I have hadoop 1.0.4 running on my ubuntu 11.04,configured with eclipse I want to make a web application to run hadoop jobs, or may be Cassandra,Hbase and Hive might be a way but I don't have much time to learn thoroughly all these and I want to do it as quickly as possible.Any advice which one might prove the easiest to get started with ?
I don't know if this question really qualifies to be here on SO in its current form. This is the reason I did not write this initially. But, a lot of SO experts are out there to decide this(they can do it much better than me) :)
Having said that, I would like to share a few things with you based on my personal experience, so that you proceed towards the correct path. First of all, Hadoop jobs(MapReduce) and Hive are actually not a good fit for web services kinda use cases. They are most suitable for offline, batch processing kinda stuff. HBase/Cassandra can be used though, if you have real time needs(like web services).
Coming back to your actual question. Before diving into Hadoop, Hive, HBase etc, I would suggest you to get some hold on web services first(if you are new to web services as well). Reason being, a web service is something which has much wider scope of applicability as compared to tools like Hadoop, Hive, HBase etc. These tools are specific to some particular use cases and cannot be used everywhere. But, web services are used almost everywhere and with n number of different things, like RDBMSs, NoSQL datastores etc etc. So if you know web service concepts you definitely have that extra edge. To begin with you can visit these links :
Web Services Tutorial by W3Schools(Nice n easy. Would serve the quick start guide purpose).
For a detailed tutorial you can visit the oracle web services tutorial.
This link by IBM developerworks has references to some really good web services learning stuff.
You might find this one really helpful to start with(Shows how to create web services using Eclipse).
And you can obviously Google web service tutorials anytime.
One last thing. Although it's not mandatory to be a pro in things like Hadoop, Hive, HBase etc, but having some decent amount of understanding of the concepts would be really helpful in developing your solution in a much better manner. It'll allow you to think accurately in the correct direction.
HTH.
I'm currently trying to find the best message queue solution for an appharbor application. Most of the ones of looked at assume you have a windows environment with MSMQ and DTC installed, which I don't believe the appharbor environment provides.
I would like something that works well with ravendb, as that is the database we are using. Something who's only dependence is on raven would be ideal, especially if it integrates with our existing unit of work. Ie, when save changes is called in our controller action the messages are saved in the same transaction.
It would also need a host that works in a console application for background processing.
Ideally I would like something that "just works" in a development environment also. With raven, for example, we use the embedded mode while developing and I would like something that doesn't require installation.
I've looked at nServicebus, which seems to fail these conditions because it needs a transport (msmq, sql, etc) and much of the documentation is out of date.
I also looked at rhino service bus but there is a distinct lack of documentation and community. I'm also not sure if it can depend entirely on ravendb.
The others I looked at all seemed quite heavyweight and required installation and configuration to run in a development environment.
Edit: the other option, is to implement our own.
First of all, congratulations on being the 1000th NServiceBus question on StackOverflow!
Second, if you were to use SQL for persisting your business data, then you could run NServiceBus on top of that same SQL where all the messages go through tables (instead of queues) and then you wouldn't need the DTC.
Third, if you did want to go with RavenDB as your transport for NServiceBus, you would have to implement the ISendMessages and IReceiveMessages interfaces on top of it, but I believe that somebody in the community has already started working on that, so possibly you could join forces with them.
Finally, I wouldn't recommend writing your own ESB these days - not when there are so many good choices already out there. You mentioned the issues of community and documentation - those tend to be handled the worst when writing your own infrastructure.
I've been using PyAMF to write a backend for a flex app that will request different groups of hundreds of different images depending on what the client needs. I have been using the "simple_server" WSGI server that PyAMF supplies while developing the flex code. Now I'm ready to write a robust backend that will be able to pull images from a mySQL database and send them as fast as possible and as efficiently as possible to many concurrent clients.
The PyAMF documentation is great because they supply many examples to follow, however I am confused about what kind of backend I am trying to create.
Do I want a SocketServer or a WSGI server or something like Twisted or web2py or Tornado? Are these even all different? :) Should I be using Apache modules instead (mod_wsgi or modjy or mod_python)?
I realize that this probably touches on many open debates, so maybe you could just point me to any good summaries of these debates?
Its great to have so many options, but how do I choose?
The short answer is, of course, that it depends on the requirements of your project.
How many concurrent connections is "a lot"?
