Export & Import Functionality
Overview
The Export & Import feature in the Toka framework provides a straightforward way to persist AI agents by saving them in a structured format (e.g., JSON) and then reloading them at a later time. This approach is invaluable for sharing agents, debugging, or resuming agent operations after a restart.
Why Use Export & Import?
- Persistence: Save the agent’s entire state, including conversation history and model parameters, for later use or backup.
- Collaboration: Share AI agents between different environments or team members without needing to rebuild them from scratch.
- Versioning: Maintain multiple versions of an agent, allowing you to roll back to a previous state if needed.
- Scalability: Move agents across machines, containers, or cloud services easily by transferring a single file.
Implementation Details
1. Exporting Agents
The following Rust code snippet demonstrates how to export an agent
use agents::gpt4free::GPT4FreeAgent;
use std::error::Error;
use agents::agent_trait::AgentTrait;
/// Assume that the `Agent` struct implements `Serialize` from Serde.
pub fn export_agent(agent: &Agent, file_path: &str) -> Result<(), Box<dyn Error>> {
// create a custom GPT4FreeAgent
let mut agent = GPT4FreeAgent::new("dummy");
// Export the agent to a file
agent.export_to_file(file_path)?;
println!("Agent exported to {}", file_path);
Ok(())
}
The following Rust code snippet demonstrates how to import an agent
use agents::gpt4free::GPT4FreeAgent;
use std::error::Error;
use agents::agent_trait::AgentTrait;
/// Assume that the `Agent` struct implements `Deserialize` from Serde.
pub fn import_agent(file_path: &str) -> Result<Agent, Box<dyn Error>> {
// Import the agent again from the file
let imported_agent = GPT4FreeAgent::import_from_file(file_path)?;
println!("Agent imported from {}", file_path);
Ok(imported_agent)
}