I have a huge XML files up to 1-2gb, and obviously I can't parse the whole file at once, I'd have to split it into parts then parse the parts and do whatever with them.
How can I count number of a certain node? So I can keep track on how many parts do I need to split the file. Is there a maybe better way to do this? I'm open to all suggestions thank you
Question update:
Well I did use STAX, maybe the logic I'm using it for is wrong, I'm parsing the file, then for each node I'm getting the node value and store it inside string builder. Then in another method I go trough stringbuilder and edit the output. Then I write that output to the file. I can do no more than 10000 objects like this.
Here is the exception I get :
Exception in thread "main" java.lang.OutOfMemoryError: Java heap space
at com.sun.org.apache.xerces.internal.util.NamespaceSupport.<init>(Unkno
wn Source)
at com.sun.xml.internal.stream.events.XMLEventAllocatorImpl.setNamespace
Context(Unknown Source)
at com.sun.xml.internal.stream.events.XMLEventAllocatorImpl.getXMLEvent(
Unknown Source)
at com.sun.xml.internal.stream.events.XMLEventAllocatorImpl.allocate(Unk
nown Source)
at com.sun.xml.internal.stream.XMLEventReaderImpl.nextEvent(Unknown Sour
ce)
at com.sun.org.apache.xalan.internal.xsltc.trax.StAXEvent2SAX.bridge(Unk
nown Source)
at com.sun.org.apache.xalan.internal.xsltc.trax.StAXEvent2SAX.parse(Unkn
own Source)
at com.sun.org.apache.xalan.internal.xsltc.trax.TransformerImpl.transfor
mIdentity(Unknown Source)
at com.sun.org.apache.xalan.internal.xsltc.trax.TransformerImpl.transfor
m(Unknown Source)
at com.sun.org.apache.xalan.internal.xsltc.trax.TransformerImpl.transfor
m(Unknown Source)
Actually I think my whole approach is wrong, what I'm actually trying convert xml files into CSV samples. Here is how I do it so far :
Read/parse xml file
For each element node get text node value
Open stream write it to file(temp), for n nodes then flush and close stream
Then open another stream read from temp, use commons strip utils and some other stuff to create proper csv output then write it to csv file
The SAX or STAX API would be your best bet here. They don't parse the whole thing at once, they take one node at a time and let your app process it. They're good for arbitrarily large documents.
SAX is the older API, and works on a push model, STAX is newer and is a pull parser, and is therefore rather easier to use, but for your requirements, either one would be fine.
See this tutorial to get you started with STAX parsing.
You can use a streaming parser like StAX for this. This will not require you to read the entire file in memory at once.
I think you want to avoid creating a DOM, so SAX or StAX should be good choices.
With SAX just implement a simlpe content handler that just increments a counter if an interesting element is found.
With SAX you don't have to split the file: It's streaming, so it holds only the current bits in memory. It's very easy to write a ContentHandler that just does the counting. And it's very fast (in my experience, almost as fast as simply reading the file).
Well I did use STAX, maybe the logic I'm using it for is wrong, I'm parsing the file, then for each node I'm getting the node value and store it inside string builder. Then in another method I go trough stringbuilder and edit the output. Then I write that output to the file. I can do no more than 10000 objects like this.
By this description, I'd say yes, the logic you're using it for is wrong. You're holding on to too much in memory.
Rather than parsing the entire file, storing all the node values into something and then processing the result, you should handle each node as you hit it, and output while parsing.
With more details on what you're actually trying to accomplish and what the input XML and out whatever looks like, we could probably help streamline.
You'd be better off using an event based parser such as SAX
I think splitting the file is not the way to go. You'd better handle the xml file as a stream and use the SAX API (and not the DOM API).
Even better, you should use XQuery to handle you requests.
Saxon is a good Java / .Net implementation (using sax), that is amazingly fast, even on big files. Version HE is under a MPL open-source license.
Here is a little example:
java -cp saxon9he.jar net.sf.saxon.Query -qs:"count(doc('/path/to/your/doc/doc.xml')//YouTagToCount)"
With extended vtd-xml, you can load document in memory efficient as it supports memory mapping. Compared to DOM, the memory usage won't explode in an order of magnitude. And you will be able to use xpath to count the number of nodes very easily.
Related
I need a xml parser to parse a file that is approximately 1.8 gb.
So the parser should not load all the file to memory.
Any suggestions?
Aside the recommended SAX parsing, you could use the StAX API (kind of a SAX evolution), included in the JDK (package javax.xml.stream ).