How much programmer time can you throw at the problem?
How much hardware can you throw at the problem?
...etc...
If you plan to have lots of concurrent clients, it's hard to beat Twisted in the Python world. However, you'll have to deal with your database asynchronously to avoid blocking, and depending on how complex your database interactions are, this can be a bit of a pain. You're basically limited to either using twisted.enterprise.adbapi or coming up with your own twisted-ORM integration.
If you'd rather have "easy" database code (i.e. you want to use an ORM), you're better off going with a (TurboGears/Pylons/plain wsgi) project, probably hosted using Apache and mod_wsgi. This can be a pretty scalable solution, and you get a lot of stuff for free using these frameworks, but it may be more than you need.
I would avoid using one of the many plain python wsgi servers out there (wsgiref, paster, etc.) in production if you really want high performance.
Good Luck!
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Okay, I will shortly be starting down the path of windows mobile development. I know nothing about the subject really and I am looking for people with experience to let me know of any gottchas you may know of.
Right now I dont even have a breif of what is requied but the assumption is that the application will be very little more than a bunch of CRUD forms for updating data. The only other requirment knowladge I have is that the application will need to support offline storage when there is no signal avaliable. This in turn will obviously require some kind of syncronization when signal returns.
My initial thoughts are that the application will primarily be a front end to interact with a web service layer. Im assuming that WCF will be an appropriate technology for building these services? I also thought that SQL Server CE would be a good route to go down with regards to the offline storage issues.
Any knowlage that you feel is useful within this domain would be appreciated. Advice, links, books anything appreciated.
EDIT: It has been noted that there are two ways to go with off-line synchronization. To either use some form of message queuing or to use SQL synchronization tools. Could anyone offer a good comparison and introduction to these?
EDIT 2: After a little more digging I get the impression that there are basically 3 different approaches I can use here:
Emmbeded Database to query against then syncronization online, when able
MSMQ along with .NET remoting
WCF with ExchangeWebServiceMailTransport bindings using Exchange Server.
Now, there has been a nice few points raised on the first issue, and I think I understand at some level the issues I would face. But I'd like to get a little more information regarding MSMQ implementations and using WCFs new bindings.
Here a few words from my experience so far (about 9 months) of .net Windows Mobile development.
Well you are occasionally connected. (Or more likely occasionally disconnected). You have to choose whether you are going to use messaging with queues (i.e. WCF/SOAP/XML or something like it) or database synchronisation. I choose the SQL synchronisation route so I can't really comment on messaging. The SQL synchronisation route is not hassle free!
If you go down the sync route with SQL compact like me you basically have two choices. SQL Server merge replication or the newer ADO.NET Synchronisation services. If you choose the former you need to be really careful with your DB design to ensure it can be easily partitioned between mobile subscribers and the publisher. You really need to think about conflicts, and splitting tables that wouldn't normally be split in a normalised DB design is one way of doing that. You have to consider situations where a device goes offline for some time and the publisher DB (i.e. main DB) and/or a subscriber alters the same data. What happens when the device comes back online? It might mean resolving conflicts even if you have partitioned things well. This is where I got burnt. But SQL Merge Replication can work well and reduces the amount of code you have to write.
Roll your own DAL. Don't attempt to use datareaders etc. directly from UI code and don't use typed datasets either. There may be third party DALs that work with Windows Mobile (i.e. I know LLBLGEN does, might be worth a look) but Linq-to-SQL is not supported and anyway you need something lightweight. The chances are the DAL won't be too big so roll it yourself.
If you are using .net you'll probably end up wanting some unimplemented platform features. I recommend using this inexpensive framework to give you what your missing (especially as related to connectivity and power management) - http://www.opennetcf.com/Products/SmartDeviceFramework/tabid/65/Default.aspx
Windows Mobile devices partially switch off to save power when not in use. If you are doing a polling type design you'll need to wake them up every x mins. A normal .net timer class won't do this. You'll need to use a platform feature which can be used from OpenNetCF (above). The timer class is called LargeIntervalTimer and is in the OpenNetCF.WindowsCE assembly/namespace (I think).
Good Luck!
SqlCE is only one of the options available for local data storage on a Windows Mobile device, and although it's an excellent database it has limitations. For one thing, SqlCE will not work (period) under encryption (in other words, if your user encrypts the location where your SDF file is, you will no longer be able to access the data).
