │ │ ├── RedisUtil.class │ │ │ ├── PropertyUtil.class │ │ │ ├── PropertyUtil$.class │ │ │ ├── RedisUtil$$anon$1.class │ │ │ └── RedisUtil$$anonfun$1.class │ │ │ └── main │ │ │ ├── SparkConsumer.class │ │ │ ├── SparkConsumer$.class │ │ │ ├── SparkConsumer$$anonfun$1.class │ │ │ ├── SparkConsumer$$anonfun$2.class │ │ │ ├── SparkConsumer$$anonfun$3.class │ │ │ ├── SparkConsumer$$anonfun$4.class │ │ │ ├── SparkConsumer$$anonfun$5.class │ │ │ ├── SparkConsumer$$anonfun$main$1.class │ │ │ ├── SparkConsumer$$anonfun$2$$anon$1.class │ │ │ ├── SparkConsumer$$anonfun$main$1$$anonfun$apply$1.class │ │ │ ├── SparkConsumer$$anonfun$main$1$$anonfun$apply$1$$anonfun$apply$2.class │ │ │ └── SparkConsumer$$anonfun$main$1$$anonfun$apply$1$$anonfun$apply$3.class │ ├── src │ │ └── main │ │ │ ├── resources │ │ │ └── kafka.properties │ │ │ └── scala │ │ │ ├── utils │ │ │ ├── PropertyUtil.scala │ │ │ └── RedisUtil.scala │ │ │ └── main │ │ │ └── SparkConsumer.scala │ └── pom.xml ├── tf_modeling │ ├── target │ │ └── classes │ │ │ ├── main │ │ │ ├── Train$.class │ │ │ ├── Train.class │ │ │ ├── Train$$anonfun$main$1.class │ │ │ ├── Train$$anonfun$main$1$$anonfun$1.class │ │ │ ├── Train$$anonfun$main$1$$anonfun$2.class │ │ │ ├── Train$$anonfun$main$1$$anonfun$apply$2.class │ │ │ ├── Train$$anonfun$main$1$$anonfun$apply$3.class │ │ │ ├── Train$$anonfun$main$1$$anonfun$apply$2$$anonfun$apply$1.class │ │ │ ├── Train$$anonfun$main$1$$anonfun$apply$2$$anonfun$apply$1$$anonfun$apply$mcVI$sp$1.class │ │ │ └── Train$$anonfun$main$1$$anonfun$apply$2$$anonfun$apply$1$$anonfun$apply$mcVI$sp$2.class │ │ │ └── utils │ │ │ ├── RedisUtil$.class │ │ │ ├── RedisUtil.class │ │ │ ├── RedisUtil$$anon$1.class │ │ │ └── RedisUtil$$anonfun$1.class │ ├── src │ │ └── main │ │ │ └── scala │ │ │ └── utils │ │ │ └── RedisUtil.scala │ └── pom.xml ├── tf_producer │ ├── target │ │ └── classes │ │ │ ├── kafka.properties │ │ │ ├── main │ │ │ ├── Producer.class │ │ │ └── Producer$.class │ │ │ └── utils │ │ │ ├── PropertyUtil.class │ │ │ └── PropertyUtil$.class │ ├── src │ │ └── main │ │ │ ├── resources │ │ │ └── kafka.properties │ │ │ └── scala │ │ │ ├── utils │ │ │ └── PropertyUtil.scala │ │ │ └── main │ │ │ └── Producer.scala │ ├── pom.xml │ └── tf_producer.iml ├── .idea │ ├── scala_settings.xml │ ├── scala_compiler.xml │ ├── hydra.xml │ ├── libraries │ │ ├── Maven__asm_asm_3_1.xml │ │ ├── Maven__oro_oro_2_0_8.xml │ │ ├── Maven__org_tukaani_xz_1_0.xml │ │ ├── Maven__net_sf_py4j_py4j_0_9.xml │ │ ├── Maven__xmlenc_xmlenc_0_52.xml │ │ ├── Maven__jline_jline_0_9_94.xml │ │ ├── Maven__log4j_log4j_1_2_17.xml │ │ ├── Maven__stax_stax_api_1_0_1.xml │ │ ├── Maven__net_sf_py4j_py4j_0_10_4.xml │ │ ├── Maven__org_apache_ivy_ivy_2_4_0.xml │ │ ├── Maven__com_101tec_zkclient_0_3.xml │ │ ├── Maven__net_jpountz_lz4_lz4_1_3_0.xml │ │ ├── Maven__org_apache_avro_avro_1_7_7.xml │ │ ├── Maven__redis_clients_jedis_2_9_0.xml │ │ ├── Maven__com_google_inject_guice_3_0.xml │ │ ├── Maven__com_typesafe_config_1_2_1.xml │ │ ├── Maven__net_sf_opencsv_opencsv_2_3.xml │ │ ├── Maven__commons_io_commons_io_2_1.xml │ │ ├── Maven__commons_io_commons_io_2_4.xml │ │ ├── Maven__net_razorvine_pyrolite_4_9.xml │ │ ├── Maven__net_razorvine_pyrolite_4_13.xml │ │ ├── Maven__org_objenesis_objenesis_1_2.xml │ │ ├── Maven__org_objenesis_objenesis_2_1.xml │ │ ├── Maven__aopalliance_aopalliance_1_0.xml │ │ ├── Maven__com_alibaba_fastjson_1_2_41.xml │ │ ├── Maven__commons_cli_commons_cli_1_2.xml │ │ ├── Maven__commons_net_commons_net_2_2.xml │ │ ├── Maven__javax_inject_javax_inject_1.xml │ │ ├── Maven__org_scala_lang_scalap_2_10_0.xml │ │ ├── Maven__org_scala_lang_scalap_2_11_0.xml │ │ ├── Maven__org_slf4j_slf4j_api_1_7_10.xml │ │ ├── Maven__org_slf4j_slf4j_api_1_7_16.xml │ │ ├── Maven__org_slf4j_slf4j_api_1_7_25.xml │ │ ├── Maven__com_google_guava_guava_14_0_1.xml │ │ ├── Maven__io_netty_netty_3_8_0_Final.xml │ │ ├── Maven__com_ning_compress_lzf_1_0_3.xml │ │ ├── Maven__com_twitter_chill_2_10_0_5_0.xml │ │ ├── Maven__com_twitter_chill_2_11_0_8_0.xml │ │ ├── Maven__com_twitter_chill_java_0_5_0.xml │ │ ├── Maven__com_twitter_chill_java_0_8_0.xml │ │ ├── Maven__javax_xml_bind_jaxb_api_2_2_2.xml │ │ ├── Maven__org_jpmml_pmml_model_1_2_15.xml │ │ ├── Maven__com_sun_jersey_jersey_core_1_9.xml │ │ ├── Maven__com_sun_jersey_jersey_json_1_9.xml │ │ ├── Maven__commons_lang_commons_lang_2_4.xml │ │ ├── Maven__commons_lang_commons_lang_2_5.xml │ │ ├── Maven__org_apache_avro_avro_ipc_1_7_7.xml │ │ ├── Maven__org_jpmml_pmml_schema_1_2_15.xml │ │ ├── Maven__org_scalanlp_breeze_2_11_0_12.xml │ │ ├── Maven__javax_activation_activation_1_1.xml │ │ ├── Maven__net_java_dev_jets3t_jets3t_0_7_1.xml │ │ ├── Maven__org_codehaus_janino_janino_3_0_0.xml │ │ ├── Maven__com_esotericsoftware_kryo_kryo_2_21.xml │ │ ├── Maven__com_esotericsoftware_minlog_1_3_0.xml │ │ ├── Maven__com_github_fommil_netlib_core_1_1_2.xml │ │ ├── Maven__org_slf4j_jul_to_slf4j_1_7_10.xml │ │ ├── Maven__org_slf4j_jul_to_slf4j_1_7_16.xml │ │ ├── Maven__org_spire_math_spire_2_11_0_7_4.xml │ │ ├── Maven__commons_codec_commons_codec_1_3.xml │ │ ├── Maven__org_antlr_antlr4_runtime_4_5_3.xml │ │ ├── Maven__org_codehaus_jettison_jettison_1_1.xml │ │ ├── Maven__org_glassfish_javax_servlet_3_1.xml │ │ ├── Maven__org_slf4j_slf4j_log4j12_1_7_10.xml │ │ ├── Maven__org_slf4j_slf4j_log4j12_1_7_16.xml │ │ ├── Maven__com_github_rwl_jtransforms_2_4_0.xml │ │ ├── Maven__com_sun_jersey_jersey_client_1_9.xml │ │ ├── Maven__com_sun_jersey_jersey_server_1_9.xml │ │ ├── Maven__com_chuusai_shapeless_2_11_2_0_0.xml │ │ ├── Maven__com_esotericsoftware_minlog_minlog_1_2.xml │ │ ├── Maven__org_apache_avro_avro_ipc_tests_1_7_7.xml │ │ ├── Maven__org_slf4j_jcl_over_slf4j_1_7_10.xml │ │ ├── Maven__org_slf4j_jcl_over_slf4j_1_7_16.xml │ │ ├── Maven__org_spark_project_spark_unused_1_0_0.xml │ │ ├── Maven__com_google_code_findbugs_jsr305_1_3_9.xml │ │ ├── Maven__com_sun_xml_bind_jaxb_impl_2_2_3_1.xml │ │ ├── Maven__io_netty_netty_all_4_0_29_Final.xml │ │ ├── Maven__io_netty_netty_all_4_0_42_Final.xml │ │ ├── Maven__org_apache_commons_commons_math_2_1.xml │ │ ├── Maven__org_apache_zookeeper_zookeeper_3_4_5.xml │ │ ├── Maven__org_javassist_javassist_3_18_1_GA.xml │ │ ├── Maven__com_clearspring_analytics_stream_2_7_0.xml │ │ ├── Maven__com_sun_jersey_jersey_grizzly2_1_9.xml │ │ ├── Maven__javax_ws_rs_javax_ws_rs_api_2_0_1.xml │ │ ├── Maven__org_apache_hadoop_hadoop_auth_2_2_0.xml │ │ ├── Maven__org_apache_hadoop_hadoop_hdfs_2_2_0.xml │ │ ├── Maven__org_apache_kafka_kafka_2_10_0_8_2_1.xml │ │ ├── Maven__org_apache_mesos_mesos_shaded_protobuf_0_21_1.xml │ │ ├── Maven__org_glassfish_hk2_hk2_api_2_4_0_b34.xml │ │ ├── Maven__org_mortbay_jetty_jetty_util_6_1_26.xml │ │ ├── Maven__org_xerial_snappy_snappy_java_1_1_2.xml │ │ ├── Maven__org_apache_commons_commons_lang3_3_5.xml │ │ ├── Maven__org_codehaus_jackson_jackson_xc_1_8_3.xml │ │ ├── Maven__org_json4s_json4s_ast_2_10_3_2_10.xml │ │ ├── Maven__org_json4s_json4s_ast_2_11_3_2_11.xml │ │ ├── Maven__org_scala_lang_scala_library_2_10_5.xml │ │ ├── Maven__org_scala_lang_scala_library_2_11_8.xml │ │ ├── Maven__org_scala_lang_scala_reflect_2_10_4.xml │ │ ├── Maven__org_scala_lang_scala_reflect_2_11_7.xml │ │ ├── Maven__com_thoughtworks_paranamer_paranamer_2_6.xml │ │ ├── Maven__com_yammer_metrics_metrics_core_2_2_0.xml │ │ ├── Maven__org_apache_avro_avro_mapred_hadoop2_1_7_7.xml │ │ ├── Maven__org_json4s_json4s_core_2_10_3_2_10.xml │ │ ├── Maven__org_json4s_json4s_core_2_11_3_2_11.xml │ │ ├── Maven__com_esotericsoftware_kryo_shaded_3_0_3.xml │ │ ├── Maven__commons_digester_commons_digester_1_8.xml │ │ ├── Maven__org_apache_hadoop_hadoop_client_2_2_0.xml │ │ ├── Maven__org_apache_hadoop_hadoop_common_2_2_0.xml │ │ ├── Maven__org_apache_spark_spark_sql_2_11_2_1_0.xml │ │ ├── Maven__org_glassfish_hk2_hk2_utils_2_4_0_b34.xml │ │ ├── Maven__org_scala_lang_scala_compiler_2_10_0.xml │ │ ├── Maven__org_scala_lang_scala_compiler_2_11_0.xml │ │ ├── Maven__org_xerial_snappy_snappy_java_1_1_2_6.xml │ │ ├── Maven__com_sun_jersey_contribs_jersey_guice_1_9.xml │ │ ├── Maven__io_dropwizard_metrics_metrics_jvm_3_1_2.xml │ │ ├── Maven__org_apache_commons_commons_lang3_3_3_2.xml │ │ ├── Maven__org_apache_commons_commons_math3_3_4_1.xml │ │ ├── Maven__org_apache_commons_commons_pool2_2_4_2.xml │ │ ├── Maven__org_glassfish_grizzly_grizzly_rcm_2_1_2.xml │ │ ├── Maven__org_roaringbitmap_RoaringBitmap_0_5_11.xml │ │ ├── Maven__org_scalanlp_breeze_macros_2_11_0_12.xml │ │ ├── Maven__com_google_protobuf_protobuf_java_2_5_0.xml │ │ ├── Maven__com_univocity_univocity_parsers_2_2_1.xml │ │ ├── Maven__io_dropwizard_metrics_metrics_core_3_1_2.xml │ │ ├── Maven__io_dropwizard_metrics_metrics_json_3_1_2.xml │ │ ├── Maven__javax_servlet_javax_servlet_api_3_0_1.xml │ │ ├── Maven__javax_servlet_javax_servlet_api_3_1_0.xml │ │ ├── Maven__org_apache_commons_commons_crypto_1_0_0.xml │ │ ├── Maven__org_apache_curator_curator_client_2_4_0.xml │ │ ├── Maven__org_apache_parquet_parquet_column_1_8_1.xml │ │ ├── Maven__org_apache_parquet_parquet_common_1_8_1.xml │ │ ├── Maven__org_apache_parquet_parquet_hadoop_1_8_1.xml │ │ ├── Maven__org_apache_spark_spark_core_2_10_1_6_1.xml │ │ ├── Maven__org_apache_spark_spark_core_2_11_2_1_1.xml │ │ ├── Maven__org_apache_spark_spark_tags_2_11_2_1_1.xml │ │ ├── Maven__org_apache_xbean_xbean_asm5_shaded_4_4.xml │ │ ├── Maven__org_glassfish_grizzly_grizzly_http_2_1_2.xml │ │ ├── Maven__org_tachyonproject_tachyon_client_0_8_2.xml │ │ ├── Maven__org_apache_hadoop_hadoop_yarn_api_2_2_0.xml │ │ ├── Maven__org_codehaus_jackson_jackson_jaxrs_1_8_3.xml │ │ ├── Maven__org_glassfish_hk2_hk2_locator_2_4_0_b34.xml │ │ ├── Maven__org_spire_math_spire_macros_2_11_0_7_4.xml │ │ ├── Maven__org_apache_curator_curator_recipes_2_4_0.xml │ │ ├── Maven__org_apache_kafka_kafka_clients_0_11_0_2.xml │ │ ├── Maven__org_apache_parquet_parquet_jackson_1_8_1.xml │ │ ├── Maven__org_apache_spark_spark_mllib_2_11_2_1_0.xml │ │ ├── Maven__org_json4s_json4s_jackson_2_10_3_2_10.xml │ │ ├── Maven__org_json4s_json4s_jackson_2_11_3_2_11.xml │ │ ├── Maven__com_typesafe_akka_akka_actor_2_10_2_3_11.xml │ │ ├── Maven__com_typesafe_akka_akka_slf4j_2_10_2_3_11.xml │ │ ├── Maven__org_apache_spark_spark_graphx_2_11_2_1_0.xml │ │ ├── Maven__org_apache_spark_spark_sketch_2_11_2_1_0.xml │ │ ├── Maven__org_apache_spark_spark_unsafe_2_10_1_6_1.xml │ │ ├── Maven__org_apache_spark_spark_unsafe_2_11_2_1_1.xml │ │ ├── Maven__com_typesafe_akka_akka_remote_2_10_2_3_11.xml │ │ ├── Maven__commons_beanutils_commons_beanutils_1_7_0.xml │ │ ├── Maven__commons_httpclient_commons_httpclient_3_1.xml │ │ ├── Maven__org_apache_commons_commons_compress_1_4_1.xml │ │ ├── Maven__org_apache_parquet_parquet_encoding_1_8_1.xml │ │ ├── Maven__org_fusesource_leveldbjni_leveldbjni_all_1_8.xml │ │ ├── Maven__org_scala_lang_modules_scala_xml_2_11_1_0_1.xml │ │ ├── Maven__com_fasterxml_jackson_core_jackson_core_2_4_4.xml │ │ ├── Maven__com_fasterxml_jackson_core_jackson_core_2_6_5.xml │ │ ├── Maven__javax_annotation_javax_annotation_api_1_2.xml │ │ ├── Maven__org_apache_curator_curator_framework_2_4_0.xml │ │ ├── Maven__org_codehaus_janino_commons_compiler_3_0_0.xml │ │ ├── Maven__org_uncommons_maths_uncommons_maths_1_2_2a.xml │ │ ├── Maven__net_sourceforge_f2j_arpack_combined_all_0_1.xml │ │ ├── Maven__org_apache_hadoop_hadoop_annotations_2_2_0.xml │ │ ├── Maven__org_apache_hadoop_hadoop_yarn_client_2_2_0.xml │ │ ├── Maven__org_apache_hadoop_hadoop_yarn_common_2_2_0.xml │ │ ├── Maven__org_apache_spark_spark_catalyst_2_11_2_1_0.xml │ │ ├── Maven__org_apache_spark_spark_launcher_2_10_1_6_1.xml │ │ ├── Maven__org_apache_spark_spark_launcher_2_11_2_1_1.xml │ │ ├── Maven__io_dropwizard_metrics_metrics_graphite_3_1_2.xml │ │ ├── Maven__org_codehaus_jackson_jackson_core_asl_1_9_13.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_tachyonproject_tachyon_underfs_s3_0_8_2.xml │ │ ├── Maven__javax_validation_validation_api_1_1_0_Final.xml │ │ ├── Maven__org_apache_spark_spark_streaming_2_10_1_6_1.xml │ │ ├── Maven__org_apache_spark_spark_streaming_2_11_2_1_0.xml │ │ ├── Maven__org_glassfish_grizzly_grizzly_framework_2_1_2.xml │ │ ├── Maven__commons_collections_commons_collections_3_2_1.xml │ │ ├── Maven__org_glassfish_gmbal_gmbal_api_only_3_0_0_b023.xml │ │ ├── Maven__com_esotericsoftware_reflectasm_reflectasm_shaded_1_07.xml │ │ ├── Maven__org_codehaus_jackson_jackson_mapper_asl_1_9_13.xml │ │ ├── Maven__org_tachyonproject_tachyon_underfs_hdfs_0_8_2.xml │ │ ├── Maven__commons_configuration_commons_configuration_1_6.xml │ │ ├── Maven__org_apache_spark_spark_mllib_local_2_11_2_1_0.xml │ │ ├── Maven__org_glassfish_grizzly_grizzly_http_server_2_1_2.xml │ │ ├── Maven__org_glassfish_hk2_osgi_resource_locator_1_0_1.xml │ │ ├── Maven__com_fasterxml_jackson_core_jackson_databind_2_4_4.xml │ │ ├── Maven__com_fasterxml_jackson_core_jackson_databind_2_6_5.xml │ │ ├── Maven__commons_beanutils_commons_beanutils_core_1_8_0.xml │ │ ├── Maven__org_glassfish_external_management_api_3_0_0_b012.xml │ │ ├── Maven__org_glassfish_hk2_external_javax_inject_2_4_0_b34.xml │ │ ├── Maven__org_tachyonproject_tachyon_underfs_local_0_8_2.xml │ │ ├── Maven__org_glassfish_grizzly_grizzly_http_servlet_2_1_2.xml │ │ ├── Maven__org_glassfish_jersey_media_jersey_media_jaxb_2_22_2.xml │ │ ├── Maven__com_fasterxml_jackson_core_jackson_annotations_2_4_4.xml │ │ ├── Maven__com_fasterxml_jackson_core_jackson_annotations_2_6_5.xml │ │ ├── Maven__org_apache_spark_spark_network_common_2_10_1_6_1.xml │ │ ├── Maven__org_apache_spark_spark_network_common_2_11_2_1_1.xml │ │ ├── Maven__org_apache_hadoop_hadoop_yarn_server_common_2_2_0.xml │ │ ├── Maven__org_apache_parquet_parquet_format_2_3_0_incubating.xml │ │ ├── Maven__org_apache_spark_spark_network_shuffle_2_10_1_6_1.xml │ │ ├── Maven__org_apache_spark_spark_network_shuffle_2_11_2_1_1.xml │ │ ├── Maven__org_apache_spark_spark_streaming_kafka_2_10_1_6_1.xml │ │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_app_2_2_0.xml │ │ ├── Maven__org_glassfish_jersey_bundles_repackaged_jersey_guava_2_22_2.xml │ │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_core_2_2_0.xml │ │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_common_2_2_0.xml │ │ ├── Maven__com_fasterxml_jackson_module_jackson_module_paranamer_2_6_5.xml │ │ ├── Maven__org_eclipse_jetty_orbit_javax_servlet_3_0_0_v201112011016.xml │ │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_shuffle_2_2_0.xml │ │ ├── Maven__com_fasterxml_jackson_module_jackson_module_scala_2_10_2_4_4.xml │ │ ├── Maven__com_fasterxml_jackson_module_jackson_module_scala_2_11_2_6_5.xml │ │ ├── Maven__org_glassfish_hk2_external_aopalliance_repackaged_2_4_0_b34.xml │ │ ├── Maven__org_scala_lang_modules_scala_parser_combinators_2_11_1_0_1.xml │ │ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_jobclient_2_2_0.xml │ │ ├── Maven__org_glassfish_jersey_containers_jersey_container_servlet_2_22_2.xml │ │ ├── Maven__com_sun_jersey_jersey_test_framework_jersey_test_framework_core_1_9.xml │ │ ├── Maven__org_glassfish_jersey_containers_jersey_container_servlet_core_2_22_2.xml │ │ └── 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-------------------------------------------------------------------------------- 1 | package utils 2 | 3 | import java.util.Properties 4 | 5 | object PropertyUtil { 6 | 7 | val properties = new Properties() 8 | try { 9 | val inputStream = ClassLoader.getSystemResourceAsStream("kafka.properties") 10 | properties.load(inputStream) 11 | } catch { 12 | case e: Exception => e.getStackTrace 13 | } finally {} 14 | 15 | def getProperties(key: String): String = properties.getProperty(key) 16 | } 17 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__oro_oro_2_0_8.