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  Think Big – Now Think Even Bigger
  Join Us at Internet of Things at Cloud Expo, November 11-13,
at the Javits Center!


The Internet of Things (IoT) is the most profound change in personal and enterprise IT since the creation of the Worldwide Web more than 20 years ago.

All major researchers estimate there will be tens of billions devices - computers, smartphones, tablets, and sensors - connected to the Internet by 2020. This number will continue to grow at a rapid pace for the next several decades.

With major technology companies and startups seriously embracing IoT strategies, now is the perfect time to attend Internet of Things at Cloud Expo in New York City. Learn what is going on, contribute to the discussions, and ensure that your enterprise is as "IoT-Ready" as it can be!

Delegates to Internet of Things at Cloud Expo will be able to attend eight separate, information-packed tracks:

  • Enterprise Cloud
  • Digital Transformation
  • The API Enterprise | Mobility & Security
  • DevOps | Containers & Microservices
  • Cognitive Computing | AI, ML, DL
  • Big Data | Analytics
  • IoT | IIoT | Smart Cities
  • Hot Topics | FinTech | WebRTC

There are 120 breakout sessions in all, with Keynotes, General Sessions, and Power Panels adding to three days of incredibly rich presentations and content.


We'll see you in New York!



Day 3 Keynote at @ThingsExpo | Chris Matthieu, CTO of Octoblu
In his keynote at @ThingsExpo, Chris Matthieu, Director of IoT Engineering at Citrix and co-founder and CTO of Octoblu, focused on building an IoT platform and company. He provided a behind-the-scenes look at Octoblu's platform, business, and pivots along the way (including the Citrix acquisition of Octoblu).
  Themes & Topics to Be Discussed

Consumer IoT
• Wearables
• Smart Appliances
• Smart Cars
• Smartphones 2.0
• Automation
• Smart Travel
• Personal Fitness
• Health Care
• Personalized Marketing
• Customized Shopping
• Personal Finance
• The Digital Divide
• Mobile Cash & Markets
• Games & The IoT
• The Future of Education
• Virtual Reality

Enterprise IoT
• The Business Case for
x IoT
• Smart Grids
• Smart Cities
• Smart Transportation
• The Smart Home
• M2M
• Authentication/Security
• Wiring the IoT
• The Internet of
x Everything
• Digital Transformation
x of Enterprise IT
• Agriculture
• Transportation
• Manufacturing
• Local & State
x Government
• Federal Government

IoT Developers | WebRTC Summit
• Eclipse Foundation
• Cloud Foundry
• Linux Containers
• Node-Red
• Open Source Hardware
• Ajax and the IoT
• Leveraging SOA
• Multi-Cloud IoT
• Evolving Standards
• WebSockets
• Security & Privacy
x Protocols
• GPS & Proximity
x Services
• Bluetooth/RFID/etc
• XMPP
• Nest Labs



The Top Keynotes, the Best Sessions, a Rock Star Faculty and the Most Qualified Delegates of ANY Internet of Things Event!


The future of computing lies in these things. As computing takes a much more active role in our lives it will at the same time become much more invisible. Internet of Things Expo will address the challenges in getting from where we are today to this future.
 
The high-energy event is a must-attend for senior technologists from CEOs on down – including CIOs, CTOs, directors of infrastructure, VPs of technology, IT directors and managers, network and storage managers, network engineers, enterprise architects, and communications and networking specialists.




