| grpc Examples | 
 | ============================================== | 
 |  | 
 | The examples require grpc-java to already be built. You are strongly encouraged | 
 | to check out a git release tag, since there will already be a build of grpc | 
 | available. Otherwise you must follow [COMPILING](../COMPILING.md). | 
 |  | 
 | You may want to read through the | 
 | [Quick Start Guide](https://grpc.io/docs/quickstart/java.html) | 
 | before trying out the examples. | 
 |  | 
 | ## Basic examples | 
 |  | 
 | - [Hello world](src/main/java/io/grpc/examples/helloworld) | 
 |  | 
 | - [Route guide](src/main/java/io/grpc/examples/routeguide) | 
 |  | 
 | - [Metadata](src/main/java/io/grpc/examples/header) | 
 |  | 
 | - [Error handling](src/main/java/io/grpc/examples/errorhandling) | 
 |  | 
 | - [Compression](src/main/java/io/grpc/examples/experimental) | 
 |  | 
 | - [Flow control](src/main/java/io/grpc/examples/manualflowcontrol) | 
 |  | 
 | - [Json serialization](src/main/java/io/grpc/examples/advanced) | 
 |  | 
 | - <details> | 
 |   <summary>Hedging</summary> | 
 |  | 
 |   The [hedging example](src/main/java/io/grpc/examples/hedging) demonstrates that enabling hedging | 
 |   can reduce tail latency. (Users should note that enabling hedging may introduce other overhead; | 
 |   and in some scenarios, such as when some server resource gets exhausted for a period of time and | 
 |   almost every RPC during that time has high latency or fails, hedging may make things worse. | 
 |   Setting a throttle in the service config is recommended to protect the server from too many | 
 |   inappropriate retry or hedging requests.) | 
 |  | 
 |   The server and the client in the example are basically the same as those in the | 
 |   [hello world](src/main/java/io/grpc/examples/helloworld) example, except that the server mimics a | 
 |   long tail of latency, and the client sends 2000 requests and can turn on and off hedging. | 
 |  | 
 |   To mimic the latency, the server randomly delays the RPC handling by 2 seconds at 10% chance, 5 | 
 |   seconds at 5% chance, and 10 seconds at 1% chance. | 
 |  | 
 |   When running the client enabling the following hedging policy | 
 |  | 
 |   ```json | 
 |         "hedgingPolicy": { | 
 |           "maxAttempts": 3, | 
 |           "hedgingDelay": "1s" | 
 |         } | 
 |   ``` | 
 |   Then the latency summary in the client log is like the following | 
 |  | 
 |   ```text | 
 |   Total RPCs sent: 2,000. Total RPCs failed: 0 | 
 |   [Hedging enabled] | 
 |   ======================== | 
 |   50% latency: 0ms | 
 |   90% latency: 6ms | 
 |   95% latency: 1,003ms | 
 |   99% latency: 2,002ms | 
 |   99.9% latency: 2,011ms | 
 |   Max latency: 5,272ms | 
 |   ======================== | 
 |   ``` | 
 |  | 
 |   See [the section below](#to-build-the-examples) for how to build and run the example. The | 
 |   executables for the server and the client are `hedging-hello-world-server` and | 
 |   `hedging-hello-world-client`. | 
 |  | 
 |   To disable hedging, set environment variable `DISABLE_HEDGING_IN_HEDGING_EXAMPLE=true` before | 
 |   running the client. That produces a latency summary in the client log like the following | 
 |  | 
 |   ```text | 
 |   Total RPCs sent: 2,000. Total RPCs failed: 0 | 
 |   [Hedging disabled] | 
 |   ======================== | 
 |   50% latency: 0ms | 
 |   90% latency: 2,002ms | 
 |   95% latency: 5,002ms | 
 |   99% latency: 10,004ms | 
 |   99.9% latency: 10,007ms | 
 |   Max latency: 10,007ms | 
 |   ======================== | 
 |   ``` | 
 |  | 
 | </details> | 
 |  | 
 | ### <a name="to-build-the-examples"></a> To build the examples | 
 |  | 
 | 1. **[Install gRPC Java library SNAPSHOT locally, including code generation plugin](../COMPILING.md) (Only need this step for non-released versions, e.g. master HEAD).** | 
 |  | 
 | 2. From grpc-java/examples directory: | 
 | ``` | 
 | $ ./gradlew installDist | 
 | ``` | 
 |  | 
 | This creates the scripts `hello-world-server`, `hello-world-client`, | 
 | `route-guide-server`, `route-guide-client`, etc. in the | 
