Alpine

Alpine provides a lightweight, low-bulk interface for all major LLM providers. It exposes composable types for responses, which allows for simple chat sessions or can be plugged into larger projects.

One Request type, one Response type, swap providers with a single line.

Features

• Unified types -- Request, Response, Message, Usage work the same across every provider
• Feature-gated providers -- only compile what you use
• Streaming -- first-class StreamChunk support via async streams
• Embeddings -- where the provider supports it (Ollama)
• Middleware -- pluggable request/response pipeline on AlpineClient
• Latency tracking -- every Response includes wall-clock latency

Installation

Add Alpine to your Cargo.toml with the providers you need:

[dependencies]
alpine = { path = "../alpine", features = ["ollama"] }
# or
alpine = { path = "../alpine", features = ["anthropic"] }
# or both
alpine = { path = "../alpine", features = ["ollama", "anthropic"] }

Quick start

Ollama

Requires Ollama running locally on the default port.

use alpine::{AlpineClient, Message, Request};
use alpine::providers::ollama::OllamaProvider;

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
    let client = AlpineClient::new(OllamaProvider::new("llama3.2"));

    let res = client.complete(Request {
        messages: vec![Message::user("Explain async/await in Rust in two sentences.")],
        ..Default::default()
    }).await?;

    println!("{res}");
    // [llama3.2] (1.24s)
    // Async/await in Rust allows you to write asynchronous code that looks synchronous...
    // tokens: 28 in / 64 out | finish: Stop

    Ok(())
}

Anthropic

Requires an API key from Anthropic.

use alpine::{AlpineClient, Message, Request};
use alpine::providers::anthropic::AnthropicProvider;

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
    let api_key = std::env::var("ANTHROPIC_API_KEY")?;
    let client = AlpineClient::new(
        AnthropicProvider::new(api_key, "claude-sonnet-4-20250514"),
    );

    let res = client.complete(Request {
        messages: vec![Message::user("What is the capital of France?")],
        ..Default::default()
    }).await?;

    println!("{res}");

    Ok(())
}

Streaming

Both providers support token-by-token streaming:

use futures::StreamExt;
use alpine::{AlpineClient, Message, Request, StreamChunk};
use alpine::providers::ollama::OllamaProvider;

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
    let client = AlpineClient::new(OllamaProvider::new("llama3.2"));

    let req = Request {
        messages: vec![Message::user("Count to five slowly.")],
        ..Default::default()
    };

    let mut stream = client.stream(&req).await?;

    while let Some(chunk) = stream.next().await {
        match chunk {
            StreamChunk::Delta(text) => print!("{text}"),
            StreamChunk::Done { usage } => {
                println!("\n-- done, usage: {usage:?}");
            }
            StreamChunk::Error(e) => eprintln!("\nerror: {e}"),
        }
    }

    Ok(())
}

Embeddings (Ollama)

use alpine::providers::ollama::OllamaProvider;
use alpine::provider::Provider;
use alpine::{EmbedRequest, ModelId};

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
    let provider = OllamaProvider::new("nomic-embed-text");

    let embedding = provider.embed(&EmbedRequest {
        model: ModelId::new("nomic-embed-text"),
        input: vec!["Hello, world!".into()],
    }).await?;

    println!("dimensions: {}", embedding.vectors[0].len());

    Ok(())
}

Swapping providers

The whole point -- same request works with any provider:

use alpine::{AlpineClient, Message, Request};
use alpine::providers::ollama::OllamaProvider;
use alpine::providers::anthropic::AnthropicProvider;

fn build_client(use_local: bool) -> AlpineClient {
    if use_local {
        AlpineClient::new(OllamaProvider::new("llama3.2"))
    } else {
        let key = std::env::var("ANTHROPIC_API_KEY").unwrap();
        AlpineClient::new(AnthropicProvider::new(key, "claude-sonnet-4-20250514"))
    }
}

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
    let client = build_client(cfg!(debug_assertions));

    let res = client.complete(Request {
        messages: vec![Message::user("hello")],
        ..Default::default()
    }).await?;

    // Same Response type regardless of provider
    println!("model: {}", res.model);
    println!("latency: {:.0?}", res.latency);
    println!("tokens: {} in, {} out", res.usage.input_tokens, res.usage.output_tokens);
    println!("{}", res.content);

    Ok(())
}

Response

Every complete() call returns a Response with:

License

MIT