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_tukaani_xz_1_0.xml: -------------------------------------------------------------------------------- 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/TrafficForecast/.idea/libraries/Maven__commons_net_commons_net_2_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__javax_inject_javax_inject_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_scala_lang_scalap_2_10_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_scala_lang_scalap_2_11_0.xml: 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| 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_google_guava_guava_14_0_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__io_netty_netty_3_8_0_Final.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_ning_compress_lzf_1_0_3.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_twitter_chill_2_10_0_5_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_twitter_chill_2_11_0_8_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_twitter_chill_java_0_5_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_twitter_chill_java_0_8_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__javax_xml_bind_jaxb_api_2_2_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_jpmml_pmml_model_1_2_15.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_sun_jersey_jersey_core_1_9.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 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/TrafficForecast/.idea/libraries/Maven__org_apache_avro_avro_ipc_1_7_7.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_jpmml_pmml_schema_1_2_15.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_scalanlp_breeze_2_11_0_12.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__javax_activation_activation_1_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__net_java_dev_jets3t_jets3t_0_7_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_codehaus_janino_janino_3_0_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_esotericsoftware_kryo_kryo_2_21.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_esotericsoftware_minlog_1_3_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_github_fommil_netlib_core_1_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_slf4j_jul_to_slf4j_1_7_10.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_slf4j_jul_to_slf4j_1_7_16.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_spire_math_spire_2_11_0_7_4.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__commons_codec_commons_codec_1_3.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_antlr_antlr4_runtime_4_5_3.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_codehaus_jettison_jettison_1_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_javax_servlet_3_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_slf4j_slf4j_log4j12_1_7_10.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 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/TrafficForecast/.idea/libraries/Maven__com_sun_jersey_jersey_server_1_9.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_chuusai_shapeless_2_11_2_0_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_esotericsoftware_minlog_minlog_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_avro_avro_ipc_tests_1_7_7.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_slf4j_jcl_over_slf4j_1_7_10.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_slf4j_jcl_over_slf4j_1_7_16.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_spark_project_spark_unused_1_0_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_google_code_findbugs_jsr305_1_3_9.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_sun_xml_bind_jaxb_impl_2_2_3_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__io_netty_netty_all_4_0_29_Final.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__io_netty_netty_all_4_0_42_Final.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_commons_commons_math_2_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_zookeeper_zookeeper_3_4_5.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_javassist_javassist_3_18_1_GA.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_clearspring_analytics_stream_2_7_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_sun_jersey_jersey_grizzly2_1_9.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__javax_ws_rs_javax_ws_rs_api_2_0_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_hadoop_hadoop_auth_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_hadoop_hadoop_hdfs_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_kafka_kafka_2_10_0_8_2_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_mesos_mesos_shaded_protobuf_0_21_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_hk2_hk2_api_2_4_0_b34.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_mortbay_jetty_jetty_util_6_1_26.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_xerial_snappy_snappy_java_1_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_commons_commons_lang3_3_5.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_codehaus_jackson_jackson_xc_1_8_3.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_json4s_json4s_ast_2_10_3_2_10.