What is a load-balaner?
This blog is for software technology-related topics and tutorials like: Software architecture (design), Problem statements, etc. Note: All the examples and topics are covered in Java.
Blog Archive
-
▼
2023
(10)
-
▼
May
(10)
- Load Balancer
- CAP Theorem in Distributed System
- Distributed Logging and Tracing in Microservices
- Saga Pattern for Distributed Transaction Managemen...
- Java 9 Module System
- Try With Resources Improvement in Java 9
- Switch Expression in Java 12
- Sealed Classes in Java 15
- Record Classes in Java 14
- Recursion
-
▼
May
(10)
Monday, 15 May 2023
Load Balancer
Wednesday, 10 May 2023
CAP Theorem in Distributed System
You cannot combine these three features all together “Cheap, Fast, and Good.
The CAP theorem applies a similar type of logic to distributed systems—namely, that a distributed system can deliver only two of three desired characteristics: consistency, availability, and partition tolerance (the ‘C,’ ‘A’ and ‘P’ in CAP).
A distributed system is a network that stores data on more than one node (physical or virtual machines) at the same time. Because all cloud applications are distributed systems, it’s essential to understand the CAP theorem when designing a cloud app so that you can choose a data management system that delivers the characteristics your application needs most.
Let’s take a detailed look at the three distributed system characteristics to which the CAP theorem refers.
Consistency
Consistency means that all clients see the same data at the same time, no matter which node they connect to. For this to happen, whenever data is written to one node, it must be instantly forwarded or replicated to all the other nodes in the system before the write is deemed ‘successful.’
Availability
Availability means that any client making a request for data gets a response, even if one or more nodes are down. Another way to state this—all working nodes in the distributed system return a valid response for any request, without exception.
Partition tolerance
A partition is a communications break within a distributed system—a lost or temporarily delayed connection between two nodes. Partition tolerance means that the cluster must continue to work despite any number of communication breakdowns between nodes in the system.
Tuesday, 9 May 2023
Distributed Logging and Tracing in Microservices
The microservice architecture pattern. Requests often span multiple services. Each service handles a request by performing one or more operations, e.g. database queries, publishes messages, etc.
How to understand the behavior of an application and troubleshoot problems?
Saga Pattern for Distributed Transaction Management in Microservices
This model lets the service manage domain data independently on a data store that best suits its data types and schema. Further, it also lets the service scale its data stores on demand and insulates it from the failures of other services.
However, at times a transaction can span across multiple services, and ensuring data consistency across the service database is a challenge.
Implement each business transaction that spans multiple services as a saga. A saga is a sequence of local transactions. Each local transaction updates the database and publishes a message or event to trigger the next local transaction in the saga. If a local transaction fails because it violates a business rule then the saga executes a series of compensating transactions that undo the changes that were made by the preceding local transactions.
There are two ways of coordinating sagas:
- Choreography - Event-Based (Message Broker)
- Orchestration - Command-Based (Service Provider)
Choreography-based saga
- The Order Service receives the
POST /orders
request and creates anOrder
in aPENDING
state - Then Order Service publishes an event to the message broker that an ORDER_CREATED to Payment Service.
- The Payment Service got the ORDER_CREATED event and does the necessary updates and publishes the event to Order and Restaurant Service that an ORDER_PAID.
- The Order and Restaurant Service got the ORDER_PAID event and do the necessary updates.
- The Restaurant Service publishes the event to Order and Delivery Service that an ORDER_PREPARED.
- The Order and Delivery Service got the ORDER_PREPARED event and do the necessary updates.
- Finally, Delivery Service publishes the event to Order Service that ORDER_DELIVERED to the Order Service, and the Order state changed from PENDING to COMPLETE.
- The Order Service receives the
POST /orders
request and creates anOrder
in aPENDING
state - Then Order Service sends the command to Orchestrator Service that an ORDER_CREATED to Payment Service.
- The Payment Service got the ORDER_CREATED command and does the necessary updates and sends the command to Order and Restaurant Service that an ORDER_PAID.