StAX Project Home: http://stax.codehaus.org/Home
Brief introduction: http://www.xml.com/pub/a/2003/09/17/stax.html
Javadoc: https://docs.oracle.com/javase/8/docs/api/javax/xml/stream/package-summary.html
Use a SAX based parser that presents you with the contents of the document in a stream of events.
StAX API is easier to deal with compared to SAX. Here is a short tutorial
Try VTD-XML. I've found it to be more performant, and more importantly, easier to use than SAX.
As others have said, use a SAX parser, as it is a streaming parser. Using the various events, you extract your information as necessary and then, on the fly store it someplace else (database, another file, what have you).
You can even store it in memory if you truly just need a minor subset, or if you're simply summarizing the file. Depends on the use case of course.
If you're spooling to a DB, make sure you take some care to make your process restartable or whatever. A lot can happen in 1.8GB that can fail in the middle.
Stream the file into a SAX parser and read it into memory in chunks.
SAX gives you a lot of control and being event-driven makes sense. The api is a little hard to get a grip on, you have to pay attention to some things like when the characters() method is called, but the basic idea is you write a content handler that gets called when the start and end of each xml element is read. So you can keep track of the current xpath in the document, identify which paths have which data you're interested in, and identify which path marks the end of a chunk that you want to save or hand off or otherwise process.
Use almost any SAX Parser to stream the file a bit at a time.
I had a similar problem - I had to read a whole XML file and create a data structure in memory. On this data structure (the whole thing had to be loaded) I had to do various operations. A lot of the XML elements contained text (which I had to output in my output file, but wasn't important for the algorithm).
FIrstly, as suggested here, I used SAX to parse the file and build up my data structure. My file was 4GB and I had an 8GB machine so I figured maybe 3GB of the file was just text, and java.lang.String would probably need 6GB for those text using its UTF-16.
If the JVM takes up more space than the computer has physical RAM, then the machine will swap. Doing a mark+sweep garbage collection will result in the pages getting accessed in a random-order manner and also objects getting moved from one object pool to another, which basically kills the machine.
So I decided to write all my strings out to disk in a file (the FS can obviously handle sequential-write of the 3GB just fine, and when reading it in the OS will use available memory for a file-system cache; there might still be random-access reads but fewer than a GC in java). I created a little helper class which you are more than welcome to download if it helps you: StringsFile javadoc | Download ZIP.
StringsFile file = new StringsFile();
StringInFile str = file.newString("abc"); // writes string to file
System.out.println("str is: " + str.toString()); // fetches string from file
+1 for StaX. It's easier to use than SaX because you don't need to write callbacks (you essentially just loop over all elements of the while until you're done) and it has (AFAIK) no limit as to the size of the files it can process.
I've read several questions and tutorials over the internet such as
Best XML parser for Java [closed]
JAVA XML - How do I get specific elements in an XML Node?
What is the best way to create XML files in Java?
how to modify xml tag specific value in java?
Using StAX - From Oracle Tutorials
Apache Xerces Docs
Introduction to XML and XML With Java
Java DOM Parser - Modify XML Document
But since this is the very first time I have to manipulate XML documents in Java I'm still a little bit confused. The XML content is written with String concatenation and that seems to me wrong. It is the same to concatenate Strings to produce a JSON object instead of using a JSONObject class. That's the way the code is written right now:
"<msg:restenv xmlns:msg=\"http://www.b2wdigital.com/umb/NEXM_processa_nf_xml_req\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\" xsi:schemaLocation=\"http://www.b2wdigital.com/umb/NEXM_processa_nf_xml_req req.xsd\"><autenticacao><usuario>"
+ usuario + "</usuario><senha>" + StringUtils.defaultIfBlank(UmbrellaRestClient.PARAMETROS_INFRA_UMBRELLA.get("SENHA_UMBRELLA"), "WS.INTEGRADOR")
+ "</senha></autenticacao><parametros><parametro><p_vl_gnre>" + valorGNRE + "</p_vl_gnre><p_cnpj_destinatario>" + cnpjFilial + "</p_cnpj_destinatario><p_num_ped_compra>" + idPedido
+ "</p_num_ped_compra><p_xml_sefaz><![CDATA[" + arquivoNfe + "]]></p_xml_sefaz></parametro></parametros></msg:restenv>"
In my research I think that almost everything I've read pointed to SAX as the best solution but I never really found something really useful to read about it, almost everything states that we have to create a handler and override startElement, endElement and characters methods.
I don't have to serialize the XML file in hard disk or database or anything else, I just need to pass its content to a webservice.
So my question really is, which is the right way to do it?
Concatenate Strings the way things are done right now?
Write the XML file using a Java API like Xerces? I have no clue on how that can be done.
