use std::cell::Cell;
use rand::{Rng, RngExt};
use crate::rules::Rule;
use crate::substrates::graph::observation::GraphObserver;
use crate::substrates::graph::rules::{
RewriteRule, create_destructive_rules, create_structured_rules, generate_mixed_rule_subsets,
};
use crate::substrates::graph::schedule::AllVerticesSchedule;
use crate::substrates::graph::state::BinaryGraphState;
use crate::universe::InformationUniverse;
#[derive(Debug, Clone)]
pub struct BinaryGraphUniverse {
state_space: Vec<BinaryGraphState>,
observer: GraphObserver,
schedule: AllVerticesSchedule,
n_vertices: usize,
destructive_pool: Vec<RewriteRule>,
subsets: Vec<(Vec<RewriteRule>, f64)>,
subset_index: Cell<usize>,
}
impl BinaryGraphUniverse {
pub fn new(n_vertices: usize, obs_name: &str, rng: &mut impl Rng, n_subsets: usize) -> Self {
let state_space: Vec<BinaryGraphState> = (0..500)
.map(|_| BinaryGraphState::random(n_vertices, rng))
.collect();
let structured_pool = create_structured_rules();
let destructive_pool = create_destructive_rules();
let ratios = vec![0.0, 0.2, 0.4, 0.6, 0.8, 1.0];
let subsets = generate_mixed_rule_subsets(
&structured_pool,
&destructive_pool,
n_subsets,
5,
&ratios,
rng,
);
Self {
state_space,
observer: GraphObserver::from_name(obs_name),
schedule: AllVerticesSchedule::new(),
n_vertices,
destructive_pool,
subsets,
subset_index: std::cell::Cell::new(0),
}
}
pub fn n_vertices(&self) -> usize {
self.n_vertices
}
pub fn obs_name(&self) -> &str {
self.observer.name()
}
}
impl InformationUniverse for BinaryGraphUniverse {
type State = BinaryGraphState;
type Rule = RewriteRule;
type Observation = GraphObserver;
type Schedule = AllVerticesSchedule;
fn state_space(&self) -> &[Self::State] {
&self.state_space
}
fn observation(&self) -> &Self::Observation {
&self.observer
}
fn schedule(&self) -> &Self::Schedule {
&self.schedule
}
fn generate_rules(&self, _rng: &mut dyn Rng) -> (Vec<Self::Rule>, f64) {
let index = self.subset_index.get();
let subset = self.subsets[index % self.subsets.len()].clone();
self.subset_index.set(index + 1);
subset
}
fn null_rules(&self, rng: &mut dyn Rng) -> Vec<Self::Rule> {
let scramblers: Vec<&RewriteRule> = self
.destructive_pool
.iter()
.filter(|r| r.name().starts_with("DESTROY_SCRAMBLE_ALL"))
.collect();
let size = rng.random_range(1..=5);
let mut rules = Vec::with_capacity(size);
let scrambler_idx = rng.random_range(0..scramblers.len());
rules.push(scramblers[scrambler_idx].clone());
for _ in 1..size {
let idx = rng.random_range(0..self.destructive_pool.len());
rules.push(self.destructive_pool[idx].clone());
}
for i in (1..rules.len()).rev() {
let j = rng.random_range(0..=i);
rules.swap(i, j);
}
rules
}
}
#[cfg(test)]
mod tests {
use crate::rules::Rule;
use super::*;
use rand::SeedableRng;
use rand::rngs::StdRng;
#[test]
fn test_create_universe() {
let mut rng = StdRng::seed_from_u64(42);
let universe = BinaryGraphUniverse::new(3, "compound", &mut rng, 100);
assert_eq!(universe.n_vertices(), 3);
assert_eq!(universe.obs_name(), "compound");
assert_eq!(universe.state_space().len(), 500);
}
#[test]
fn test_null_rules_contain_scrambler() {
let mut rng = StdRng::seed_from_u64(42);
let universe = BinaryGraphUniverse::new(3, "compound", &mut rng, 100);
let mut test_rng = StdRng::seed_from_u64(99);
for _ in 0..20 {
let rules = universe.null_rules(&mut test_rng);
assert!(
rules
.iter()
.any(|r| r.name().starts_with("DESTROY_SCRAMBLE_ALL")),
"Null rules must contain at least one scrambler"
);
}
}
#[test]
fn test_generate_rules_produces_spectrum() {
let mut rng = StdRng::seed_from_u64(42);
let universe = BinaryGraphUniverse::new(3, "compound", &mut rng, 30);
let mut test_rng = StdRng::seed_from_u64(0);
let mut seen_structured = false;
let mut seen_destructive = false;
for _ in 0..30 {
let (_rules, ratio) = universe.generate_rules(&mut test_rng);
if ratio > 0.9 {
seen_structured = true;
}
if ratio < 0.1 {
seen_destructive = true;
}
}
assert!(
seen_structured,
"Should generate some all-structured subsets"
);
assert!(
seen_destructive,
"Should generate some all-destructive subsets"
);
}
}