GithubHelp home page GithubHelp logo

isabella232 / wookiee Goto Github PK

View Code? Open in Web Editor NEW

This project forked from oracle/wookiee

0.0 0.0 0.0 9.01 MB

Scala based lightweight service framework using akka and other popular technologies.

License: Apache License 2.0

Shell 0.46% Java 0.10% Scala 99.31% Nix 0.13%

wookiee's Introduction

Wookiee Platform

Build Status Latest Release License

Fastest way to get going with Wookiee check out the Quickstart Guide.

Wookiee is Licensed under the Apache 2.0 License, for more information see LICENSE

Usage

Wookiee is meant to save you from the endless tedium of creating yet another micro service. It provides a common Main class (HarnessService) and tacks on a ton of out of the box conveniences.

So think of Wookiee when you...

  • ...are trying to track down what library you put the eleventh health check implementation of your career in for you to copy paste
  • ...just aren't sure whether you want to use Colossus or Akka Http and you'd like to be able to swap between the two in a few minutes or just run both at once!
  • ...need to get metrics recording in your service and reporting out to Graphite and you want to be able to do it with zero lines of setup code
  • ...have found that interacting with the old school Scala(Java) main() method reminds you too much of being in college and you begin to doubt you've improved at all
  • ...don't have the patience to throw together an artisanal configuration reader for the hundredth time because your cycles are more important, dang it!
  • ...want the new intern to be able to create their own new Services using a really simple template with tons of examples since your company runs all their Services on one framework
  • ...would rather focus on the functionality of your Akka Actors than worrying about linking up health checks, starting everything up, and sending out PoisonPills on shutdown
  • ...have no appetite for creating a new logger variable for every single class you want to hear from
  • ...need to integrate a new technology but find it unsavory to write thirty lines of "hotNewTech.start(config); ...; hotNewTech.whatever(); ...; hotNewTech.close()" in every codebase
  • ...just want to be able to get straight to the fun stuff!

Adding to Pom

Add the jfrog repo to your project first:

<repositories>
    <repository>
        <id>JFrog</id>
        <url>http://oss.jfrog.org/oss-release-local</url>
    </repository>
</repositories>

Add latest version of wookiee, either Scala 2.12 or 2.13 varietals:

<dependency>
    <groupId>com.oracle.infy</groupId>
    <artifactId>wookiee-core_2.12</artifactId>
    <version>${wookiee.version}</version>
</dependency>

What's Included

The Wookiee platform repository contains the core, supporting components and a test library. It is built primarily on Scala and Akka. It contains example projects as well as Maven archetypes for creating various service and creating a component. Wookiee is split into 2 primary components, the Wookiee library and the system components. The Wookiee library is comprised of the of the following components:

  • Command Manager - Adds and Executes commands.
  • Component Manager - Loads up component Jars and managers
  • Service Manager - Loads up user services, this is where the primary business logic for the application would reside
  • Health Provider - provides framework for health in components and services
  • Logging - provides basic logging capability for components and services
  • Util - Utility libraries for common functions in the code.

Command Manager

The command manager is the central actor for routing all execution of commands in our system. A command is simply the primary execution point for specific set of work. For more information see the Commands documentation.

Loading System Components

The Wookiee library loads various components when it starts up. Each component is derived through 1 of 3 methods:

  1. It checks the sub folders found in the root folder defined in the application config under the key "components.component-path". The name of the folder will be the name of the actor that is initialized by the component manager. Each component folder will contain a lib folder with all the jars that the component uses as well as the component jar. A conf file must be located in the component folder for configuration of the component. For specifics around individual components, the configuration file and the expected pattern for the component see Components section in this doc.

  2. It checks for jars in the aforementioned folder under the key "components.component-path". The jars there are expected to be shaded jars that contain all the needed libraries and config for the component in the jar. Any configuration can be overridden in your primary conf file using the config from the reference conf in the jar.

  3. It loads a component from a class based on the configuration that is loaded into the system. This list of components are found in the main configuration under the key "components.lib-components". The value of the key is a list of strings that simply point to the config for the component.

