Java 示例: FileSource
本节中所示的示例是一个名为 FileSource
的简单 UDL 源函数,此函数可加载存储在主机文件系统上的文件中的数据(类似于标准 COPY 语句)。要调用 FileSource
,您必须提供一个名为 file
的参数,并且该参数必须包含主机文件系统上的一个或多个文件的绝对路径。您可以使用逗号分隔列表格式指定多个文件。
FileSource
函数还接受一个名为 nodes
的可选参数,此可选参数指示哪些节点应加载文件。如果未提供此参数,则在默认情况下,函数仅在启动程序节点上加载数据。由于此示例是一个简单示例,因此节点仅加载自己的文件系统中的文件。file 参数中的任何文件必须存在于 nodes 参数中的所有主机上。FileSource
UDSource 会尝试将 file
参数中的所有文件加载到 nodes
参数中的所有主机上。
生成文件
可以使用以下 Python 脚本生成文件并将这些文件分发给 Vertica 群集中的主机。使用这些文件,您可以试验示例 UDSource
函数。要运行此函数,您必须能够进行无密码 SSH 登录,以将文件复制到其他主机。因此,您必须使用数据库管理员帐户在数据库主机之一上运行该脚本。
#!/usr/bin/python
# Save this file as UDLDataGen.py
import string
import random
import sys
import os
# Read in the dictionary file to provide random words. Assumes the words
# file is located in /usr/share/dict/words
wordFile = open("/usr/share/dict/words")
wordDict = []
for line in wordFile:
if len(line) > 6:
wordDict.append(line.strip())
MAXSTR = 4 # Maximum number of words to concatentate
NUMROWS = 1000 # Number of rows of data to generate
#FILEPATH = '/tmp/UDLdata.txt' # Final filename to use for UDL source
TMPFILE = '/tmp/UDLtemp.txt' # Temporary filename.
# Generate a random string by concatenating several words together. Max
# number of words set by MAXSTR
def randomWords():
words = [random.choice(wordDict) for n in xrange(random.randint(1, MAXSTR))]
sentence = " ".join(words)
return sentence
# Create a temporary data file that will be moved to a node. Number of
# rows for the file is set by NUMROWS. Adds the name of the node which will
# get the file, to show which node loaded the data.
def generateFile(node):
outFile = open(TMPFILE, 'w')
for line in xrange(NUMROWS):
outFile.write('{0}|{1}|{2}\n'.format(line,randomWords(),node))
outFile.close()
# Copy the temporary file to a node. Only works if passwordless SSH login
# is enabled, which it is for the database administrator account on
# Vertica hosts.
def copyFile(fileName,node):
os.system('scp "%s" "%s:%s"' % (TMPFILE, node, fileName) )
# Loop through the comma-separated list of nodes given in the first
# parameter, creating and copying data files whose full comma-separated
# paths are passed in the second parameter
for node in [x.strip() for x in sys.argv[1].split(',')]:
for fileName in [y.strip() for y in sys.argv[2].split(',')]:
print "generating file", fileName, "for", node
generateFile(node)
print "Copying file to",node
copyFile(fileName,node)
您可以调用该脚本,并为其提供要接收文件的主机的逗号分隔列表和要生成的文件的绝对路径的逗号分隔列表。例如:
python UDLDataGen.py v_vmart_node0001,v_vmart_node0002,v_vmart_node0003 /tmp/UDLdata01.txt,/tmp/UDLdata02.txt,\
UDLdata03.txt
该脚本将生成包含一千个行(各列用管道字符 (|) 分隔)的文件。这些列包含一个索引值、一组随机词以及为其生成了文件的节点,如以下输出示例所示:
0|megabits embanks|v_vmart_node0001
1|unneatly|v_vmart_node0001
2|self-precipitation|v_vmart_node0001
3|antihistamine scalados Vatter|v_vmart_node0001
加载和使用示例
按如下所示加载并使用 FileSource
UDSource:
=> --Load library and create the source function
=> CREATE LIBRARY JavaLib AS '/home/dbadmin/JavaUDlLib.jar'
-> LANGUAGE 'JAVA';
CREATE LIBRARY
=> CREATE SOURCE File as LANGUAGE 'JAVA' NAME
-> 'com.mycompany.UDL.FileSourceFactory' LIBRARY JavaLib;
CREATE SOURCE FUNCTION
=> --Create a table to hold the data loaded from files
=> CREATE TABLE t (i integer, text VARCHAR, node VARCHAR);
CREATE TABLE
=> -- Copy a single file from the currently host using the FileSource
=> COPY t SOURCE File(file='/tmp/UDLdata01.txt');
Rows Loaded
-------------
1000
(1 row)
=> --See some of what got loaded.
