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# Hello World Example

## Overview

This example demonstrates the basic concepts of Dynamo by creating a simple multi-service pipeline. It shows how to:

1. Create and connect multiple Dynamo services
2. Pass data between services using Dynamo's runtime
3. Set up a simple HTTP API endpoint
4. Deploy and interact with a Dynamo service graph

Pipeline Architecture:

```
Users/Clients (HTTP)
      │
      ▼
┌─────────────┐
│  Frontend   │  HTTP API endpoint (/generate)
└─────────────┘
      │ dynamo/runtime
      ▼
┌─────────────┐
│   Middle    │
└─────────────┘
      │ dynamo/runtime
      ▼
┌─────────────┐
│  Backend    │
└─────────────┘
```

## Component Descriptions

### Frontend Service
- Serves as the entry point for external HTTP requests
- Exposes a `/generate` HTTP API endpoint that clients can call
- Processes incoming text and passes it to the Middle service

### Middle Service
- Acts as an intermediary service in the pipeline
- Receives requests from the Frontend
- Appends "-mid" to the text and forwards it to the Backend

### Backend Service
- Functions as the final service in the pipeline
- Processes requests from the Middle service
- Appends "-back" to the text and yields tokens

## Running the Example Locally

1. Launch all three services using a single command:

```bash
cd /workspace/examples/hello_world
dynamo serve hello_world:Frontend
```

The `dynamo serve` command deploys the entire service graph, automatically handling the dependencies between Frontend, Middle, and Backend services.

2. Send request to frontend using curl:

```bash
curl -X 'POST' \
  'http://localhost:3000/generate' \
  -H 'accept: text/event-stream' \
  -H 'Content-Type: application/json' \
  -d '{
  "text": "test"
}'
```

## Deploying to and Running the Example in Kubernetes

There are two ways to deploy the hello world example:
1. Manually using helm charts
2. Using the Dynamo cloud Kubernetes platform and the Dynamo deploy CLI.

#### Deploying with helm charts

The instructions for deploying the hello world example using helm charts can be found at [Deploying Dynamo Inference Graphs to Kubernetes using Helm](../../docs/guides/dynamo_deploy.md). The guide covers:

1. Setting up a local Kubernetes cluster with MicroK8s
2. Installing required dependencies like NATS and etcd
3. Building and containerizing the pipeline
4. Deploying using Helm charts
5. Testing the deployment

#### Deploying with the Dynamo cloud platform

This example can be deployed to a Kubernetes cluster using Dynamo cloud and the Dynamo deploy CLI.

##### Prerequisites

Before deploying, ensure you have:
- Dynamo CLI installed
- Ubuntu 24.04 as the base image
- Required dependencies:
  - Helm package manager
  - Dynamo SDK and CLI tools
  - Rust packages and toolchain

You must have first followed the instructions in [deploy/dynamo/helm/README.md](../../deploy/dynamo/helm/README.md) to create your Dynamo cloud deployment.

##### Understanding the Build and Deployment Process

The deployment process involves two distinct build steps:

1. **Local `dynamo build`**: This step creates a Dynamo service archive that contains:
   - Your service code and dependencies
   - Service configuration and metadata
   - Runtime requirements
   - The service graph definition

2. **Remote Image Build**: When you create a deployment, a `yatai-dynamonim-image-builder` pod is created in your cluster. This pod:
   - Takes the Dynamo service archive created in step 1
   - Containerizes it using the specified base image
   - Pushes the final container image to your cluster's registry

##### Deployment Steps

1. **Login to Dynamo Cloud**

```bash
export PROJECT_ROOT=$(pwd)
export KUBE_NS=hello-world  # Must match your Kubernetes namespace
export DYNAMO_CLOUD=https://${KUBE_NS}.dev.aire.nvidia.com
dynamo cloud login --api-token TEST-TOKEN --endpoint $DYNAMO_CLOUD
```

2. **Build the Dynamo Base Image**

> [!NOTE]
> For instructions on building and pushing the Dynamo base image, see the [Building the Dynamo Base Image](../../README.md#building-the-dynamo-base-image) section in the main README.

```bash
# Set runtime image name
export DYNAMO_IMAGE=<dynamo_docker_image_name>

# Prepare your project for deployment.
cd $PROJECT_ROOT/examples/hello_world
DYNAMO_TAG=$(dynamo build hello_world:Frontend | grep "Successfully built" | awk -F"\"" '{ print $2 }')
```

3. **Deploy to Kubernetes**

```bash
echo $DYNAMO_TAG
export HELM_RELEASE=ci-hw
dynamo deployment create $DYNAMO_TAG --no-wait -n $HELM_RELEASE
```

To delete an existing Dynamo deployment:

```bash
kubectl delete dynamodeployment $HELM_RELEASE
```

4. **Test the deployment**

Once you create the Dynamo deployment, a pod prefixed with `yatai-dynamonim-image-builder` will begin running. Once it finishes running, it will create the pods necessary. Once the pods prefixed with `$HELM_RELEASE` are up and running, you can test out your example!

```bash
# Forward the service port to localhost
kubectl -n ${KUBE_NS} port-forward svc/${HELM_RELEASE}-frontend 3000:3000

# Test the API endpoint
curl -X 'POST' 'http://localhost:3000/generate' \
    -H 'accept: text/event-stream' \
    -H 'Content-Type: application/json' \
    -d '{"text": "test"}'
```

## Expected Output

When you send the request with "test" as input, the response will show how the text flows through each service:

```
Frontend: Middle: Backend: test-mid-back
```

This demonstrates how:
1. The Frontend receives "test"
2. The Middle service adds "-mid" to create "test-mid"
3. The Backend service adds "-back" to create "test-mid-back"