The second (and most critical) weakness of SqlCE lies in the RDA/Merge Replication tools. SqlCE Merge Replication is not 100% reliable in situations where the network connection can drop during replication (obviously very common in Windows Mobile devices). If you enjoy trying to explain missing or corrupted data to your clients, go ahead and use SqlCE and merge replication.
Oracle Lite is a good alternative to SqlCE, although it too doesn't work properly under encryption. If encryption is a potential problem, you need to find a database engine that works under encryption (I don't know of one) or else write your own persistence component using XML or something.
Writing a WM application as a front end that primarily interacts with a web service in real time will only work in an always-connected environment. A better approach is to write your application as a front end that primarily interacts with local data (SqlCE, Oracle Lite, XML or whatever), and then create a separate Synchronization component that handles pushing and pulling data.
Again, SqlCE merge replication does this pushing and pulling beautifully and elegantly - it just doesn't work all the time. If you want a replication mechanism that works reliably, you'll have to write your own. Oracle Lite has something called a snapshot table that works very well for this purpose. A snapshot table in Olite tracks changes (like adds, updates and deletes) and allows you to query the changes separately and update the central database (through a web service) to match.
This thread I just posted on SO a few days ago has proven to be a great resource for me thus far.
Also the Windows Mobile MSDN WebCasts are a wealth of information on everything from just getting started up to advanced development.
I would suggest Sqlite for local storage. From the last benchmark I ran it was much better than SqlCe and you don't have to do stupid things like retain an open connection for performance improvements.
Trade-offs being that the toolset is less rich and the integration with other MSSql products is nil. :(
you might want to refer to this:
getting-started-with-windows-mobile-development
You shouldn't be intimidated for windows mobile development. It isn't much different from desktop development. I strongly recommend that you use .NET Compact Framework for development and not C++/MFC.
Some useful links:
Mobile section at the Code
Project. You would find a lot of
articles, a little digging is needed
to find the appropriate one.
Smart
Device Framework from OpenNetCF
offer valuable extensions to the
compact framework.
When you install
the Mobile SDK, you will find under the
Community folder links for the
Windows Mobile and CF framework
blogs. These are also valuable
resources.
Regarding your application, you are right about the WCF and the SQL Server CE. These are the proper ways for handling communication and storage.
Some hints for people coming from a desktop world:
You need to have some sort of power management. The device may automatically go to suspend state. Also, you shouldn't consume power when you don't have to.
Network connectivity is a difficult issue. You can register notifications for when a specific network (Wi-Fi, GPRS) becomes available or unavailable. You can also set the preferred means of communication.
Make the UI as simple as possible. The user uses his thumb and/or a pen and he is probably on the move.
Test in a real device as early as possible.
"24 Hours of Windows Mobile Application Development" from the Windows Mobile Team Blog has some good resources
If you can, try to start from the user use cases and work back to the code, rather than vice versa. It's really easy to spend a lot more time working on the tools than working on the business problem. And thinking through user requirements will help you consider alternate strategies, because a lot of the patterns you know from normal .NET don't apply.
I've done lots of intermittent application development of exactly the type you are describing, and an on-board database works just fine. The MSMQ/WCF stuff just adds conceptual overhead without adding much value. You need a logical datastore locally anyway, and replication at this level is a simple concept that you want to keep simple, so the audit trail is easily monitored and debugged. MSMQ and WCF tend to hide things in unfamiliar places.
I upvoted the SqlLite suggestion BTW. MS doesn't have their persistence story stabilized yet for CE.
For the database replication bit I highly recommend Sybase Ultralite. In terms of flexibility and performance it knocks the socks off SQL CE
I had to do this once. Weird setup with Macs for development, and we were all Java programmers. And a short deadline. PowerPC macs too, so no chance to install Windows for Visual Studio development, never mind that the money for this would never have appeared.
We ended up writing applications using Java, running on the IBM J9 virtual machine, with SWT for a user interface. Entirely free development stack. Easy to deploy. Code ran on any platform we desired, not just PocketPC/WinMob.
Most of the work was on the server side anyway - the database, the web service server. The logic. The reporting engine. The client side wasn't totally simple however - would get the form templates from the server (because they changed frequently), the site details (multi-site deployment), generate a UI from the form template (using some SWT GUI components that are wonderful for PocketPC development, like the ExpandBar), gather data with a point and click interface (minimising keyboard entry where possible), and then submit it back to the server.
