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@@ -39,8 +39,8 @@ Help us improve Rig by contributing to our [Feedback form](https://bit.ly/Rig-Fe | |
- [What is Rig?](#what-is-rig) | ||
- [Table of contents](#table-of-contents) | ||
- [High-level features](#high-level-features) | ||
- [Installation](#installation) | ||
- [Simple example:](#simple-example) | ||
- [Get Started](#get-started) | ||
- [Simple example:](#simple-example) | ||
- [Integrations](#integrations) | ||
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## High-level features | ||
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@@ -85,7 +85,7 @@ You can find more examples each crate's `examples` (ie. [`src/examples`](./src/e | |
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| Model Providers | Vector Stores | | ||
|:--------------:|:-------------:| | ||
| <br><img src="https://upload.wikimedia.org/wikipedia/commons/thumb/0/04/ChatGPT_logo.svg/1024px-ChatGPT_logo.svg.png" alt="ChatGPT logo" width="50em"> <picture><source media="(prefers-color-scheme: dark)" srcset="https://www.fahimai.com/wp-content/uploads/2024/06/Untitled-design-7.png"><source media="(prefers-color-scheme: light)" srcset="https://upload.wikimedia.org/wikipedia/commons/thumb/4/47/Claude_Ai.svg/1024px-Claude_Ai.svg.png"><img src="https://www.fahimai.com/wp-content/uploads/2024/06/Untitled-design-7.png" alt="Claude Anthropic logo" width="50em"></picture> <br> <img src="https://cdn.sanity.io/images/rjtqmwfu/production/0adbf394439f4cd0ab8b5b3b6fe1da10c8099024-201x200.svg" alt="Cohere logo" width="50em"> <img src="https://logospng.org/download/google-gemini/google-gemini-1024.png" style="background-color: white; border-radius: 10px; padding: 5px 5px ; width: 3em;" alt="Gemini logo"> <img src="https://github.com/user-attachments/assets/4763ae96-ddc9-4f69-ab38-23592e6c4ead" style="background-color: white; border-radius: 10px; padding: 5px 5px ; width: 4em;" alt="perplexity logo">|<br><img src="https://cdn.prod.website-files.com/6640cd28f51f13175e577c05/664e00a400e23f104ed2b6cd_3b3dd6e8-8a73-5879-84a9-a42d5b910c74.svg" alt="Mongo DB logo" width="50em"> <img src="https://upload.wikimedia.org/wikipedia/commons/e/e5/Neo4j-logo_color.png" alt="Neo4j logo" style="background-color: white; border-radius: 1em; padding: 1em 1em ; width: 4em;"><br><br><img src="https://cdn-images-1.medium.com/max/844/1*[email protected]" width="100em" alt="Lance DB logo"> | | ||
| <br><img src="https://upload.wikimedia.org/wikipedia/commons/thumb/0/04/ChatGPT_logo.svg/1024px-ChatGPT_logo.svg.png" alt="ChatGPT logo" width="50em"> <picture><source media="(prefers-color-scheme: dark)" srcset="https://www.fahimai.com/wp-content/uploads/2024/06/Untitled-design-7.png"><source media="(prefers-color-scheme: light)" srcset="https://upload.wikimedia.org/wikipedia/commons/thumb/4/47/Claude_Ai.svg/1024px-Claude_Ai.svg.png"><img src="https://www.fahimai.com/wp-content/uploads/2024/06/Untitled-design-7.png" alt="Claude Anthropic logo" width="50em"></picture> <br> <img src="https://cdn.sanity.io/images/rjtqmwfu/production/0adbf394439f4cd0ab8b5b3b6fe1da10c8099024-201x200.svg" alt="Cohere logo" width="50em"> <img src="https://logospng.org/download/google-gemini/google-gemini-1024.png" style="background-color: white; border-radius: 10px; padding: 5px 5px ; width: 3em;" alt="Gemini logo"> <br> <img src="https://upload.wikimedia.org/wikipedia/commons/thumb/5/57/XAI-Logo.svg/512px-XAI-Logo.svg.png?20240912222841" style="background-color: white; border-radius: 10px; padding: 5px 5px ; width: 3em;" alt="xAI logo"> <img src="https://github.com/user-attachments/assets/4763ae96-ddc9-4f69-ab38-23592e6c4ead" style="background-color: white; border-radius: 10px; padding: 5px 5px ; width: 4em;" alt="perplexity logo">|<br><img src="https://cdn.prod.website-files.com/6640cd28f51f13175e577c05/664e00a400e23f104ed2b6cd_3b3dd6e8-8a73-5879-84a9-a42d5b910c74.svg" alt="Mongo DB logo" width="50em"> <img src="https://upload.wikimedia.org/wikipedia/commons/e/e5/Neo4j-logo_color.png" alt="Neo4j logo" style="background-color: white; border-radius: 1em; padding: 1em 1em ; width: 4em;"><br><br><img src="https://cdn-images-1.medium.com/max/844/1*[email protected]" width="100em" alt="Lance DB logo"> | | ||
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Vector stores are available as separate companion-crates: | ||
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use std::env; | ||