=> SELECT * FROM t WHERE i < 5 ORDER BY i;
i | text | node
---+-------------------------------+-----------------
0 | megabits embanks | v_vmart_node0001
1 | unneatly | v_vmart_node0001
2 | self-precipitation | v_vmart_node0001
3 | antihistamine scalados Vatter | v_vmart_node0001
4 | fate-menaced toilworn | v_vmart_node0001
(5 rows)
=> TRUNCATE TABLE t;
TRUNCATE TABLE
=> -- Now load a file from three hosts. All of these hosts must have a file
=> -- named /tmp/UDLdata01.txt, each with different data
=> COPY t SOURCE File(file='/tmp/UDLdata01.txt',
-> nodes='v_vmart_node0001,v_vmart_node0002,v_vmart_node0003');
Rows Loaded
-------------
3000
(1 row)
=> --Now see what has been loaded
=> SELECT * FROM t WHERE i < 5 ORDER BY i,node ;
i | text | node
---+-------------------------------------------------+--------
0 | megabits embanks | v_vmart_node0001
0 | nimble-eyed undupability frowsier | v_vmart_node0002
0 | Circean nonrepellence nonnasality | v_vmart_node0003
1 | unneatly | v_vmart_node0001
1 | floatmaker trabacolos hit-in | v_vmart_node0002
1 | revelrous treatableness Halleck | v_vmart_node0003
2 | self-precipitation | v_vmart_node0001
2 | whipcords archipelagic protodonatan copycutter | v_vmart_node0002
2 | Paganalian geochemistry short-shucks | v_vmart_node0003
3 | antihistamine scalados Vatter | v_vmart_node0001
3 | swordweed touristical subcommanders desalinized | v_vmart_node0002
3 | batboys | v_vmart_node0003
4 | fate-menaced toilworn | v_vmart_node0001
4 | twice-wanted cirrocumulous | v_vmart_node0002
4 | doon-head-clock | v_vmart_node0003
(15 rows)
=> TRUNCATE TABLE t;
TRUNCATE TABLE
=> --Now copy from several files on several hosts
=> COPY t SOURCE File(file='/tmp/UDLdata01.txt,/tmp/UDLdata02.txt,/tmp/UDLdata03.txt'
-> ,nodes='v_vmart_node0001,v_vmart_node0002,v_vmart_node0003');
Rows Loaded
-------------
9000
(1 row)
=> SELECT * FROM t WHERE i = 0 ORDER BY node ;
i | text | node
---+---------------------------------------------+--------
0 | Awolowo Mirabilis D'Amboise | v_vmart_node0001
0 | sortieing Divisionism selfhypnotization | v_vmart_node0001
0 | megabits embanks | v_vmart_node0001
0 | nimble-eyed undupability frowsier | v_vmart_node0002
0 | thiaminase hieroglypher derogated soilborne | v_vmart_node0002
0 | aurigraphy crocket stenocranial | v_vmart_node0002
0 | Khulna pelmets | v_vmart_node0003
0 | Circean nonrepellence nonnasality | v_vmart_node0003
0 | matterate protarsal | v_vmart_node0003
(9 rows)
解析器实施
以下代码显示了从主机文件系统读取文件的 FileSource
类的源。FileSourceFactory.prepareUDSources()
所调用的构造函数可获取包含要读取的数据的文件的绝对文件。setup()
方法可打开文件,而 destroy()
方法可关闭文件。process()
方法可读取文件中的数据并将数据写入到缓冲区(由作为参数传递的 DataBuffer
类的实例提供)。如果读取操作已将输出缓冲区填满,则该方法将返回 OUTPUT_NEEDED
。此值可指示 Vertica 在加载的下一个阶段已处理输出缓冲区之后再次调用该方法。如果读取操作未将输出缓冲区填满,则 process()
将返回 DONE,以指示已完成对数据源的处理。
package com.mycompany.UDL;
import java.io.File;
import java.io.FileNotFoundException;
import java.io.FileReader;
import java.io.IOException;
import java.io.RandomAccessFile;
import com.vertica.sdk.DataBuffer;
import com.vertica.sdk.ServerInterface;
import com.vertica.sdk.State.StreamState;
import com.vertica.sdk.UDSource;
import com.vertica.sdk.UdfException;
public class FileSource extends UDSource {
private String filename; // The file for this UDSource to read
private RandomAccessFile reader; // handle to read from file
// The constructor just stores the absolute filename of the file it will
// read.