@ThingsExpo Power Panel | The World's Many IoTs: Which Are the Most Important?
The Internet of Things is clearly many things: data collection and analytics, wearables, Smart Grids and Smart Cities, the Industrial Internet, and more. Cool platforms like Arduino, Raspberry Pi, Intel's Galileo and Edison, and a diverse world of sensors are making the IoT a great toy box for developers in all these areas. In this Power Panel at @ThingsExpo, panelists discussed what things are the most important, which will have the most profound effect on the world, and what should we expect to see over the next couple of years.
Benefits of Attending the Three-Day Technical Program
  LEARNexactly why Internet of Things is relevant today from an economic, business and technology standpoint.
  HEAR first-hand from industry experts the common issues and requirements for creating a platform for the Internet of Things.
  SEE what new tools and approaches the Internet of Things requires.
  DISCOVER how to drive a distributed approach to the Internet of Things, where applications move to the data.
  FIND OUThow the vast volumes of new data produced by the Internet of Things provides a valuable new source of business insight through advanced analytical techniques.
  MASTER how the ongoing development of smart cities, cars, and houses will enhance connectivity infrastructure.
Lunch Power Panel | Microservices & IoT- Moderated by Jason Bloomberg
In this Power Panel at @DevOpsSummit, moderated by Jason Bloomberg, president of Intellyx, panelists Roberto Medrano, Executive Vice President at Akana; Lori MacVittie, Evangelist for F5 Networks; and Troy Topnik, ActiveState's Technical Product Manager; and Otis Gospodnetic, founder of Sematext; peeled away the buzz and discuss the important architectural principles behind implementing IoT solutions for the enterprise. As remote IoT devices and sensors become increasingly intelligent, they become part of our distributed cloud environment, and we must architect and code accordingly. At the very least, you'll have no problem filling in your buzzword bingo cards.


How Memory Leaks Happen in a Java Application | @CloudExpo #JVM #Java #Virtualization
One of the core benefits of Java is the JVM, which is an out-of-the-box memory management

How Memory Leaks Happen in a Java Application
By Eugen Paraschiv

Introduction to Memory Leaks In Java Apps
One of the core benefits of Java is the JVM, which is an out-of-the-box memory management. Essentially, we can create objects and the Java Garbage Collector will take care of allocating and freeing up memory for us.

Nevertheless, memory leaks can still occur in Java applications.

In this article, we're going to describe the most common memory leaks, understand their causes, and look at a few techniques to detect/avoid them. We're also going to use the Java YourKit profiler throughout the article, to analyze the state of our memory at runtime.

1. What is a Memory Leak in Java?
The standard definition of a memory leak is a scenario that occurs when objects are no longer being used by the application, but the Garbage Collector is unable to remove them from working memory - because they're still being referenced. As a result, the application consumes more and more resources - which eventually leads to a fatal OutOfMemoryError.

For a better understanding of the concept, here's a simple visual representation:

How memory leaks happen in Java

As we can see, we have two types of objects - referenced and unreferenced; the Garbage Collector can remove objects that are unreferenced. Referenced objects won't be collected, even if they're actually not longer used by the application.

Detecting memory leaks can be difficult. A number of tools perform static analysis to determine potential leaks, but these techniques aren't perfect because the most important aspect is the actual runtime behavior of the running system.

So, let's have a focused look at some of the standard practices of preventing memory leaks, by analyzing some common scenarios.

2. Java Heap Leaks
In this initial section, we're going to focus on the classic memory leak scenario - where Java objects are continuously created without being released.

An advantageous technique to understand these situations is to make reproducing a memory leak easier by setting a lower size for the Heap. That's why, when starting our application, we can adjust the JVM to suit our memory needs:

-Xms<size>

-Xmx<size>

These parameters specify the initial Java Heap size as well as the maximum Heap size.

2.1. Static Field Holding On to the Object Reference
The first scenario that might cause a Java memory leak is referencing a heavy object with a static field.

Let's have a look at a quick example:

private Random random = new Random();
public static final ArrayList<Double> list = new ArrayList<Double>(1000000);

@Test
public void givenStaticField_whenLotsOfOperations_thenMemoryLeak() throws InterruptedException {
for (int i = 0; i < 1000000; i++) {
list.add(random.nextDouble());
}

System.gc();
Thread.sleep(10000); // to allow GC do its job
}

We created our ArrayList as a static field - which will never be collected by the JVM Garbage Collector during the lifetime of the JVM process, even after the calculations it was used for are done. We also invoked Thread.sleep(10000) to allow the GC to perform a full collection and try to reclaim everything that can be reclaimed.

Let's run the test and analyze the JVM with our profiler:

Java static memory leak

Notice how, at the very beginning, all memory is, of course, free.

Then, in just 2 seconds, the iteration process runs and finishes - loading everything into the list (naturally this will depend on the machine you're running the test on).