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use rig::{ | ||
agent::AgentBuilder, | ||
completion::{Prompt, ToolDefinition}, | ||
loaders::FileLoader, | ||
providers, | ||
tool::Tool, | ||
}; | ||
use serde::{Deserialize, Serialize}; | ||
use serde_json::json; | ||
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/// Runs 4 agents based on grok (dervived from the other examples) | ||
#[tokio::main] | ||
async fn main() -> Result<(), anyhow::Error> { | ||
println!("Running basic agent with grok"); | ||
basic().await?; | ||
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println!("\nRunning grok agent with tools"); | ||
tools().await?; | ||
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println!("\nRunning grok agent with loaders"); | ||
loaders().await?; | ||
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println!("\nRunning grok agent with context"); | ||
context().await?; | ||
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println!("\n\nAll agents ran successfully"); | ||
Ok(()) | ||
} | ||
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fn client() -> providers::xai::Client { | ||
providers::xai::Client::new(&env::var("XAI_API_KEY").expect("XAI_API_KEY not set")) | ||
} | ||
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/// Create a partial xAI agent (grok) | ||
fn partial_agent() -> AgentBuilder<providers::xai::completion::CompletionModel> { | ||
let client = client(); | ||
client.agent(providers::xai::GROK_BETA) | ||
} | ||
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/// Create an xAI agent (grok) with a preamble | ||
/// Based upon the `agent` example | ||
/// | ||
/// This example creates a comedian agent with a preamble | ||
async fn basic() -> Result<(), anyhow::Error> { | ||
let comedian_agent = partial_agent() | ||
.preamble("You are a comedian here to entertain the user using humour and jokes.") | ||
.build(); | ||
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// Prompt the agent and print the response | ||
let response = comedian_agent.prompt("Entertain me!").await?; | ||
println!("{}", response); | ||
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Ok(()) | ||
} | ||
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/// Create an xAI agent (grok) with tools | ||
/// Based upon the `tools` example | ||
/// | ||
/// This example creates a calculator agent with two tools: add and subtract | ||
async fn tools() -> Result<(), anyhow::Error> { | ||
// Create agent with a single context prompt and two tools | ||
let calculator_agent = partial_agent() | ||
.preamble("You are a calculator here to help the user perform arithmetic operations. Use the tools provided to answer the user's question.") | ||
.max_tokens(1024) | ||
.tool(Adder) | ||
.tool(Subtract) | ||
.build(); | ||
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// Prompt the agent and print the response | ||
println!("Calculate 2 - 5"); | ||
println!( | ||
"Calculator Agent: {}", | ||
calculator_agent.prompt("Calculate 2 - 5").await? | ||
); | ||
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Ok(()) | ||
} | ||
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/// Create an xAI agent (grok) with loaders | ||
/// Based upon the `loaders` example | ||
/// | ||
/// This example loads in all the rust examples from the rig-core crate and uses them as\\ | ||
/// context for the agent | ||
async fn loaders() -> Result<(), anyhow::Error> { | ||
let model = client().completion_model(providers::xai::GROK_BETA); | ||
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// Load in all the rust examples | ||
let examples = FileLoader::with_glob("rig-core/examples/*.rs")? | ||
.read_with_path() | ||
.ignore_errors() | ||
.into_iter(); | ||
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// Create an agent with multiple context documents | ||
let agent = examples | ||
.fold(AgentBuilder::new(model), |builder, (path, content)| { | ||
builder.context(format!("Rust Example {:?}:\n{}", path, content).as_str()) | ||
}) | ||
.build(); | ||
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// Prompt the agent and print the response | ||
let response = agent | ||
.prompt("Which rust example is best suited for the operation 1 + 2") | ||
.await?; | ||
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println!("{}", response); | ||
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Ok(()) | ||