- The Order and Restaurant Service got the ORDER_PAID command and do the necessary updates.
- The Restaurant Service sends the command to Order and Delivery Service that an ORDER_PREPARED.
- The Order and Delivery Service got the ORDER_PREPARED command and do the necessary updates.
- Finally, Delivery Service sends the command to Order Service that ORDER_DELIVERED to the Order Service, and the Order state changed from PENDING to COMPLETE.
Monday, 8 May 2023
Java 9 Module System
Java 9 introduces a new level of abstraction above packages, formally known as the Java Platform Module System (JPMS), or “Modules” for short.
Java 9 modules are one of the biggest changes in the structure of Java.
What is Module?
A Module is a group of closely related packages and resources along with a new module descriptor file (module-info.java).
In other words, it's a “package of Java Packages” abstraction that allows us to make our code even more reusable.
Problems of Current Java System?
"Why we need Java SE 9 Module System” means the problems of the Current Java SE8 or earlier System.
- As JDK is too big, it is a bit tough to scale down to small devices. Java SE 8 has introduced 3 types of compact profiles to solve this problem: compact1, compact2, and compact3. But it does not solve this problem.
- JAR files like rt.jar etc are too big to use in small devices and applications.
- There is no Strong Encapsulation in the current Java System because the “public” access modifier is too open. Everyone can access it.
- As JDK, JRE is too big, it is hard to Test and Maintain applications.
- As the public is too open, They are not to avoid accessing of some Internal Non-Critical APIs like the sun.*, *.internal.*, etc. Security is also a big issue.
Advantages of Java SE 9 Module System
Java SE 9 Module System is going to provide the following benefits
- As Java SE 9 is going to divide JDK, JRE, JARs, etc, into smaller modules, we can use whatever modules we want. So it is very easy to scale down the Java Application to Small devices.
- Ease of Testing and Maintainability.
- As the public is not just public, it supports very Strong Encapsulation.
- We cannot access Internal Non-Critical APIs anymore.
- Modules can hide unwanted and internal details very safely, and we can get better Security.
- The application is too small because we can use only whatever modules we want.
- It's easy to support Single Responsibility Principle (SRP).
Compare JDK 8 and JDK 9
We know what JDK software contains. After installing JDK 8 software, we can see a couple of directories like bin, jre, lib etc in Java Home folder. However, Oracle Corp has changed this folder structure a bit differently as shown below.
Mother of Java 9 Module System
As of now, Java 9 Module System has 95 modules in Early Access JDK. Oracle Corp has separated JDK jars and Java SE Specifications into two sets of Modules.
- All JDK Modules start with “jdk.*”
- All Java SE Specifications Modules start with “java.*”
Java 9 Module System has a “java.base” Module. It’s known as Base Module. It’s an Independent module and does NOT dependent on any other modules. By default, all other Modules are dependent on this module. That’s why “java.base” Module is also known as The Mother of Java 9 Modules. It’s the default module for all JDK Modules and User-Defined Modules just like Object class is a base class of all the other classes.
Module Descriptor
When we create a module, we include a descriptor file that defines several aspects of our new module:
- Name – the name of our module
- Dependencies – a list of other modules that this module depends on
- Public Packages – a list of all packages we want accessible from outside the module
- Services Offered – we can provide service implementations that can be consumed by other modules
- Services Consumed – allows the current module to be a consumer of a service
- Reflection Permissions – explicitly allows other classes to use reflection to access the private members of a package
There are four types of modules in the new module system:
- System Modules – These are the modules listed when we run the list-modules command above. They include the Java SE and JDK modules.
- Application Modules – These modules are what we usually want to build when we decide to use Modules. They are named and defined in the compiled module-info.class file included in the assembled JAR.
- Automatic Modules – We can include unofficial modules by adding existing JAR files to the module path. The name of the module will be derived from the name of the JAR. Automatic modules will have full read access to every other module loaded by the path.