  4. It loads a component automatically based on a key in the config file for that component "dynamic-component". If the key is set to true in the config it will load up the component.*

*Note If a list of components are set under the key "component.lib-components" there would be no components loaded automatically, essentially the last type would be switched off.

Loading Services

Services that are built for Wookiee are also loaded into memory by the core. The exception to this would be if Wookiee is used just as a library or embedded in an application. In this case the service in this context is not really a service but rather an application. In general however, if Wookiee is to be used as a library it would most likely be more beneficial to use the individual system components in search for the specific functionality that your App requires. Services are loaded in a similar fashion to the components, where the services are located in sub folders found in the root folder defined in the application config under the key "services.service-path". The primary difference being that classes are loaded into a separate class loader instead of the root Wookiee class loader. (** note ** not the system class loader)

In most cases services will be loaded as mentioned above, however one can also load the service dynamically which will be described below:

Local Messaging

There is a cluster component which allows for messaging across a cluster. However by default Wookiee will include local messaging. The messaging works identically to how clustered messaging works, and is based on a simple PubSub methodology.

Health

Standardized health checks is provided by the library. The ActorHealth trait will apply default health functionality to any actor that leverages the trait. By default, a developer would only have to insert the following code into their actor class

class ActorClass extends ActorHealth {
	def receive = health orElse {
		case Message => "Do something here"
	}
}

The above code will give the actor basic health functionality, this will do three things:

  • receive messages using the HealthCheck message and return a healthy healthcheck status
  • implement the default getHealth function which defines the health for the actor
  • implement the checkHealth function we will get the health of the current actor using the getHealth function above and then execute the request on the child actors and get the health status for them.

Generally a developer would want to override the getHealth function to give customized health check status for the actor. Example:

	override def getHealth : Future[HealthComponent] = {
		Future {
			Math.random.toInt match {
				case s if s > 50 =>
					HealthComponent(self.path.name, ComponentState.NORMAL, "Random health check is NORMAL")
				case s if s > 10 && s <= 50 =>
					HealthComponent(self.path.name, ComponentState.DEGRADED, "Random health check is DEGRADED")
				case s if s <= 10 =>
					HealthComponent(self.path.name, ComponentState.CRITICAL, "Random health check is CRITICAL")
			}
		}
	}

This code will create a random health check result based on the value of the random int. As shown the ComponentState can be either NORMAL, DEGRADED or CRITICAL. Lastly if needed a developer can override the checkHealth function that will handle the message, which will by default use getHealth to get the health of the current actor and then traverse the children to get their health, however if there is a requirement to modify this behavior you can simply override it.

Configuration Watching

The file specified in config.file will actually be watched for any changes to it and a message will be sent to all HActors (message: ConfigChange()). To hook into this most easily, extend the ConfigHelper class like so:

import com.oracle.infy.wookiee.config.ConfigHelper
import com.oracle.infy.wookiee.app.HActor

class ConfigWatchingActor extends HActor with ConfigHelper {
    override def renewConfiguration() {
        super.renewConfiguration()
        renewableConfig // Do something with your updated config object
    }
}

Logging

Standardized logging is provided by the library. This can be applied to any actor using the trait ActorLoggingAdapter. This will give you the "log" variable which will allow you to write info, debug, warn, error and trace messages to the log. If you need to add logging to a non-actor based class, possibly like an object you can use the following code.

	val externalLogger = LoggerFactory.getLogger(this.getClass)

Wookiee can be used as both a library and a service. To use it as a service a developer would be required to simply execute the HarnessService app, for use as a library the developer would be required to add a dependency in the project's pom and then initialize Wookiee manually. Alternatively the developer could add a dependency for a single component to the POM and use it separately. For more information on leveraging a single component see the doc specific to that component.

Releases

How To

There are several aspects to utilizing the functionality contained with Wookiee and it's supporting libraries. This section outlines the available functionality and how to best utilize the Wookiee Platform.

Development Environment

The purpose of this section is to aggregate notes and processes in setting up development environment for creating services for Wookiee.

