### Rust: Basic MCTS Usage Example Source: https://github.com/loic-smetryns/simple-mcts/blob/main/README.md This Rust code demonstrates the basic usage of the 'simple-mcts' library. It initializes an MCTS instance with a test game, performs a specified number of search iterations using a provided evaluator, retrieves the best action based on the search results, and simulates playing that action. It requires implementing 'Game' and 'GameEvaluator' traits for custom game logic. ```rust use simple_mcts::{Mcts, test_utils::{GameTest, GameEvaluatorTest2}, MctsError}; fn main() -> Result<(), MctsError> { // Initialize a new MCTS instance for GameTest (a simple 4-action game) let mut mcts: Mcts = Mcts::::new(); // Initialize a game evaluator (e.g., a machine learning model or a heuristic) let evaluator = GameEvaluatorTest2::new(); // test_utils provides a dummy evaluator // Perform MCTS iterations to build the search tree // Each iteration involves selection, expansion, simulation, and backpropagation for _ in 0..100 { // Perform 100 search iterations mcts.iterate(&evaluator)?; } // Get the best action based on the MCTS search results (e.g., most visited action) let (score, policy) = mcts.get_result(); println!("Best action score: {}, Policy: {:?}", score, policy); // Simulate playing the best action in the game and update the MCTS tree let best_action_index = policy.iter() .enumerate() .max_by(|(_, &a), (_, &b)| a.partial_cmp(&b).unwrap()) .map(|(index, _)| index) .unwrap_or(0); // Defaults to the first action if policy is empty mcts.play(best_action_index)?; println!("Game state after playing action {}", best_action_index); // You can now continue the MCTS search from the new game state // mcts.iterate(&evaluator)?; Ok(()) } ``` -------------------------------- ### Rust: Add simple-mcts dependency to Cargo.toml Source: https://github.com/loic-smetryns/simple-mcts/blob/main/README.md This snippet shows how to add the 'simple-mcts' library and its dependency 'rand' to your Rust project's 'Cargo.toml' file. Ensure you check Crates.io for the latest version of 'simple-mcts'. ```toml [dependencies] simple-mcts = "0.1.0" # Check Crates.io for the latest version rand = "0.9.1" ``` === COMPLETE CONTENT === This response contains all available snippets from this library. No additional content exists. Do not make further requests.