public FileSource(String filename) {
super();
this.filename = filename;
}
// Called before Vertica starts requesting data from the data source.
// In this case, setup needs to open the file and save to the reader
// property.
@Override
public void setup(ServerInterface srvInterface ) throws UdfException{
try {
reader = new RandomAccessFile(new File(filename), "r");
} catch (FileNotFoundException e) {
// In case of any error, throw a UDfException. This will terminate
// the data load.
String msg = e.getMessage();
throw new UdfException(0, msg);
}
}
// Called after data has been loaded. In this case, close the file handle.
@Override
public void destroy(ServerInterface srvInterface ) throws UdfException {
if (reader != null) {
try {
reader.close();
} catch (IOException e) {
String msg = e.getMessage();
throw new UdfException(0, msg);
}
}
}
@Override
public StreamState process(ServerInterface srvInterface, DataBuffer output)
throws UdfException {
// Read up to the size of the buffer provided in the DataBuffer.buf
// property. Here we read directly from the file handle into the
// buffer.
long offset;
try {
offset = reader.read(output.buf,output.offset,
output.buf.length-output.offset);
} catch (IOException e) {
// Throw an exception in case of any errors.
String msg = e.getMessage();
throw new UdfException(0, msg);
}
// Update the number of bytes processed so far by the data buffer.
output.offset +=offset;
// See end of data source has been reached, or less data was read
// than can fit in the buffer
if(offset == -1 || offset < output.buf.length) {
// No more data to read.
return StreamState.DONE;
}else{
// Tell Vertica to call again when buffer has been emptied
return StreamState.OUTPUT_NEEDED;
}
}
}
工厂实施
以下代码是 Java UDx 支持包中提供的示例 Java UDsource 函数的修改版本。可以在 /opt/vertica/sdk/examples/JavaUDx/UDLFuctions/com/vertica/JavaLibs/FileSourceFactory.java
中找到完整示例。通过覆盖 plan()
方法,可验证用户是否提供了必需的 file
参数。如果用户还提供了可选的 nodes 参数,该方法还可以验证节点是否存在于 Vertica 群集中。如果任一参数存在问题,该方法将抛出异常并向用户返回错误。如果两个参数都没有问题,则 plan()
方法会将其值存储在计划上下文对象中。
package com.mycompany.UDL;
import java.util.ArrayList;
import java.util.Vector;
import com.vertica.sdk.NodeSpecifyingPlanContext;
import com.vertica.sdk.ParamReader;
import com.vertica.sdk.ParamWriter;
import com.vertica.sdk.ServerInterface;
import com.vertica.sdk.SizedColumnTypes;
import com.vertica.sdk.SourceFactory;
import com.vertica.sdk.UDSource;
import com.vertica.sdk.UdfException;
public class FileSourceFactory extends SourceFactory {
// Called once on the initiator host to do initial setup. Checks
// parameters and chooses which nodes will do the work.
@Override
public void plan(ServerInterface srvInterface,
NodeSpecifyingPlanContext planCtxt) throws UdfException {
String nodes; // stores the list of nodes that will load data
// Get copy of the parameters the user supplied to the UDSource
// function call.