Read the XML file with streams and just change node texts? My XML without the files would be like that:
<msg:restenv xmlns:msg="{url}"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="{schemaLocation}">
<autenticacao>
<usuario></usuario>
<senha></senha>
</autenticacao>
<parametros>
<parametro>
<p_vl_gnre></p_vl_gnre>
<p_cnpj_destinatario></p_cnpj_destinatario>
<p_num_ped_compra></p_num_ped_compra>
<p_xml_sefaz><![CDATA[]]></p_xml_sefaz>
</parametro>
</parametros>
</msg:restenv>
I've also read something about using Apache Velocity as a template Engine since I don't actually have to serialize the XML and that's a approach that I really like because I've already worked with this framework and it's a really simple framework.
Again, I'm not looking for the best way, but the right one with tutorials and examples, if possible, on how to get things done.
It all depends on context. There is no single "right way".
The biggest issues with concatenation is the combination of escaping the XML in to a String constant (which is fiddly), but also escaping the values that you can using so that they're correct for an XML document.
For small XMLs, that's fine.
But for larger ones, it can be a pain.
If most of your XML is boilerplate with just a few values inserted, you may find that templates using something like Velocity or any of the other several libraries may be quite effective. It helps keep the template "native" (you don't have to wrap it in "'s and escape it), plus it keeps the XML out of your code, but easily lets you stamp in the parts that you need to do.
I agree that there's not just one way to do it, but I would advise you to take a look at JAXB. You can easily consume and produce XML without any of that pesky String manipulation. Look here for a simple intro: https://docs.oracle.com/javase/tutorial/jaxb/index.html
The Answer by Will Hartung is correct. There is not one right way as it depends on your situation.
For a beginner programmer, I suggest writing the strings manually so you get to understand XML in general and your content in particular. As for the mechanics of String concatenation, you would generally be using StringBuilder rather than String for better performance. Where thread-safety is needed, use StringBuffer.
The major issue is memory.
Abundant MemoryIf you have lots of memory and small XML documents, you can load the entire document into memory. This way you can traverse a document forwards, backwards, and jump around arbitrarily. This approach is know as Document Object Model (DOM). One better-known implementation of this approach is Apache Xerces. There are other good implementations as well.
Scarce MemoryIf you have little memory and large XML documents, then you need to plow through the document from start to finish, biting off small chunks at a time for lower memory usage. This approach is known as SAX. You can find multiple good implementations.
Another issue is validation. Do you want to validate the XML documents against a DTD or Schema? Some tools do this and some do not.
When all you need is to serialize the content of a Java object and read it back, I recommend the Simple XML Serialization library. Much simpler with a quicker learning-curve than the other tools.
We have a new requirement:
There are some BIG xml files keep coming into our system and we will need to process them immediately and quickly using Java. The file is huge but the required information for our processing is inside a element which is very small.
...
...
What is the best way to extract this small portion of the data from the huge file before we start processing. If we try to load the entire file, we will get out of memory error immediately due to size. What is the efficient way in Java that I can use to get the ..data..data..data.. data element without loading or reading the file line by line. Is there any SAX Parser that I can use to get this done?
Thank you
The SAX parsers are event based and are much faster because they do what you need: they don't read the xml document entirely. There is a SAXParser available in the Java distributions.
I had to parse huge files in a previous project (1G-2G) and didn't want to deal with using SAX. I find SAX too low-level in some instances and like keepings a traversal approach in most cases.
I have used the VTD library http://vtd-xml.sourceforge.net/. It's an EXTREMELY fast library that uses pointers to navigate through the document.
Well, if you want to read a part of a file, you will need to read each line of the file to be able to identify the part of the file of interest and then extract what you need.
If you only need a small portion of the incoming XML, you can either use SAX, or if you need to read only specific elements or attributes, you could use XPath, which would be a lot simpler to implement.
Java comes with a built-in SAXParser implementation as well as an XPath implementation. Find the javadocs for SAXParser here and for XPath here.
StAX is another option based on steaming the data, like SAX, but benefits from a more friendly approach (IMO) to processing the data by "pulling" what you want rather than having it "pushed" to you.
I need to parse a xml file using JAVA and have to create a bean out of that xml file after parsing .
I need this while using Spring JMS in which producer is producing a xml file .First I need to read the xml file and take action according .
I read some thing about parsing and come with these option
xpath
DOM
Which ll be the best option to parse the xml file.
did you check JAXB
There's three ways of parsing an XML file, SAX, DOM and StAX.
