Add random program generation and mutation.

This commit is contained in:
zjkree
2025-01-13 11:57:18 +01:00
parent 856779e0bc
commit c5538e35bb
10 changed files with 286 additions and 26 deletions
+62 -8
View File
@@ -1,10 +1,64 @@
// use crate::compiler::ast::{Expr};
use rand::Rng;
use crate::compiler::ast::{UntypedAst, OpCode};
use crate::gp::generate::{random_ast, random_opcode};
// pub fn crossover(a: &Expr, b: &Expr) -> (Expr, Expr) {
// // stub
// (a.clone(), b.clone())
// }
/// Returns a new `UntypedAst` that is a mutated version of `original`.
/// We do not modify `original`; we clone or build new pieces as needed.
///
/// - `depth`: current depth of this node,
/// - `max_depth`: max allowed depth (to prevent infinite recursion).
pub fn mutated_ast(original: &UntypedAst, rng: &mut impl Rng, depth: usize, max_depth: usize) -> UntypedAst {
// 10% chance: completely replace this node with a fresh random subtree
if rng.gen_range(0..100) < 10 {
return random_ast(rng, depth, max_depth);
}
// pub fn mutate(expr: &mut Expr) {
// // stub
// }
match original {
UntypedAst::IntLiteral(val) => {
// Another small chance to replace the entire node with random subtree
if rng.gen_range(0..100) < 10 {
return random_ast(rng, depth, max_depth);
}
// Otherwise, "tweak" the int by a small offset
let delta = rng.gen_range(-2..=2);
let new_val = val.saturating_add(delta);
UntypedAst::IntLiteral(new_val)
}
UntypedAst::Instruction(op) => {
// 10% chance to replace node
if rng.gen_range(0..100) < 10 {
return random_ast(rng, depth, max_depth);
}
// 50% chance to pick a new opcode
// or else keep the same
if rng.gen_bool(0.5) {
UntypedAst::Instruction(random_opcode(rng))
} else {
// Just clone the original
UntypedAst::Instruction(op.clone())
}
}
UntypedAst::Sublist(children) => {
// 10% chance to replace this sublist entirely
if rng.gen_range(0..100) < 10 {
return random_ast(rng, depth, max_depth);
}
// Otherwise, mutate zero or more children
let mut new_children = children.clone();
if !new_children.is_empty() {
// Choose how many kids to mutate:
// e.g., 1..=min(2, children.len())
let mut_count = rng.gen_range(1..=new_children.len().min(2));
for _ in 0..mut_count {
let idx = rng.gen_range(0..new_children.len());
new_children[idx] = mutated_ast(&new_children[idx], rng, depth+1, max_depth);
}
}
UntypedAst::Sublist(new_children)
}
}
}