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_json4s_json4s_ast_2_11_3_2_11.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_scala_lang_scala_library_2_10_5.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_scala_lang_scala_library_2_11_8.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 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-------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_yammer_metrics_metrics_core_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_avro_avro_mapred_hadoop2_1_7_7.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_json4s_json4s_core_2_10_3_2_10.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_hadoop_hadoop_common_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_sql_2_11_2_1_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_hk2_hk2_utils_2_4_0_b34.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_scala_lang_scala_compiler_2_10_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_scala_lang_scala_compiler_2_11_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_xerial_snappy_snappy_java_1_1_2_6.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_sun_jersey_contribs_jersey_guice_1_9.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__io_dropwizard_metrics_metrics_jvm_3_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_commons_commons_lang3_3_3_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_commons_commons_math3_3_4_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_commons_commons_pool2_2_4_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_grizzly_grizzly_rcm_2_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_roaringbitmap_RoaringBitmap_0_5_11.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_scalanlp_breeze_macros_2_11_0_12.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_google_protobuf_protobuf_java_2_5_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_univocity_univocity_parsers_2_2_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 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/TrafficForecast/.idea/libraries/Maven__org_apache_parquet_parquet_column_1_8_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_parquet_parquet_common_1_8_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_parquet_parquet_hadoop_1_8_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_core_2_10_1_6_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_core_2_11_2_1_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_tags_2_11_2_1_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_xbean_xbean_asm5_shaded_4_4.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_grizzly_grizzly_http_2_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_tachyonproject_tachyon_client_0_8_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_hadoop_hadoop_yarn_api_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_codehaus_jackson_jackson_jaxrs_1_8_3.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_hk2_hk2_locator_2_4_0_b34.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_spire_math_spire_macros_2_11_0_7_4.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- 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| 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_typesafe_akka_akka_slf4j_2_10_2_3_11.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_graphx_2_11_2_1_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_sketch_2_11_2_1_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 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/TrafficForecast/.idea/libraries/Maven__commons_beanutils_commons_beanutils_1_7_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__commons_httpclient_commons_httpclient_3_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_commons_commons_compress_1_4_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- 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/TrafficForecast/.idea/libraries/Maven__com_fasterxml_jackson_core_jackson_core_2_4_4.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_fasterxml_jackson_core_jackson_core_2_6_5.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__javax_annotation_javax_annotation_api_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_curator_curator_framework_2_4_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_codehaus_janino_commons_compiler_3_0_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_uncommons_maths_uncommons_maths_1_2_2a.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__net_sourceforge_f2j_arpack_combined_all_0_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_hadoop_hadoop_annotations_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_hadoop_hadoop_yarn_client_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_hadoop_hadoop_yarn_common_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_catalyst_2_11_2_1_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_launcher_2_10_1_6_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_launcher_2_11_2_1_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__io_dropwizard_metrics_metrics_graphite_3_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_codehaus_jackson_jackson_core_asl_1_9_13.