Build your first AI app using Serverless AI Inferencing

The Rust code snippets below are taken from the Fermyon Serverless AI Examples.

$ spin new -t http-rust
Enter a name for your new application: hello-world
Description: My first Serverless AI app
HTTP path: /...

The Python code snippets below are taken from the Fermyon Serverless AI Examples.

# Create new app
$ spin new -t http-py hello-world --accept-defaults
# Change into app directory
$ cd hello-world
Enter a name for your new application: hello-world
Description: My first Serverless AI app
HTTP path: /...

Create a virtual environment directory (we are still inside the Spin app directory):

# python<version> -m venv <virtual-environment-name>
$ python3 -m venv venv-dir

Activate the virtual environment (this command depends on which operating system you are using):

# macOS command to activate
$ source venv-dir/bin/activate

The (venv-dir) will prefix your terminal prompt now:

(venv-dir) user@123-456-7-8 hello-world %

The requirements.txt, by default, contains the references to the spin-sdk and componentize-py packages. These can be installed in your virtual environment using the following command:

$ pip3 install -r requirements.txt 

The TypeScript code snippets below are taken from the Fermyon Serverless AI Examples.

$ spin new -t http-ts
Enter a name for your new application: hello-world
Description: My first Serverless AI app
HTTP path: /...

spin_manifest_version = 2

[application]
name = "hello-world"
version = "0.1.0"
authors = ["Your Name <your-name@example.com>"]
description = "My first Serverless AI app"

[[trigger.http]]
route = "/..."
component = "hello-world"

[component.hello-world]
source = "target/wasm32-wasip1/release/hello_world.wasm"
allowed_outbound_hosts = []
ai_models = ["llama2-chat"]
[component.hello-world.build]
command = "cargo build --target wasm32-wasip1 --release"
watch = ["src/**/*.rs", "Cargo.toml"]

spin_manifest_version = 2

[application]
authors = ["Your Name <your-name@example.com>"]
description = "My first Serverless AI app"
name = "hello-world"
version = "0.1.0"

[[trigger.http]]
route = "/..."
component = "hello-world"

[component.hello-world]
source = "target/hello-world.wasm"
exclude_files = ["**/node_modules"]
ai_models = ["llama2-chat"]
[component.hello-world.build]
command = "npm run build"

spin_manifest_version = 2

[application]
authors = ["Your Name <your-name@example.com>"]
description = ""
name = "hello-world"
version = "0.1.0"

[[trigger.http]]
route = "/..."
component = "hello-world"

[component.hello-world]
source = "app.wasm"
ai_models = ["llama2-chat"]
[component.hello-world.build]
command = "componentize-py -w spin-http componentize app -o app.wasm"
watch = ["*.py", "requirements.txt"]

use spin_sdk::{http::{IntoResponse, Request, Response}, http_component, llm};

#[http_component]
fn hello_world(_req: Request) -> anyhow::Result<impl IntoResponse> {
   let model = llm::InferencingModel::Llama2Chat;
   let inference = llm::infer(model, "Can you tell me a joke about cats");
    Ok(Response::builder()
        .status(200)
        .header("content-type", "text/plain")
        .body(format!("{:?}", inference))
        .build())
}

import { Llm, InferencingModels, HandleRequest, HttpRequest, HttpResponse } from  "@fermyon/spin-sdk"
const  model = InferencingModels.Llama2Chat
export  const  handleRequest: HandleRequest = async  function (request: HttpRequest): Promise<HttpResponse> {
const  prompt = "Can you tell me a joke about cats"
const  out = Llm.infer(model, prompt)
return {
	status:  200,
	body:  out.text
	}
}

from spin_sdk import http
from spin_sdk.http import Request, Response
from spin_sdk import llm

class IncomingHandler(http.IncomingHandler):
    def handle_request(self, request: Request) -> Response:
        res = llm.infer_with_options("llama2-chat", "Can you tell me a joke about cats?", llm.LLMInferencingParams(temperature=0.5))
        return Response(
            200,
            {"content-type": "text/plain"},
            bytes(res.text, "utf-8")
        )

$ spin build

$ npm install
$ spin build

$ spin build