- Unnamed Module – When a class or JAR is loaded onto the classpath, but not the module path, it's automatically added to the unnamed module. It's a catch-all module to maintain backward compatibility with previously-written Java code.
We can see what these modules are by typing into the command line:
java --list-modules
To set up a module, we need to put a special file at the root of our packages named module-info.java.
This file is known as the module descriptor and contains all of the data needed to build and use our new module.
And all public types exported from a dependency are accessible by our module when we use this directive.
Requires Static
Sometimes we write code that references another module, but that users of our library will never want to use.
For instance, we might write a utility function that pretty-prints our internal state when another logging module is present. But, not every consumer of our library will want this functionality, and they don't want to include an extra logging library.
In these cases, we want to use an optional dependency. By using the requires static directive, we create a compile-time-only dependency:
We commonly work with libraries to make our lives easier.
But, we need to make sure that any module that brings in our code will also bring in these extra ‘transitive' dependencies or they won't work.
Luckily, we can use the requires transitive directive to force any downstream consumers also to read our required dependencies:
Exports
By default, a module doesn't expose any of its API to other modules. This strong encapsulation was one of the key motivators for creating the module system in the first place.
Our code is significantly more secure, but now we need to explicitly open our API up to the world if we want it to be usable.
We use the exports directive to expose all public members of the named package:
Exports... To
We can use exports…to to open up our public classes to the world.
But, what if we don't want the entire world to access our API?
We can restrict which modules have access to our APIs using the exports…to the directive.
Similar to the exports directive, we declare a package as exported. But, we also list which modules we are allowing to import this package as a requires. Let's see what this looks like:
Uses
A service is an implementation of a specific interface or abstract class that can be consumed by other classes.
We designate the services our module consumes with the uses directive.
Note that the class name we use is either the interface or abstract class of the service, not the implementation class:
Provides With
A module can also be a service provider that other modules can consume.
The first part of the directive is the provides keyword. Here is where we put the interface or abstract class name.
Next, we have the with directive where we provide the implementation class name that either implements the interface or extends the abstract class.
Here's what it looks like put together:
Open
We mentioned earlier that encapsulation was a driving motivator for the design of this module system.
Before Java 9, it was possible to use reflection to examine every type and member in a package, even the private ones. Nothing was truly encapsulated, which can open up all kinds of problems for developers of the libraries.
Because Java 9 enforces strong encapsulation, we now have to explicitly grant permission for other modules to reflect on our classes.
If we want to continue to allow full reflection as older versions of Java did, we can simply open the entire module up:
If we need to allow reflection of private types, but we don't want all of our code exposed, we can use the opens directive to expose specific packages.
But remember, this will open the package up to the entire world, so make sure that is what you want:
Okay, so reflection is great sometimes, but we still want as much security as we can get from encapsulation. We can selectively open our packages to a pre-approved list of modules, in this case, using the opens…to directive:
Thursday, 4 May 2023
Try With Resources Improvement in Java 9
We know, Java SE 7 has introduced a new exception-handling construct: Try-With-Resources to manage resources automatically. The main goal of this new statement is “Automatic Better Resource Management”. Java SE 9 is going to provide some improvements to this statement to avoid some more verbosity and improve some Readability.
Java SE 7 example
//Cannot access the 'br' BufferedReader object outside the try block
try (BufferedReader br = new BufferedReader(new FileReader("FILE_PATH")))
{
String line;
while((line = br.readLine()) != null) {
System.out.println(line);
}
} catch (IOException e) {
e.printStackTrace();
}
}
How does try with resources work?
try-with-resources is available to any class that implements the AutoCloseable interface. In the above example, BufferedReader implements an AutoCloseable interface.