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_jersey_core_jersey_client_2_22_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_jersey_core_jersey_common_2_22_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_jersey_core_jersey_server_2_22_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_tachyonproject_tachyon_underfs_s3_0_8_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/modules.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__javax_validation_validation_api_1_1_0_Final.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_streaming_2_10_1_6_1.xml: 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-------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__commons_collections_commons_collections_3_2_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_gmbal_gmbal_api_only_3_0_0_b023.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_esotericsoftware_reflectasm_reflectasm_shaded_1_07.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_codehaus_jackson_jackson_mapper_asl_1_9_13.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_tachyonproject_tachyon_underfs_hdfs_0_8_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__commons_configuration_commons_configuration_1_6.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_mllib_local_2_11_2_1_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_grizzly_grizzly_http_server_2_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_hk2_osgi_resource_locator_1_0_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_fasterxml_jackson_core_jackson_databind_2_4_4.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_fasterxml_jackson_core_jackson_databind_2_6_5.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__commons_beanutils_commons_beanutils_core_1_8_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_external_management_api_3_0_0_b012.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_hk2_external_javax_inject_2_4_0_b34.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_tachyonproject_tachyon_underfs_local_0_8_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_grizzly_grizzly_http_servlet_2_1_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_jersey_media_jersey_media_jaxb_2_22_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_fasterxml_jackson_core_jackson_annotations_2_4_4.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 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-------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_hadoop_hadoop_yarn_server_common_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_parquet_parquet_format_2_3_0_incubating.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_spark_spark_network_shuffle_2_10_1_6_1.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 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-------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_fasterxml_jackson_module_jackson_module_paranamer_2_6_5.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_eclipse_jetty_orbit_javax_servlet_3_0_0_v201112011016.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_apache_hadoop_hadoop_mapreduce_client_shuffle_2_2_0.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_fasterxml_jackson_module_jackson_module_scala_2_10_2_4_4.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_fasterxml_jackson_module_jackson_module_scala_2_11_2_6_5.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_hk2_external_aopalliance_repackaged_2_4_0_b34.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 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-------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_sun_jersey_jersey_test_framework_jersey_test_framework_core_1_9.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__org_glassfish_jersey_containers_jersey_container_servlet_core_2_22_2.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/libraries/Maven__com_sun_jersey_jersey_test_framework_jersey_test_framework_grizzly2_1_9.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | -------------------------------------------------------------------------------- /TrafficForecast/tf_modeling/src/main/scala/utils/RedisUtil.scala: -------------------------------------------------------------------------------- 1 | package utils 2 | 3 | import redis.clients.jedis.{JedisPool, JedisPoolConfig} 4 | 5 | object RedisUtil { 6 | // 配置Redis连接器 7 | val host = "mini1" 8 | val port = 6379 9 | val timeout = 30000 10 | val config = new JedisPoolConfig 11 | config.setMaxTotal(200) 12 | config.setMaxIdle(50) 13 | config.setMinIdle(0) 14 | config.setMaxWaitMillis(10000) 15 | config.setTestOnBorrow(true) 16 | config.setTestOnReturn(true) 17 | config.setTestOnCreate(true) 18 | config.setTestWhileIdle(true) 19 | config.setTimeBetweenEvictionRunsMillis(30000) 20 | config.setNumTestsPerEvictionRun(10) 21 | config.setMinEvictableIdleTimeMillis(60000) 22 | 23 | // 连接池 24 | lazy val pool = new JedisPool(config, host, port, timeout) 25 | 26 | // 创建程序奔溃时，回收资源的线程 27 | lazy val hook = new Thread { 28 | override def run() = pool.destroy() 29 | } 30 | sys.addShutdownHook(hook) 31 | 32 | } 33 | -------------------------------------------------------------------------------- /TrafficForecast/tf_consumer/src/main/scala/utils/RedisUtil.scala: -------------------------------------------------------------------------------- 1 | package utils 2 | 3 | import redis.clients.jedis.