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