For offline storage we used XML files on the device itself. More than enough for our needs, but yours may differ. Maybe consider SQLite?
There are a couple links you can check out to start with:
http://developer.windowsmobile.com
http://msdn.microsoft.com/en-us/windowsmobile/default.aspx
If you have a sticking point while developing, there are also Windows Mobile dedicated chats on MSDN that you can attend and ask your questions. The calendar hasn't been updated yet, but the next ones should be in January. You can find the schedule here: http://msdn.microsoft.com/en-us/chats/default.aspx
I am going to add an additional question to this post, as its been active enough and hopefully will be helpful to others as well as me. Ok, so after playing around I now realize that standard class libraries cannot be included in windows mobile applications.
Now the overwhelming advice here seems to be use an embedded database, though I now do have use cases and it appears that I will need to have document synchronization as well as relational data. With this in mind service layer interaction seems inevitable. So my question is how would I share common domain objects and interfaces between the layers?
"Document synchronization" - does that mean bidirectional? Or cumulative write-only? I can think of mobile architectures that would mainly collect and submit transactions for a shared document - if that's your requirement, then we should discuss offline - it's a long (and interesting) conversation.
Owen you can share code from Compact Framework -> Desktop, it's only Desktop -> Compact Framework that has compatability issues if you use certain objects that are not supported by the CF.
While a desktop lib doesn't work on CF a CF lib WILL work on the desktop, you can also run CF.exes on the desktop!
Just create a CF library as the project that defines your base objects / interfaces etc.
This book sshould e essential reading for all Windows Mobile developers: http://www.microsoft.com/learning/en/us/books/10294.aspx
For developing windows mobile applications you must have the basic tools like silverlight, visual studio, windows phone emulator and sqlite as your database storage.
Looking to hear from people who are using WCF in an enterprise environment.
What were the major hurdles with the roll out?
Performance issues?
Any and all tips appreciated!
Please provide some general statistics and server configs if you can!
WCF can be configuration hell. Be sure to familiarize yourself with its diagnostics and svcTraceViewer, lest you get madenning cryptic, useless exceptions. And watch out for the generated client's broken implementation of the disposable pattern.
I've been recently hired to a company that previously handled their client/server communication with traditional asp.net web services and passing dataset's back and forth.
I re-wrote the core so now there is a Net.Tcp "connected" client... and everything is done through there. It was a week worth of "in-production-discoveries"... but well worth it.
The pain points we had to find out late in the game was:
1) The default throttling blocked the 11th user onward (it defaults to allow only 10).
2) The default "maxBufferSize" was set to 65k, so the first bitmap that needed to be downloaded crashed the server :)
3) Other default configurations (max concurent connections, max concurrent calls, etc).
All in all, it was absolutely worth it... the app is a lot faster just by changing their infrustructure and now that we have "connected" users... the server can send messages down to the clients.
Other beautiful gains is that, since we know 100% who is connected, we can actually enforce our licensing policy at the application level. Before now (and before I was hired) my company had to simply log, and then at the end of the month bill the clients extra for connecting too many times.
As already stated, configuration nightmare and exceptions can be cryptic. You can enable tracing and use the trace log viewer to generally troubleshoot a problem but its definitely a shifting of gears to troubleshoot a WCF service, especially once you've deployed it and you are experiencing problems before your code is even executing.
For communication between components within my organization I ended up using [NetDataContract] on my services and proxies which is recommended against (you can't integrate with platforms outside of .NET and to integrate you need the assembly that has the contracts) though I found the performance to be stellar and my overall development time reduced by using it. For us it was the right solution.
WCF is definitely great for enterprise stuff as it is designed with scalability, extensibility, security, etc... in mind.
as maxidad said, it can be very hard though as exceptions often tell you nearly nothing, if you use security (obvisously for enterprise scenarios) you have to deal with certificates, meaningless MessageSecurityExceptions and so on.
Dealing with WCF services is definitely harder than with old asmx service, but it's worth the effort once you're in.
supplying server configs will not be useful to you as it has to fit to your scenario. using the right bindings is very important, as well as security, concurreny. there is no single way to go when using wcf. just think about your requirements. do you need callbacks, what are your users? what kind of security do you need?
however, WCF will be definitely the right technology for enterprise scale applications.