void close() throws Exception;
}
//Access the 'br' BufferedReader object outside the try block
BufferedReader br = new BufferedReader(new FileReader("FILE_PATH"));
try (br)
{
String line;
while((line = br.readLine()) != null) {
System.out.println(line);
}
} catch (IOException e) {
e.printStackTrace();
}
}
Switch Expression in Java 12
switch
statement to support the following new features:- Multiple case labels
- Switch expression returning value via break (replaced with
yield
in Java 13) - Switch expression returning value via label rules (arrow)
public String traditionalSwitch(int number) {
String result = "";
switch (number) {
case 1:
case 2:
result = "one or two";
break;
case 3:
result = "three";
break;
case 4:
case 5:
case 6:
result = "four or five or six";
break;
default:
result = "unknown";
}
return result;
}
//Now, this switch is an expression (returning something), also called value breaks.
public String newSwitch(int number) {
String result = "";
switch (number) {
case 1, 2:
result = "one or two";
break;
case 3:
result = "three";
break;
case 4, 5, 6:
result = "four or five or six";
break;
default:
result = "unknown";
}
return result;
}
//We also can return value via arrow or label rules.
public String newSwitchWithReturn(int number) {
String result = switch (number) {
case 1, 2 -> "one or two";
case 3 -> "three";
case 4, 5, 6 -> "four or five or six";
default -> "unknown";
};
return result;
}
//In Java 13, we can use yield to return a value.
private static int newSwitchWithYield(String mode) {
int result = switch (mode) {
case "a", "b":
yield 1;
case "c":
yield 2;
case "d", "e", "f":
// do something here...
System.out.println("Supports multi line block!");
yield 3;
default:
yield -1;
};
return result;
}
Sealed Classes in Java 15
Sealed classes and interfaces restrict which other classes or interfaces may extend or implement them.
For background information about sealed classes and interfaces, see JEP 409.
One of the primary purposes of inheritance is code reuse: When you want to create a new class and there is already a class that includes some of the code that you want, you can derive your new class from the existing class. In doing this, you can reuse the fields and methods of the existing class without having to write (and debug) them yourself.
However, what if you want to model the various possibilities that exist in a domain by defining its entities and determining how these entities should relate to each other? For example, you're working on a graphics library. You want to determine how your library should handle common geometric primitives like circles and squares. You've created a Shape
class that these geometric primitives can extend. However, you're not interested in allowing any arbitrary class to extend Shape
; you don't want clients of your library declaring any further primitives. By sealing a class, you can specify which classes are permitted to extend it and prevent any other arbitrary class from doing so.
Declaring Sealed Classes
To seal a class, add the sealed
modifier to its declaration. Then, after any extends
and implements
clauses, add the permits
clause. This clause specifies the classes that may extend the sealed class.
//Define the following three permitted subclasses, Circle, Square, and Rectangle, in the same module or in the same
sealed class Shape
permits Circle, Square, Rectangle {
}
final class Circle extends Shape {
public float radius;
}
non-sealed class Square extends Shape {
public double side;
}
sealed class Rectangle extends Shape permits FilledRectangle {
public double length, width;
}
final class FilledRectangle extends Rectangle {
public int red, green, blue;
}
Constraints on Permitted Subclasses
Permitted subclasses have the following constraints:
They must be accessible by the sealed class at compile time.
For example, to compile
Shape.java
, the compiler must be able to access all of the permitted classes ofShape
:Circle.java
,Square.java
, andRectangle.java
. In addition, becauseRectangle
is a sealed class, the compiler also needs access toFilledRectangle.java
.They must directly extend the sealed class.
They must have exactly one of the following modifiers to describe how it continues the sealing initiated by its superclass:
final
: Cannot be extended furthersealed
: Can only be extended by its permitted subclassesnon-sealed
: Can be extended by unknown subclasses; a sealed class cannot prevent its permitted subclasses from doing this
For example, the permitted subclasses of
Shape
demonstrate each of these three modifiers:Circle
isfinal
whileRectangle
is sealed andSquare
isnon-sealed
.They must be in the same module as the sealed class (if the sealed class is in a named module) or in the same package (if the sealed class is in the unnamed module, as in the
Shape.java
example).For example, in the following declaration of
sample.Shape
, its permitted subclasses are all in different packages. This example will compile only ifShape
and all of its permitted subclasses are in the same named module.
permits sample.Circle,
sample.Rectangle,
sample.Square { }