After that, a full garbage collection cycle is triggered, and the test continues to execute, to allow this cycle time to run and finish. As you can see, the list is not reclaimed and the memory consumption doesn't go down.

Let's now see the exact same example, only this time, the ArrayList isn't referenced by a static variable. Instead, it's a local variable that gets created, used and then discarded:

@Test
public void givenNormalField_whenLotsOfOperations_thenGCWorksFine() throws InterruptedException {
addElementsToTheList();
System.gc();
Thread.sleep(10000); // to allow GC do its job
}

private void addElementsToTheList(){
ArrayList<Double> list = new ArrayList<Double>(1000000);
for (int i = 0; i < 1000000; i++) {
list.add(random.nextDouble());
}
}

Once the method finishes its job, we'll observe the major GC collection, around 50th second on the image below:

Java static no memory leak

Notice how the GC is now able to reclaim some of the memory utilized by the JVM.

How to prevent it?
Now that you understand the scenario, there are of course ways to prevent it from occurring.

First, we need to pay close attention to our usage of static; declaring any collection or heavy object as static ties its lifecycle to the lifecycle of the JVM itself, and makes the entire object graph impossible to collect.

We also need to be aware of collections in general - that's a common way to unintentionally hold on to references for longer than we need to.

2.2. Calling String.intern() on Long String
The second group of scenarios that frequently causes memory leaks involves String operations - specifically the String.intern() API.

Let's have a look at a quick example:

@Test
public void givenLengthString_whenIntern_thenOutOfMemory()
throws IOException, InterruptedException {
Thread.sleep(15000);

String str
= new Scanner(new File("src/test/resources/large.txt"), "UTF-8")
.useDelimiter("\\A").next();
str.intern();

System.gc();
Thread.sleep(15000);
}

Here, we simply try to load a large text file into running memory and then return a canonical form, using .intern().

The intern API will place the str String in the JVM memory pool - where it can't be collected - and again, this will cause the GC to be unable to free up enough memory:

Java String intern memory leak

We can clearly see that in the first 15th seconds JVM is stable, then we load the file and JVM perform garbage collection (20th second).

Finally, the str.intern() is invoked, which leads to the memory leak - the stable line indicating high heap memory usage, which will never be released.

How to prevent it?
Please remember that interned String objects are stored in PermGen space - if our application is intended to perform a lot of operations on large strings, we might need to increase the size of the permanent generation:

-XX:MaxPermSize=<size>

The second solution is to use Java 8 - where the PermGen space is replaced by the Metaspace - which won't lead to any OutOfMemoryError when using intern on Strings:

Finally, there are also several options of avoiding the .intern() API on Strings as well.

2.3. Unclosed Streams
Forgetting to close a stream is a very common scenario, and certainly, one that most developers can relate to. The problem was partially removed in Java 7 when the ability to automatically close all types of streams was introduced into the try-with-resource clause.

Why partially? Because the try-with-resources syntax is optional:

@Test(expected = OutOfMemoryError.class)
public void givenURL_whenUnclosedStream_thenOutOfMemory()
throws IOException, URISyntaxException {
String str = "";
URLConnection conn
= new URL("http://norvig.com/big.txt").openConnection();
BufferedReader br = new BufferedReader(
new InputStreamReader(conn.getInputStream(), StandardCharsets.UTF_8));

while (br.readLine() != null) {
str += br.readLine();
}

//
}

Let's see how the memory of the application looks when loading a large file from an URL:

Java unclosed streams memory leak

As we can see, the heap usage is gradually increasing over time - which is the direct impact of the memory leak caused by not closing the stream.

How to prevent it?
We always need to remember to close streams manually, or to make a use of the auto-close feature introduced in Java 8:

try (BufferedReader br = new BufferedReader(
new InputStreamReader(conn.getInputStream(), StandardCharsets.UTF_8))) {
// further implementation
} catch (IOException e) {
e.printStackTrace();
}

In this case, the BufferedReader will be automatically closed at the end of the try statement, without the need to close it in an explicit finally block.

2.4. Unclosed Connections
This scenario is quite similar to the previous one, with the primary difference of dealing with unclosed connections (e.g. to a database, to an FTP server, etc.). Again, improper implementation can do a lot of harm, leading to memory problems.