Instructions

Increasing Artifact Version

To bump the version of Wookiee Core/Test simply increase it in the pom file. If you are building a branch then it will automatically insert the branch name before SNAPSHOT. So for example if the pom has 2.0-SNAPSHOT as a version the final artifact will end up as 2.0-$branch-SNAPSHOT. If you create a tagged release in github, or if you change the pom to a version that doesn't contain "SNAPSHOT" then the final artifact version will be literally what was in the tag/pom.

Creating a service

As services are what provides functionality to the Wookiee container, this section provides information on how to create a basic service.

Instructions

Creating a component

Components provide pluggable core functionality in to Wookiee. This allows developers to pick and choose the kind of functionality that they want.

Instructions

Components

A component is dynamically loaded in Wookiee. This allows for a developer to then only load the components that they wish to use as part of the Wookiee Platform. A component is defined by a class object with the Component trait found in the wookiee-core project. Wookiee will start up any component that is found in location that is defined by the component-path key in the harness configuration file.

wookiee-system {
  # This is the path to the location of the components (defaults to "components")
  # Should just contain the jar for the component
  component-path = "components"
  ...
}
  1. Akka Http Component
  2. Memcache Component
  3. Cache Component
  4. Cluster Component
  5. Colossus Component
  6. ETCD Component
  7. JSON Component
  8. Kafka Component
  9. Metrics Component
  10. Netty Component
  11. Socko Component
  12. Spray Component
  13. Zookeeper Component

Configuring a component

Each component loaded in Wookiee should provide a default configuration that will fit most situations. The Wookiee Platform uses Typesafe Config to load configurations at runtime in layers. A component's default configuration should be given the lowest priority, the reference conf, following the layered priority schema set by Typesafe Config. This can be problematic at times, as third party libs and components with equally prioritized, overlapping configurations are combined in the application. To ensure component configurations take precedence, place components jars at the beginning of the classpath. One approach is to separate components from third party libs in the distribution.

Maven dist.xml

<assembly>
    <id>bin</id>
    <includeBaseDirectory>false</includeBaseDirectory>
    <formats>
        <format>tar.gz</format>
    </formats>
    <files>
        <file>
            <source>${project.build.directory}/${project.build.finalName}.jar</source>
        </file>
    </files>
    <dependencySets>
        <dependencySet>
            <useProjectArtifact>false</useProjectArtifact>
            <outputDirectory>/lib/thirdparty</outputDirectory>
            <scope>runtime</scope>
            <excludes>
                <exclude>*:wookiee*:jar</exclude>
            </excludes>
        </dependencySet>
        <dependencySet>
            <useProjectArtifact>false</useProjectArtifact>
            <outputDirectory>/lib/components</outputDirectory>
            <scope>runtime</scope>
            <includes>
                <include>*:wookiee*:jar</include>
            </includes>
        </dependencySet>
    </dependencySets>
</assembly>

Run command:

java -cp *:lib/components/*:lib/thirdparty/* com.oracle.infy.wookiee.app.HarnessService

wookiee-grpc

Install

wookiee-grpc is available for Scala 2.12 and 2.13. There are no plans to support scala 2.11 or lower.

libraryDependencies += "com.oracle.infy" %% "wookiee-grpc" % "2.2.8"

Setup ScalaPB

We use ScalaPB to generate source code from a .proto file. You can use other plugins/code generators if you wish. wookiee-grpc will work as long as you have io.grpc.ServerServiceDefinition for the server and something that accept io.grpc.ManagedChannel for the client.

Declare your gRPC service using proto3 syntax and save it in src/main/protobuf/myService.proto

syntax = "proto3";

package com.oracle.infy.wookiee;

message HelloRequest {
  string name = 1;
}

message HelloResponse {
  string resp = 1;
}

service MyService {
  rpc greet(HelloRequest) returns (HelloResponse) {}
}

Add ScalaPB plugin to plugin.sbt file

addSbtPlugin("com.thesamet" % "sbt-protoc" % "1.0.6")
libraryDependencies += "com.thesamet.scalapb" %% "compilerplugin" % "0.11.8"

Configure the project in build.sbt so that ScalaPB can generate code

    Compile / PB.targets := Seq(
      scalapb.gen() -> (Compile / sourceManaged).value / "scalapb"
    ),
    libraryDependencies ++= Seq(
      "io.grpc" % "grpc-netty" % scalapb.compiler.Version.grpcJavaVersion,
      "com.thesamet.scalapb" %% "scalapb-runtime-grpc" % scalapb.compiler.Version.scalapbVersion
    )
  )

In the sbt shell, type protocGenerate to generate scala code based on the .proto file. ScalaPB will generate code and put it under target/scala-2.13/src_managed/main.