{JedisPool, JedisPoolConfig} 4 | 5 | object RedisUtil { 6 | // 配置Redis连接器 7 | val host = "192.168.0.113" 8 | val port = 6379 9 | val timeout = 30000 10 | val config = new JedisPoolConfig 11 | config.setMaxTotal(200) 12 | config.setMaxIdle(50) 13 | config.setMinIdle(0) 14 | config.setMaxWaitMillis(10000) 15 | config.setTestOnBorrow(true) 16 | config.setTestOnReturn(true) 17 | config.setTestOnCreate(true) 18 | config.setTestWhileIdle(true) 19 | config.setTimeBetweenEvictionRunsMillis(30000) 20 | config.setNumTestsPerEvictionRun(10) 21 | config.setMinEvictableIdleTimeMillis(60000) 22 | 23 | // 连接池 24 | lazy val pool = new JedisPool(config, host, port, timeout) 25 | 26 | // 创建程序奔溃时，回收资源的线程 27 | lazy val hook = new Thread { 28 | override def run() = pool.destroy() 29 | } 30 | sys.addShutdownHook(hook) 31 | 32 | } 33 | -------------------------------------------------------------------------------- /TrafficForecast/.idea/compiler.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | -------------------------------------------------------------------------------- /TrafficForecast/tf_producer/pom.xml: -------------------------------------------------------------------------------- 1 | 2 | 5 | 4.0.0 6 | 7 | com.shangguigu 8 | tf_producer 9 | 1.0-SNAPSHOT 10 | 11 | 12 | 13 | 14 | com.alibaba 15 | fastjson 16 | 1.2.41 17 | 18 | 19 | 20 | 21 | org.apache.kafka 22 | kafka-clients 23 | 0.11.0.2 24 | 25 | 26 | 27 | 28 | -------------------------------------------------------------------------------- /TrafficForecast/tf_modeling/pom.xml: -------------------------------------------------------------------------------- 1 | 2 | 5 | 4.0.0 6 | 7 | com.shangguigu 8 | tf_modeling 9 | 1.0-SNAPSHOT 10 | 11 | 12 | 13 | 14 | 15 | org.apache.spark 16 | spark-core_2.11 17 | 2.1.1 18 | 19 | 20 | 21 | 22 | redis.clients 23 | jedis 24 | 2.9.0 25 | 26 | 27 | 28 | 29 | org.apache.spark 30 | spark-mllib_2.11 31 | 2.1.0 32 | 33 | 34 | 35 | 36 | 37 | -------------------------------------------------------------------------------- /TrafficForecast/tf_producer/tf_producer.iml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # TrafficForecast 2 | SparkMLlib智慧交通项目 3 | ## 项目需求 4 | 对已有交通数据进行分析建立模型，从而对未来交通堵车情况进行预测 5 | ## 使用步骤 6 | 1. 克隆项目到本地 7 | 2. 导入项目到IDEA 8 | 3. linux中安装配置各软件 9 | 4. 阅读代码，运行项目 10 | ## 软件版本 11 | 1. hadoop-2.6.4 12 | 2. zookeeper-3.4.5 13 | 3. kafka_2.12-0.11.0.2 14 | 4. jdk-8u181-linux-i586 15 | 5. redis-2.6.16 16 | ## 项目思路 17 | ### 生产者模块 18 | - 功能：模拟生产数据，发送到kafka，kafka接收数据后打印到控制台 19 | - 操作步骤 20 | 1. 启动zookeeper(三台机器） 21 | > [hadoop@mini1 ~]$ zkServer.sh start 22 | 2. 启动hadoop 23 | > [hadoop@mini1 ~]$ start-all.sh 24 | 3. 启动kafka(三台机器） 25 | > [hadoop@mini1 kafka_2.12-0.11.0.2]$ bin/kafka-server-start.sh config/server.properties 26 | 4. 创建topic 27 | > [hadoop@mini1 kafka_2.12-0.11.0.2]$ bin/kafka-topics.sh \ 28 | --create \ 29 | --zookeeper mini1:2181 \ 30 | --replication-factor 1 \ 31 | --partitions 1 \ 32 | --topic traffic 33 | 5. 启动consumer 34 | > [hadoop@mini1 kafka_2.12-0.11.0.2]$ bin/kafka-console-consumer.sh \ 35 | --zookeeper mini1:2181 \ 36 | --topic traffic \ 37 | --from-beginning 38 | 6. 运行程序Producer

39 | ![produce](https://github.com/linwt/TrafficForecast-SparkMLlib/blob/master/picture/produce.png) 40 | ### 消费者模块 41 | - 功能：消费kafka数据，并将处理后的数据存储到Redis中 42 | - 操作步骤 43 | 1. 启动Redis 44 | > 服务端：[hadoop@mini1 redis]# bin/redis-server ~/apps/redis/etc/redis.conf \ 45 | > 客户端：[hadoop@mini1 redis]# bin/redis-cli 46 | 2. 运行程序SparkConsumer 47 | 3. 查看Redis数据库 48 | > 127.0.0.1:6379> select 1 \ 49 | > 127.0.0.1:6379[1]> keys * \ 50 | > 127.0.0.1:6379[1]> hgetall “20180823_0015”

51 | ![redis](https://github.com/linwt/TrafficForecast-SparkMLlib/blob/master/picture/redis.png) 52 | ### 数据建模模块 53 | - 功能：读取Redis数据库数据，进行数据建模，并将模型保存到hdfs 54 | - 操作步骤 55 | 1. 运行程序Train 56 | 2. web访问hdfs，查看保存结果 57 | > mini1:50070

58 | ![labelPoint](https://github.com/linwt/TrafficForecast-SparkMLlib/blob/master/picture/labelPoint.png) 59 | -------------------------------------------------------------------------------- /TrafficForecast/tf_producer/src/main/scala/main/Producer.scala: -------------------------------------------------------------------------------- 1 | package main 2 | 3 | import java.text.DecimalFormat 4 | import java.util 5 | import java.util.Calendar 6 | 7 | import com.alibaba.fastjson.JSON 8 | import org.apache.kafka.clients.producer.{KafkaProducer, ProducerRecord} 9 | import utils.PropertyUtil 10 | 11 | import scala.util.Random 12 | 13 | object Producer { 14 | 15 | def main(args: Array[String]): Unit = { 16 | // 读取kafka配置信息 17 | val props = PropertyUtil.properties 18 | // 创建生产者对象 19 | val producer = new KafkaProducer[String, String](props) 20 | // 定义开始时间 21 | var startTime = Calendar.getInstance().getTimeInMillis / 1000 22 | // 模拟生产实施数据，每5分钟切换一次速度。单位：秒。