> ## Documentation Index
> Fetch the complete documentation index at: https://docs.trymirai.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Speculative classification

<Tip>
  In this example, we will use the `classification` speculation preset to determine the sentiment of the user's input.
</Tip>

<Tabs>
  <Tab title="Python">
    <Steps>
      <Step title="Create a new project">
        ```sh theme={null}
        uv init demo && cd demo
        ```
      </Step>

      <Step title="Install dependencies">
        ```sh theme={null}
        uv add uzu
        ```
      </Step>

      <Step title="Paste into main.py">
        <CodePython />
      </Step>

      <Step title="Run the snippet">
        ```sh theme={null}
        uv run main.py
        ```
      </Step>
    </Steps>
  </Tab>

  <Tab title="Swift">
    <Steps>
      <Step title="Create a new SwiftUI project">
        <img src="https://mintcdn.com/mirai-bded675a/-MIzY7hlOp3HioeZ/images/quick-start/xcode-new-project.png?fit=max&auto=format&n=-MIzY7hlOp3HioeZ&q=85&s=7ef3a6a5ada8fec6d6cfe024e598e278" alt="" width="1430" height="1020" data-path="images/quick-start/xcode-new-project.png" />
      </Step>

      <Step title="Add the SDK">
        Add this package through SPM:

        ```sh theme={null}
        https://github.com/trymirai/uzu.git
        ```
      </Step>

      <Step title="Paste the snippet">
        <CodeSwift />
      </Step>

      <Step title="Add the snippet call">
        ```swift theme={null}
        var body: some View {
            VStack {
                Text("On-device AI")
            }
            .onAppear() {
                Task {
                    try await runExampleName()
                }
            }
        }
        ```
      </Step>
    </Steps>
  </Tab>

  <Tab title="TypeScript">
    <Steps>
      <Step title="Make a new project folder">
        ```sh theme={null}
        mkdir demo && cd demo
        ```
      </Step>

      <Step title="Initialize with pnpm">
        ```sh theme={null}
        pnpm init
        ```
      </Step>

      <Step title="Install dependencies">
        ```sh theme={null}
        pnpm add typescript ts-node @types/node -D
        pnpm add @trymirai/uzu
        ```
      </Step>

      <Step title="Initialize a tsconfig.json">
        ```json theme={null}
        {
            "compilerOptions": {
                "target": "es2020",
                "module": "commonjs",
                "moduleResolution": "node",
                "strict": true,
                "esModuleInterop": true,
                "outDir": "dist",
                "types": [
                    "node"
                ]
            },
            "include": [
                "*.ts"
            ]
        }
        ```
      </Step>

      <Step title="Create main.ts">
        <CodeTypeScript />
      </Step>

      <Step title="Run the snippet">
        ```sh theme={null}
        pnpm ts-node main.ts
        ```
      </Step>
    </Steps>
  </Tab>

  <Tab title="Rust">
    <Steps>
      <Step title="Create a new project">
        ```sh theme={null}
        cargo new demo && cd demo
        ```
      </Step>

      <Step title="Install dependencies">
        ```sh theme={null}
        cargo add uzu --git https://github.com/trymirai/uzu
        cargo add tokio --features full
        ```
      </Step>

      <Step title="Paste into src/main.rs">
        <CodeRust />
      </Step>

      <Step title="Run the snippet">
        ```sh theme={null}
        cargo run --release
        ```
      </Step>
    </Steps>
  </Tab>
</Tabs>

<Info>
  You can view the stats to see that the answer will be ready immediately after the prefill step, and actual generation won't even start due to speculative decoding, which significantly improves generation speed.
</Info>