Using wookiee-grpc

After the code has been generated by ScalaPB, you can use wookiee-grpc for service discoverability and load balancing.

wookiee-grpc is written using functional concepts. One key concept is side-effect management/referential transparency. We use cats-effect (https://typelevel.org/cats-effect/) internally. If you want to use cats-effect, you can use the methods that return IO[_]. Otherwise, use the methods prefixed with unsafe. When using unsafe methods, you are expected to handle any exceptions

Imports

Add the following imports:

import com.oracle.infy.wookiee.grpc.model.{Host, HostMetadata}
import com.oracle.infy.wookiee.grpc.settings._
import com.oracle.infy.wookiee.grpc._
import com.oracle.infy.wookiee.grpc.model.LoadBalancers._
import io.grpc._

Creating a Server

    val serverSettingsF: ServerSettings = ServerSettings(
      discoveryPath = zookeeperDiscoveryPath,
      serverServiceDefinition = ssd,
      // This is an optional arg. wookiee-grpc will try to resolve the address automatically.
      // If you are running this locally, its better to explicitly set the hostname
      host = Host(0, "localhost", 9091, HostMetadata(0, quarantined = false)),
      authSettings = None,
      sslServerSettings = None,
      bossExecutionContext = mainEC,
      workerExecutionContext = mainEC,
      applicationExecutionContext = mainEC,
      bossThreads = bossThreads,
      workerThreads = mainECParallelism,
      curatorFramework = curator
    )

    val serverF: Future[WookieeGrpcServer] = WookieeGrpcServer.start(serverSettingsF).unsafeToFuture()

Creating a Client Channel

    val wookieeGrpcChannel: WookieeGrpcChannel = WookieeGrpcChannel
      .of(
        ChannelSettings(
          serviceDiscoveryPath = zookeeperDiscoveryPath,
          eventLoopGroupExecutionContext = blockingEC,
          channelExecutionContext = mainEC,
          offloadExecutionContext = blockingEC,
          eventLoopGroupExecutionContextThreads = bossThreads,
//           Load Balancing Policy
//             One of:
//               RoundRobinPolicy
//               RoundRobinWeightedPolicy
//               RoundRobinHashedPolicy
          lbPolicy = RoundRobinPolicy,
          curatorFramework = curator,
          sslClientSettings = None,
          clientAuthSettings = None
        )
      )
      .unsafeRunSync()

    val stub: MyServiceGrpc.MyServiceStub = MyServiceGrpc.stub(wookieeGrpcChannel.managedChannel)

Executing a gRPC Call

    val gRPCResponseF: Future[HelloResponse] = for {
      server <- serverF
      resp <- stub
        .withInterceptors(new ClientInterceptor {
          override def interceptCall[ReqT, RespT](
              method: MethodDescriptor[ReqT, RespT],
              callOptions: CallOptions,
              next: Channel
          ): ClientCall[ReqT, RespT] = {
            next.newCall(
              method,
              // Set the WookieeGrpcChannel.hashKeyCallOption when using RoundRobinHashedPolicy
              callOptions.withOption(WookieeGrpcChannel.hashKeyCallOption, "Some hash")
            )
          }
        })
        .greet(HelloRequest("world!"))
      _ <- wookieeGrpcChannel.shutdown().unsafeToFuture()
      _ <- server.shutdown().unsafeToFuture()
    } yield resp

    println(Await.result(gRPCResponseF, Duration.Inf))
    curator.close()
    zkFake.close()
    ()

###Setting up load balancing methods in channel settings

There are three load balancing policies that ship with wookiee-grpc. The load balancing policies are set up within the gRPC Channel Settings.

  • Round Robin

    A simple round robin policy that alternates between hosts as calls are executed. It's fairly simplistic.