} | ||
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async fn context() -> Result<(), anyhow::Error> { | ||
let model = client().completion_model(providers::xai::GROK_BETA); | ||
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// Create an agent with multiple context documents | ||
let agent = AgentBuilder::new(model) | ||
.context("Definition of a *flurbo*: A flurbo is a green alien that lives on cold planets") | ||
.context("Definition of a *glarb-glarb*: A glarb-glarb is a ancient tool used by the ancestors of the inhabitants of planet Jiro to farm the land.") | ||
.context("Definition of a *linglingdong*: A term used by inhabitants of the far side of the moon to describe humans.") | ||
.build(); | ||
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// Prompt the agent and print the response | ||
let response = agent.prompt("What does \"glarb-glarb\" mean?").await?; | ||
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println!("{}", response); | ||
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Ok(()) | ||
} | ||
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#[derive(Deserialize)] | ||
struct OperationArgs { | ||
x: i32, | ||
y: i32, | ||
} | ||
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#[derive(Debug, thiserror::Error)] | ||
#[error("Math error")] | ||
struct MathError; | ||
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#[derive(Deserialize, Serialize)] | ||
struct Adder; | ||
impl Tool for Adder { | ||
const NAME: &'static str = "add"; | ||
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type Error = MathError; | ||
type Args = OperationArgs; | ||
type Output = i32; | ||
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async fn definition(&self, _prompt: String) -> ToolDefinition { | ||
ToolDefinition { | ||
name: "add".to_string(), | ||
description: "Add x and y together".to_string(), | ||
parameters: json!({ | ||
"type": "object", | ||
"properties": { | ||
"x": { | ||
"type": "number", | ||
"description": "The first number to add" | ||
}, | ||
"y": { | ||
"type": "number", | ||
"description": "The second number to add" | ||
} | ||
} | ||
}), | ||
} | ||
} | ||
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async fn call(&self, args: Self::Args) -> Result<Self::Output, Self::Error> { | ||
let result = args.x + args.y; | ||
Ok(result) | ||
} | ||
} | ||
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#[derive(Deserialize, Serialize)] | ||
struct Subtract; | ||
impl Tool for Subtract { | ||
const NAME: &'static str = "subtract"; | ||
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type Error = MathError; | ||
type Args = OperationArgs; | ||
type Output = i32; | ||
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async fn definition(&self, _prompt: String) -> ToolDefinition { | ||
serde_json::from_value(json!({ | ||
"name": "subtract", | ||
"description": "Subtract y from x (i.e.: x - y)", | ||
"parameters": { | ||
"type": "object", | ||
"properties": { | ||
"x": { | ||
"type": "number", | ||
"description": "The number to substract from" | ||
}, | ||
"y": { | ||
"type": "number", | ||
"description": "The number to substract" | ||
} | ||
} | ||
} | ||
})) | ||
.expect("Tool Definition") | ||
} | ||
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async fn call(&self, args: Self::Args) -> Result<Self::Output, Self::Error> { | ||
let result = args.x - args.y; | ||
Ok(result) | ||
} | ||
} |
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use rig::providers::xai; | ||
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#[tokio::main] | ||
async fn main() -> Result<(), anyhow::Error> { | ||
// Initialize the xAI client | ||
let client = xai::Client::from_env(); | ||
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let embeddings = client | ||
.embeddings(xai::embedding::EMBEDDING_V1) | ||
.simple_document("doc0", "Hello, world!") | ||
.simple_document("doc1", "Goodbye, world!") | ||
.build() | ||
.await | ||
.expect("Failed to embed documents"); | ||
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println!("{:?}", embeddings); | ||
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Ok(()) | ||
} |
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@@ -45,3 +45,4 @@ pub mod cohere; | |
pub mod gemini; | ||
pub mod openai; | ||
pub mod perplexity; | ||
pub mod xai; |
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