Let's see a quick example:

@Test(expected = OutOfMemoryError.class)
public void givenConnection_whenUnclosed_thenOutOfMemory()
throws IOException, URISyntaxException {

URL url = new URL("ftp://speedtest.tele2.net");
URLConnection urlc = url.openConnection();
InputStream is = urlc.getInputStream();
String str = "";

//
}

The URLConnection remains open, and the result is, predictably, a memory leak:

Java unclosed connections memory leak

Notice how the Garbage Collector cannot do anything to release unused, but referenced memory. The situation is immediately clear after the 1st minute - the number of GC operations rapidly decreases, causing increased Heap memory use, which leads to the OutOfMemoryError.

How to prevent it?
The answer here is simple - we need to always close connections in a disciplined manner.

2.5. Adding Objects with no hashCode() and equals() into a HashSet
A simple but very common example that can lead to a memory leak is to use a HashSet with objects that are missing their hashCode() or equals() implementations.

Specifically, when we start adding duplicate objects into a Set - this will only ever grow, instead of ignoring duplicates as it should. We also won't be able to remove these objects, once added.

Let's create a simple class without either equals or hashCode:

public class Key {
public String key;

public Key(String key) {
Key.key = key;
}
}

Now, let's see the scenario:

@Test(expected = OutOfMemoryError.class)
public void givenMap_whenNoEqualsNoHashCodeMethods_thenOutOfMemory()
throws IOException, URISyntaxException {
Map<Object, Object> map = System.getProperties();
while (true) {
map.put(new Key("key"), "value");
}
}

This simple implementation will lead to the following scenario at runtime:

Java no hascode equals memory leak

Notice how the garbage collector stopped being able to reclaim memory around 1:40, and notice the memory leak; the number of GC collections dropped almost four times immediately after.

How to prevent it?
In these situations, the solution is simple - it's crucial to provide the hashCode() and equals() implementations.

One tool worth mentioning here is Project Lombok - this provides a lot of default implementation by annotations, e.g. @EqualsAndHashCode.

3. How to Find Leaking Sources in Your Application
Diagnosing memory leaks is a lengthy process that requires a lot of practical experience, debugging skills and detailed knowledge of the application.

Let's see which techniques can help you in addition to standard profiling.

3.1. Verbose Garbage Collection
One of the quickest ways to identify a memory leak is to enable verbose garbage collection.

By adding the -verbose:gc parameter to the JVM configuration of our application, we're enabling a very detailed trace of GC. Summary reports are shown in default error output file, which should help you understand how your memory is being managed.

3.2. Do Profiling
The second technique is the one we've been using throughout this article - and that's profiling. The most popular profiler is Visual VM - which is a good place to start moving past command-line JDK tools and into lightweight profiling.

In this article, we used another profiler - YourKit - which has some additional, more advanced features compared to Visual VM.

3.3. Review Your Code
Finally, this is more of a general good practice than a specific technique to deal with memory leaks.

Simply put - review your code thoroughly, practice regular code reviews and make good use of static analysis tools to help you understand your code and your system.

Conclusion
In this tutorial, we had a practical look at how memory leaks happen on the JVM. Understanding how these scenarios happen is the first step in the process of dealing with them.

Then, having the techniques and tools to really see what's happening at runtime, as the leak occurs, is critical as well. Static analysis and careful code-focused reviews can only do so much, and - at the end of the day - it's the runtime that will show you the more complex leaks that aren't immediately identifiable in the code.

Finally, leaks can be notoriously hard to find and reproduce because many of them only happen under intense load, which generally happens in production. This is where you need to go beyond code-level analysis and work on two main aspects - reproduction and early detection.

The best and most reliable way to reproduce memory leaks is to simulate the usage patterns of a production environment as close as possible, with the help of a good suite of performance tests.

And early detection is where a solid performance management solution and even an early detection solution can make a significant difference, as it's the only way to have the necessary insight into the runtime of your application in production.

The full implementation of this tutorial can be found over on GitHub. This is a Maven based project, so it can simply be imported and run as it is.

The post How Memory Leaks Happen in a Java Application appeared first on Stackify.

Read the original blog entry...

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