DOM will parse the whole file and build up a tree in memory - great for small files but obviously if this is huge then you don't want the entire tree just sitting in memory! SAX is event based - it doesn't load anything into memory per-se but just fires off a series of events as it reads through the file. StAX is a median between the two, the application moves the cursor forward as it needs, grabbing the data as it goes (so no event firing or huge memory consumption.)
What one you use will really depend on your application - all have built in libraries since Java 6.
Looks like, you receive a serialized object via Java messaging. Have a look first, how the object is being serialized. Usually this is done with a library (jaxb, axis, ...) and you could use the very same library to create a deserializer.
You will need:
The xml schema (a xsd file)
The Java bean class (very helpful, it should exist)
Then, usually the library will create all helper classes and files and you don't have to care about parsing.
if you need to create an object, just extract the needed properties and go on...
I recommend using StaX, see this tutorial for more information.
Umh..there are several ways you can parse an xml document to into memory and work with it. You mentioned DOM. DOM actually holds uploads the whole document into memory and then allows you to move between different branches of the XML document.
On the other hand, you could use StAX. It works similar to DOM. The only difference is that, it streams the content of the XML document thus allowing better allocation of memory. On the other hand, it does not retain the information that has already been read.
Look at : http://download.oracle.com/javaee/5/tutorial/doc/bnbem.html It gives details about both parsing methods and example code. Hope that helps.
(All of the following is to be written in Java)
I have to build an application that will take as input XML documents that are, potentially, very large. The document is encrypted -- not with XMLsec, but with my client's preexisting encryption algorithm -- will be processed in three phases:
First, the stream will be decrypted according to the aforementioned algorithm.
Second, an extension class (written by a third party to an API I am providing) will read some portion of the file. The amount that is read is not predictable -- in particular it is not guaranteed to be in the header of the file, but might occur at any point in the XML.
Lastly, another extension class (same deal) will subdivide the input XML into 1..n subset documents. It is possible that these will in some part overlap the portion of the document dealt with by the second operation, ie: I believe I will need to rewind whatever mechanism I am using to deal with this object.
Here is my question:
Is there a way to do this without ever reading the entire piece of data into memory at one time? Obviously I can implement the decryption as an input stream filter, but I'm not sure if it's possible to parse XML in the way I'm describing; by walking over as much of the document is required to gather the second step's information, and then by rewinding the document and passing over it again to split it into jobs, ideally releasing all of the parts of the document that are no longer in use after they have been passed.
Stax is the right way. I would recommend looking at Woodstox
This sounds like a job for StAX (JSR 173). StAX is a pull parser, which means that it works more or less like an event based parser like SAX, but that you have more control over when to stop reading, which elements to pull, ...
The usability of this solution will depend a lot on what your extension classes are actually doing, if you have control over their implementation, etc...
The main point is that if the document is very large, you probably want to use an event based parser and not a tree based, so you will not use a lot of memory.
Implementations of StAX can be found from SUN (SJSXP), Codehaus or a few other providers.
You could use a BufferedInputStream with a very large buffer size and use mark() before the extension class works and reset() afterwards.
If the parts the extension class needs is very far into the file, then this might become extremely memory intensive, 'though.
A more general solution would be to write your own BufferedInputStream-workalike that buffers to the disk if the data that is to be buffered exceeds some preset threshold.
I would write a custom implementation of InputStream that decrypts the bytes in the file and then use SAX to parse the resulting XML as it comes off the stream.
SAXParserFactory.newInstance().newSAXParser().parse(
new DecryptingInputStream(),
new MyHandler()
);
You might be interested by XOM:
XOM is fairly unique in that it is a
dual streaming/tree-based API.
Individual nodes in the tree can be
processed while the document is still
being built. The enables XOM programs
to operate almost as fast as the
underlying parser can supply data. You
don't need to wait for the document to
be completely parsed before you can
start working with it.
XOM is very memory efficient. If you
read an entire document into memory,
XOM uses as little memory as possible.
More importantly, XOM allows you to
filter documents as they're built so
you don't have to build the parts of
the tree you aren't interested in. For
instance, you can skip building text
nodes that only represent boundary
white space, if such white space is
not significant in your application.
You can even process a document piece
by piece and throw away each piece
when you're done with it. XOM has been
used to process documents that are
gigabytes in size.
Look at the XOM library. The example you are looking for is StreamingExampleExtractor.java in the samples directory of the source distribution. This shows a technique for performing a streaming parse of a large xml document only building specific nodes, processing them and discarding them. It is very similar to a sax approach, but has a lot more parsing capability built in so a streaming parse can be achieved pretty easily.
If you want to work at higher level look at NUX. This provides a high level streaming xpath API that only reads the amount of data into memory needed to evaluate the xpath.