cavis/.old/nd4j/nd4j-remote/nd4j-json-server/README.md

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## SameDiff model serving
This modules provides JSON-based serving of SameDiff models
## Example
First of all we'll create server instance. Most probably you'll do it in application that will be running in container
```java
val server = SameDiffJsonModelServer.<String, Sentiment>builder()
.adapter(new StringToSentimentAdapter())
.model(mySameDiffModel)
.port(8080)
.serializer(new SentimentSerializer())
.deserializer(new StringDeserializer())
.build();
server.start();
server.join();
```
Now, presumably in some other container, we'll set up remote inference client:
```java
val client = JsonRemoteInference.<String, Sentiment>builder()
.endpointAddress("http://youraddress:8080/v1/serving")
.serializer(new StringSerializer())
.deserializer(new SentimentDeserializer())
.build();
Sentiment result = client.predict(myText);
```
On top of that, there's async call available, for cases when you need to chain multiple requests to one or multiple remote model servers.
```java
Future<Sentiment> result = client.predictAsync(myText);
```