 | `build/install/examples/bin/` directory that run the examples. Each | 
 | example requires the server to be running before starting the client. | 
 |  | 
 | For example, to try the hello world example first run: | 
 |  | 
 | ``` | 
 | $ ./build/install/examples/bin/hello-world-server | 
 | ``` | 
 |  | 
 | And in a different terminal window run: | 
 |  | 
 | ``` | 
 | $ ./build/install/examples/bin/hello-world-client | 
 | ``` | 
 |  | 
 | That's it! | 
 |  | 
 | Please refer to gRPC Java's [README](../README.md) and | 
 | [tutorial](https://grpc.io/docs/tutorials/basic/java.html) for more | 
 | information. | 
 |  | 
 | ### Maven | 
 |  | 
 | If you prefer to use Maven: | 
 | 1. **[Install gRPC Java library SNAPSHOT locally, including code generation plugin](../COMPILING.md) (Only need this step for non-released versions, e.g. master HEAD).** | 
 |  | 
 | 2. Run in this directory: | 
 | ``` | 
 | $ mvn verify | 
 | $ # Run the server | 
 | $ mvn exec:java -Dexec.mainClass=io.grpc.examples.helloworld.HelloWorldServer | 
 | $ # In another terminal run the client | 
 | $ mvn exec:java -Dexec.mainClass=io.grpc.examples.helloworld.HelloWorldClient | 
 | ``` | 
 |  | 
 | ### Bazel | 
 |  | 
 | If you prefer to use Bazel: | 
 | ``` | 
 | $ bazel build :hello-world-server :hello-world-client | 
 | $ # Run the server | 
 | $ bazel-bin/hello-world-server | 
 | $ # In another terminal run the client | 
 | $ bazel-bin/hello-world-client | 
 | ``` | 
 |  | 
 | ## Other examples | 
 |  | 
 | - [Android examples](android) | 
 |  | 
 | - Secure channel examples | 
 |  | 
 |   + [TLS examples](example-tls) | 
 |  | 
 |   + [ALTS examples](example-alts) | 
 |  | 
 | - [Google Authentication](example-gauth) | 
 |  | 
 | - [Kotlin examples](example-kotlin) | 
 |  | 
 | - [Kotlin Android examples](example-kotlin/android) | 
 |  | 
 | ## Unit test examples | 
 |  | 
 | Examples for unit testing gRPC clients and servers are located in [examples/src/test](src/test). | 
 |  | 
 | In general, we DO NOT allow overriding the client stub and we DO NOT support mocking final methods | 
 | in gRPC-Java library. Users should be cautious that using tools like PowerMock or | 
 | [mockito-inline](https://search.maven.org/search?q=g:org.mockito%20a:mockito-inline) can easily | 
 | break this rule of thumb. We encourage users to leverage `InProcessTransport` as demonstrated in the | 
 | examples to write unit tests. `InProcessTransport` is light-weight and runs the server | 
 | and client in the same process without any socket/TCP connection. | 
 |  | 
 | Mocking the client stub provides a false sense of security when writing tests. Mocking stubs and responses | 
 | allows for tests that don't map to reality, causing the tests to pass, but the system-under-test to fail.  | 
 | The gRPC client library is complicated, and accurately reproducing that complexity with mocks is very hard. | 
 | You will be better off and write less code by using `InProcessTransport` instead. | 
 |  | 
 | Example bugs not caught by mocked stub tests include: | 
 |  | 
 | * Calling the stub with a `null` message | 
 | * Not calling `close()` | 
 | * Sending invalid headers | 
 | * Ignoring deadlines | 
 | * Ignoring cancellation | 
 |  | 
 | For testing a gRPC client, create the client with a real stub | 
 | using an | 
 | [InProcessChannel](../core/src/main/java/io/grpc/inprocess/InProcessChannelBuilder.java), | 
 | and test it against an | 
 | [InProcessServer](../core/src/main/java/io/grpc/inprocess/InProcessServerBuilder.java) | 
 | with a mock/fake service implementation. | 
 |  | 
 | For testing a gRPC server, create the server as an InProcessServer, | 
 | and test it against a real client stub with an InProcessChannel. | 
 |  | 
 | The gRPC-java library also provides a JUnit rule, | 
 | [GrpcCleanupRule](../testing/src/main/java/io/grpc/testing/GrpcCleanupRule.java), to do the graceful | 
 | shutdown boilerplate for you. | 
 |  | 
 | ## Even more examples | 
 |  | 
 | A wide variety of third-party examples can be found [here](https://github.com/saturnism/grpc-java-by-example). |