实测用2秒切换一次速度效果更明显 23 | val trafficCycle = 2 24 | 25 | while(true) { 26 | // 模拟产生监测点，模拟20个监测点id 27 | val randomMonitorId = new DecimalFormat("0000").format(new Random().nextInt(21)) 28 | // 定义一个车速 29 | var randomSpeed = "" 30 | // 数据模拟堵车切换周期：5分钟 31 | val currentTime = Calendar.getInstance().getTimeInMillis / 1000 32 | // 超过5分钟，速度为[0,15] 33 | if(currentTime - startTime > trafficCycle) { 34 | randomSpeed = new DecimalFormat("000").format(new Random().nextInt(16)) 35 | if(currentTime - startTime > trafficCycle * 2) { 36 | startTime = currentTime 37 | } 38 | } else { // 未超过5分钟，速度为[30,60] 39 | randomSpeed = new DecimalFormat("000").format(new Random().nextInt(31) + 30) 40 | } 41 | // println(randomMonitorId + "," + randomSpeed) 42 | 43 | // 把数据放进map 44 | val jsonMap = new util.HashMap[String, String]() 45 | jsonMap.put("monitor_id", randomMonitorId) 46 | jsonMap.put("speed", randomSpeed) 47 | // 序列化Json 48 | val event = JSON.toJSON(jsonMap) 49 | println(event) 50 | // 发送数据 51 | producer.send(new ProducerRecord(props.getProperty("kafka.topics"), event.toString)) 52 | 53 | Thread.sleep(500) 54 | } 55 | } 56 | } 57 | 58 | -------------------------------------------------------------------------------- /TrafficForecast/tf_consumer/pom.xml: -------------------------------------------------------------------------------- 1 | 2 | 5 | 4.0.0 6 | 7 | com.shangguigu 8 | tf_consumer 9 | 1.0-SNAPSHOT 10 | 11 | 12 | 13 | 14 | org.apache.spark 15 | spark-core_2.10 16 | 1.6.1 17 | 18 | 19 | 20 | org.apache.spark 21 | spark-streaming_2.10 22 | 1.6.1 23 | 24 | 25 | 26 | org.apache.spark 27 | spark-streaming-kafka_2.10 28 | 1.6.1 29 | 30 | 31 | 32 | 33 | 34 | org.apache.kafka 35 | kafka-clients 36 | 0.11.0.2 37 | 38 | 39 | 40 | 41 | com.alibaba 42 | fastjson 43 | 1.2.41 44 | 45 | 46 | 47 | 48 | redis.clients 49 | jedis 50 | 2.9.0 51 | 52 | 53 | 54 | 55 | -------------------------------------------------------------------------------- /TrafficForecast/tf_consumer/src/main/scala/main/SparkConsumer.scala: -------------------------------------------------------------------------------- 1 | package main 2 | 3 | import java.text.SimpleDateFormat 4 | import java.util.Calendar 5 | 6 | import com.alibaba.fastjson.{JSON, TypeReference} 7 | import kafka.serializer.StringDecoder 8 | import org.apache.spark.streaming.kafka.KafkaUtils 9 | import org.apache.spark.streaming.{Seconds, StreamingContext} 10 | import org.apache.spark.{SparkConf, SparkContext} 11 | import utils.{PropertyUtil, RedisUtil} 12 | 13 | object SparkConsumer { 14 | def main(args: Array[String]): Unit = { 15 | 16 | // 初始化spark 17 | val sparkConf = new SparkConf().setMaster("local[2]").setAppName("SparkConsumer") 18 | val sc = new SparkContext(sparkConf) 19 | val ssc = new StreamingContext(sc, Seconds(5)) 20 | ssc.checkpoint("./ssc/checkpoint") 21 | 22 | // 设置kafka参数 23 | val kafkaParam = Map[String, String]("metadata.broker.list" -> PropertyUtil.getProperties("metadata.broker.list")) 24 | // 设置主题 25 | val topic = Set(PropertyUtil.getProperties("kafka.topics")) 26 | // 读取kafka中的value数据（key是topic） 27 | val kafkaLineDStream = KafkaUtils.createDirectStream[String, String, StringDecoder, StringDecoder](ssc, kafkaParam, topic).map(_._2) 28 | 29 | // 解析读取到的数据。{"monitor_id":"0001", "speed":"50"} 30 | val event = kafkaLineDStream.map(line => { 31 | // Json解析,解析成JavaMap类型，Map("monitor_id":"0001", "speed":"50") 32 | val lineJavaMap = JSON.parseObject(line, new TypeReference[java.util.Map[String, String]](){}) 33 | // 将JavaMap转为ScalaMap，Map(monitor_id -> 0001, speed -> 50) 34 | import scala.collection.JavaConverters._ 35 | val lineScalaMap: collection.mutable.Map[String, String] = mapAsScalaMapConverter(lineJavaMap).asScala 36 | println(lineScalaMap) 37 | lineScalaMap 38 | }) 39 | 40 | // 将数据进行简单聚合：tuple 41 | // 目前数据：Map(monitor_id -> 0001, speed -> 50) 42 | // 目标数据：（0001，（500,10）） （id，（车辆速度和，车辆数）） 43 | val sumOfSpeedCount = event.map(e => (e.get("monitor_id").get, e.get("speed").get)) // ("0001","50") 44 | .mapValues(v => (v.toInt, 1)) // ("0001", (50,1)) 45 | .reduceByKeyAndWindow((t1: (Int, Int), t2: (Int, Int)) => (t1._1 + t2._1, t1._2 + t2._2), Seconds(20), Seconds(10)) 46 | 47 | // 将处理好的数据存放于redis中 48 | val dbIndex = 1 49 | sumOfSpeedCount.foreachRDD(rdd => { 50 | rdd.foreachPartition(partition => { 51 | partition.filter((tuple: (String, (Int, Int))) => tuple._2._2 > 0) 52 | .foreach(record => { 53 | 54 | val monitorId = record._1 // "0001" 55 | val sumOfSpeed = record._2._1 // 500 56 | val sumOfCarCount = record._2._2 // 10 57 | // 将数据实时保存到reids中 58 | val currentTime = Calendar.getInstance().getTime 59 | // HHmm 60 | val hmSDF = new SimpleDateFormat("HHmm") 61 | // yyyyMMdd 62 | val dateDSF = new SimpleDateFormat("yyyyMMdd") 63 | // 对时间进行格式化 64 | val hourMinuteTime = hmSDF.format(currentTime) // "2035" 65 | val date = dateDSF.format(currentTime) // "20190115" 66 | 67 | val jedis = RedisUtil.pool.getResource 68 | // 选择数据库 69 | jedis.select(dbIndex) 70 | // key --> "20190115_0012" 71 | // fields --> 2035 72 | // value --> 500_10 73 | jedis.hset(date + "_" + monitorId, hourMinuteTime, sumOfSpeed + "_" + sumOfCarCount) 74 | // 回收资源 75 | RedisUtil.pool.returnResource(jedis) 76 | // jedis.close() 77 | }) 78 | }) 79 | }) 80 | 81 | ssc.start 82 | ssc.awaitTermination() 83 | } 84 | } 85 | --------------------------------------------------------------------------------