  • Round Robin Weighted

    This load balancer takes server load into consideration and distributes calls to the server with the lowest current usage. If all loads are equivalent, it defaults to simple Round Robin behavior.

  • Round Robin Hashed

    Provides "stickiness" for the gRPC host. If you want a particular host to serve the request for all the calls with a particular key, you can use this policy. For example, if you want a single server to service all requests that use the key "foo", you can set the WookieeGrpcChannel.hashKeyCallOption on every call. This will ensure that all gRPC calls using the same hash will be executed on the same server.

    val gRPCResponseF: Future[HelloResponse] = for {
      server <- serverF
      resp <- stub
        .withInterceptors(new ClientInterceptor {
          override def interceptCall[ReqT, RespT](
              method: MethodDescriptor[ReqT, RespT],
              callOptions: CallOptions,
              next: Channel
          ): ClientCall[ReqT, RespT] = {
            next.newCall(
              method,
              // Set the WookieeGrpcChannel.hashKeyCallOption when using RoundRobinHashedPolicy
              callOptions.withOption(WookieeGrpcChannel.hashKeyCallOption, "Some hash")
            )
          }
        })
        .greet(HelloRequest("world!"))
      _ <- wookieeGrpcChannel.shutdown().unsafeToFuture()
      _ <- server.shutdown().unsafeToFuture()
    } yield resp

    println(Await.result(gRPCResponseF, Duration.Inf))
    curator.close()
    zkFake.close()
    ()

Putting it all together

Here is an example of a complete gRPC solution

import java.lang.Thread.UncaughtExceptionHandler
import java.util.concurrent.{Executors, ForkJoinPool, ThreadFactory}
import cats.effect.{Blocker, ContextShift, IO, Timer}
//wookiee-grpc imports
import com.oracle.infy.wookiee.grpc.model.{Host, HostMetadata}
import com.oracle.infy.wookiee.grpc.settings._
import com.oracle.infy.wookiee.grpc._
import com.oracle.infy.wookiee.grpc.model.LoadBalancers._
import io.grpc._
//wookiee-grpc imports
import org.typelevel.log4cats.Logger
// This is from ScalaPB generated code
import com.oracle.infy.wookiee.myService.MyServiceGrpc.MyService
import com.oracle.infy.wookiee.myService.{HelloRequest, HelloResponse, MyServiceGrpc}
import org.typelevel.log4cats.slf4j.Slf4jLogger
import io.grpc.ServerServiceDefinition
import org.apache.curator.test.TestingServer

import scala.concurrent.duration._
import scala.concurrent.{Await, ExecutionContext, Future}

object Example {

  def main(args: Array[String]): Unit = {
    val bossThreads = 10
    val mainECParallelism = 10

    // wookiee-grpc is written using functional concepts. One key concept is side-effect management/referential transparency
    // We use cats-effect (https://typelevel.org/cats-effect/) internally.
    // If you want to use cats-effect, you can use the methods that return IO[_]. Otherwise, use the methods prefixed with `unsafe`.
    // When using `unsafe` methods, you are expected to handle any exceptions

    val uncaughtExceptionHandler = new UncaughtExceptionHandler {
      override def uncaughtException(t: Thread, e: Throwable): Unit = {
        System.err.println("Got an uncaught exception on thread " ++ t.getName ++ " " ++ e.toString)
      }
    }

    val tf = new ThreadFactory {
      override def newThread(r: Runnable): Thread = {
        val t = new Thread(r)
        t.setName("blocking-" ++ t.getId.toString)
        t.setUncaughtExceptionHandler(uncaughtExceptionHandler)
        t.setDaemon(true)
        t
      }
    }

    // The blocking execution context must create daemon threads if you want your app to shutdown
    val blockingEC = ExecutionContext.fromExecutorService(Executors.newCachedThreadPool(tf))
    // This is the execution context used to execute your application specific code
    implicit val mainEC: ExecutionContext = ExecutionContext.fromExecutor(
      new ForkJoinPool(
        mainECParallelism,
        ForkJoinPool.defaultForkJoinWorkerThreadFactory,
        uncaughtExceptionHandler,
        true
      )
    )