ParamReader args = srvInterface.getParamReader();
// A list of nodes that will perform work. This gets saved as part
// of the plan context.
ArrayList<String> executionNodes = new ArrayList<String>();
// First, ensure the user supplied the file parameter
if (!args.containsParameter("file")) {
// Withut a file parameter, we cannot continue. Throw an
// exception that will be caught by the Java UDx framework.
throw new UdfException(0, "You must supply a file parameter");
}
// If the user specified nodes to read the file, parse the
// comma-separated list and save. Otherwise, assume just the
// Initiator node has the file to read.
if (args.containsParameter("nodes")) {
nodes = args.getString("nodes");
// Get list of nodes in cluster, to ensure that the node the
// user specified actually exists. The list of nodes is available
// from the planCTxt (plan context) object,
ArrayList<String> clusterNodes = planCtxt.getClusterNodes();
// Parse the string parameter "nodes" which
// is a comma-separated list of node names.
String[] nodeNames = nodes.split(",");
for (int i = 0; i < nodeNames.length; i++){
// See if the node the user gave us actually exists
if(clusterNodes.contains(nodeNames[i]))
// Node exists. Add it to list of nodes.
executionNodes.add(nodeNames[i]);
else{
// User supplied node that doesn't exist. Throw an
// exception so the user is notified.
String msg = String.format("Specified node '%s' but no" +
" node by that name is available. Available nodes "
+ "are \"%s\".",
nodeNames[i], clusterNodes.toString());
throw new UdfException(0, msg);
}
}
} else {
// User did not supply a list of node names. Assume the initiator
// is the only host that will read the file. The srvInterface
// instance passed to this method has a getter for the current
// node.
executionNodes.add(srvInterface.getCurrentNodeName());
}
// Set the target node(s) in the plan context
planCtxt.setTargetNodes(executionNodes);
// Set parameters for each node reading data that tells it which
// files it will read. In this simple example, just tell it to
// read all of the files the user passed in the file parameter
String files = args.getString("file");
// Get object to write parameters into the plan context object.
ParamWriter nodeParams = planCtxt.getWriter();
// Loop through list of execution nodes, and add a parameter to plan
// context named for each node performing the work, which tells it the
// list of files it will process. Each node will look for a
// parameter named something like "filesForv_vmart_node0002" in its
// prepareUDSources() method.
for (int i = 0; i < executionNodes.size(); i++) {
nodeParams.setString("filesFor" + executionNodes.get(i), files);
}
}
// Called on each host that is reading data from a source. This method
// returns an array of UDSource objects that process each source.
@Override
public ArrayList<UDSource> prepareUDSources(ServerInterface srvInterface,
NodeSpecifyingPlanContext planCtxt) throws UdfException {
// An array to hold the UDSource subclasses that we instaniate
ArrayList<UDSource> retVal = new ArrayList<UDSource>();
// Get the list of files this node is supposed to process. This was
// saved by the plan() method in the plancontext
String myName = srvInterface.getCurrentNodeName();
ParamReader params = planCtxt.getReader();
String fileNames = params.getString("filesFor" + myName);
// Note that you can also be lazy and directly grab the parameters
// the user passed to the UDSource functon in the COPY statement directly
// by getting parameters from the ServerInterface object. I.e.:
//String fileNames = srvInterface.getParamReader().getString("file");
// Split comma-separated list into a single list.
String[] fileList = fileNames.split(",");
for (int i = 0; i < fileList.length; i++){
// Instantiate a FileSource object (which is a subclass of UDSource)
// to read each file. The constructor for FileSource takes the
// file name of the
retVal.add(new FileSource(fileList[i]));
}
// Return the collection of FileSource objects. They will be called,
// in turn, to read each of the files.
return retVal;
}
// Declares which parameters that this factory accepts.
@Override
public void getParameterType(ServerInterface srvInterface,
SizedColumnTypes parameterTypes) {
parameterTypes.addVarchar(65000, "file");
parameterTypes.addVarchar(65000, "nodes");
}
}