PiFlow v0.5 发布:大数据流水线系统
PiFlow是一个基于分布式计算框架Spark开发的大数据流水线系统。该系统将数据的采集、清洗、计算、存储等各个环节封装成组件,以所见即所得方式进行流水线配置。简单易用,功能强大。它具有如下特性:
- 简单易用:可视化配置流水线,实时监控流水线运行状态,查看日志
- 功能强大:提供100+的数据处理组件, 包括Hadoop 、Spark、MLlib、Hive、Solr、Redis、MemCache、ElasticSearch、JDBC、MongoDB、HTTP、FTP、XML、CSV、JSON等,同时集成了微生物领域的相关算法。
- 扩展性强:支持自定义开发数据处理组件
- 性能优越:基于分布式计算引擎Spark开发
试用地址:http://piflow.ml/piflow-web/login ,用户名/密码:admin/admin
安装使用说明详见:https://github.com/cas-bigdatalab/piflow
支持的数据处理组件如下:
组名 |
组件名 |
Hive: |
SelectHiveQL,PutHiveStreaming,PutHiveQL |
HDFS |
PutHdfs,DeleteHdfs,UnzipFilesOnHDFS,GetHdfs,ListHdfs,SelectFilesByName |
HTTP |
InvokeUrl,GetUrl,UnGZip,PostUrl,LoadZipFromUrl,FileDownHDFS |
RDF |
CsvToNeo4J,RdfToDF |
Spider |
Spider |
JDBC |
JdbcRead,JdbcReadFromOracle,JdbcWrite,JdbcWriteToOracle,SelectImpala |
Streaming |
FlumeStream,KafkaStream,SocketTextStreamByWindow,SocketTextStream,TextFileStream |
MongoDB |
GetMongo,PutMongo |
CSV |
FolderCsvParser,CsvSave,CsvParser,CsvStringParser |
File |
PutFile,FetchFile,RegexTextProcess |
Script |
ShellExecutor,DataFrameRowParser |
Common |
Distinct,ConvertSchema,Fork,SelectField,Join,DoFlatMapStop,ExecuteSQLStop,Merge,DoMapStop,Subtract |
Data Clean |
IdentityNumberClean,PhoneNumberClean,EmailClean,TitleClean |
Message Queue |
WriteToKafka,ReadFromKafka |
Microorganism |
Ensembl_gff3Parser,GeneParser,RefseqParser,GoDataParse,PfamDataParser,GoldDataParse,Swissprot_TrEMBLDataParser,EmblParser,PDBParser,GenBankParse,TaxonomyParse,BioProjetDataParse,BioSampleParse,InterprodataParse,MicrobeGenomeDataParser |
MemCache |
ComplementByMemcache,PutMemcache,GetMemcache |
Machine Learning |
cGaussianMixtureTraining,LogisticRegressionTraining,RandomForestTraining,DecisionTreePrediction,RandomForestPrediction,BisectingKMeansPrediction,LDAPrediction,MultilayerPerceptronTraining,GBTTraining,BisectingKMeansTraining,MultilayerPerceptronPrediction,GBTPrediction,KmeansTraining,NaiveBayesPrediction,DecisionTreeTraining,LDATraining, WordToVec ,LogisticRegressionPrediction,KmeansPrediction,NaiveBayesTraining,GaussianMixturePrediction |
ElasticSearch: |
PutEs,QueryEs,FetchEs |
Redis: |
WriteToRedis,ReadFromRedis |
XML |
XmlParser,XmlStringParser,FlattenXmlParser,XmlSave,FolderXmlParser |
FTP |
UploadToFtp,LoadFromFtpToHDFS |
Excel |
ExcelParser |
Solr |
PutIntoSolr,GetFromSolr |
JSON |
JsonStringParser,MultiFolderJsonParser,FolderJsonParser,JsonSave,JsonParser,EvaluateJsonPath, |
GraphX |
LoadGraph,LabelPropagation |