    // Use a separate execution context for the timer
    val timerEC = ExecutionContext.fromExecutorService(Executors.newSingleThreadExecutor())

    implicit val cs: ContextShift[IO] = IO.contextShift(mainEC)
    implicit val blocker: Blocker = Blocker.liftExecutionContext(blockingEC)
    implicit val timer: Timer[IO] = IO.timer(timerEC)
    implicit val logger: Logger[IO] = Slf4jLogger.create[IO].unsafeRunSync()

    val zookeeperDiscoveryPath = "/discovery"

    // This is just to demo, use an actual Zookeeper quorum.
    val zkFake = new TestingServer()
    val connStr = zkFake.getConnectString

    val curator = WookieeGrpcUtils.createCurator(connStr, 5.seconds, blockingEC).unsafeRunSync()
    curator.start()

    val ssd: ServerServiceDefinition = MyService.bindService(
      (request: HelloRequest) => {
        println("received request")
        Future.successful(HelloResponse("Hello " ++ request.name))
      },
      mainEC
    )

    //Creating a Server
    val serverSettingsF: ServerSettings = ServerSettings(
      discoveryPath = zookeeperDiscoveryPath,
      serverServiceDefinition = ssd,
      // This is an optional arg. wookiee-grpc will try to resolve the address automatically.
      // If you are running this locally, its better to explicitly set the hostname
      host = Host(0, "localhost", 9091, HostMetadata(0, quarantined = false)),
      authSettings = None,
      sslServerSettings = None,
      bossExecutionContext = mainEC,
      workerExecutionContext = mainEC,
      applicationExecutionContext = mainEC,
      bossThreads = bossThreads,
      workerThreads = mainECParallelism,
      curatorFramework = curator
    )

    val serverF: Future[WookieeGrpcServer] = WookieeGrpcServer.start(serverSettingsF).unsafeToFuture()
    //Creating a Server

    //channelSettings
    val wookieeGrpcChannel: WookieeGrpcChannel = WookieeGrpcChannel
      .of(
        ChannelSettings(
          serviceDiscoveryPath = zookeeperDiscoveryPath,
          eventLoopGroupExecutionContext = blockingEC,
          channelExecutionContext = mainEC,
          offloadExecutionContext = blockingEC,
          eventLoopGroupExecutionContextThreads = bossThreads,
//           Load Balancing Policy
//             One of:
//               RoundRobinPolicy
//               RoundRobinWeightedPolicy
//               RoundRobinHashedPolicy
          lbPolicy = RoundRobinPolicy,
          curatorFramework = curator,
          sslClientSettings = None,
          clientAuthSettings = None
        )
      )
      .unsafeRunSync()

    val stub: MyServiceGrpc.MyServiceStub = MyServiceGrpc.stub(wookieeGrpcChannel.managedChannel)
    //channelSettings

    //grpcCall
    val gRPCResponseF: Future[HelloResponse] = for {
      server <- serverF
      resp <- stub
        .withInterceptors(new ClientInterceptor {
          override def interceptCall[ReqT, RespT](
              method: MethodDescriptor[ReqT, RespT],
              callOptions: CallOptions,
              next: Channel
          ): ClientCall[ReqT, RespT] = {
            next.newCall(
              method,
              // Set the WookieeGrpcChannel.hashKeyCallOption when using RoundRobinHashedPolicy
              callOptions.withOption(WookieeGrpcChannel.hashKeyCallOption, "Some hash")
            )
          }
        })
        .greet(HelloRequest("world!"))
      _ <- wookieeGrpcChannel.shutdown().unsafeToFuture()
      _ <- server.shutdown().unsafeToFuture()
    } yield resp

    println(Await.result(gRPCResponseF, Duration.Inf))
    curator.close()
    zkFake.close()
    ()
    //grpcCall
  }
}

Example.main(Array.empty[String])
// received request
// HelloResponse(Hello world!,UnknownFieldSet(Map()))

wookiee's People

Contributors

malibuworkcrew avatar pcross616 avatar ladinu avatar kraagen avatar stotten avatar mjsiegfried avatar davis20 avatar alexandernull avatar jayras-o avatar 0xflotus avatar brunoborges avatar splintercat avatar oneam avatar laysan1509 avatar drichartz avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.