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feat(planning): numeric symmetry breaking
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Shi-Raida committed Nov 27, 2024
1 parent 149fb82 commit 350a52d
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Showing 3 changed files with 98 additions and 53 deletions.
41 changes: 21 additions & 20 deletions planning/planners/src/encode.rs
Original file line number Diff line number Diff line change
Expand Up @@ -12,7 +12,7 @@ use aries::core::*;
use aries::model::extensions::{AssignmentExt, Shaped};
use aries::model::lang::linear::LinearSum;
use aries::model::lang::mul::EqVarMulLit;
use aries::model::lang::{expr::*, Atom, IVar, Kind, Type};
use aries::model::lang::{expr::*, Atom, IVar, Type};
use aries::model::lang::{FAtom, FVar, IAtom, Variable};
use aries_planning::chronicles::constraints::encode_constraint;
use aries_planning::chronicles::*;
Expand Down Expand Up @@ -486,16 +486,6 @@ pub struct EncodedProblem {
pub encoding: Encoding,
}

/// Returns whether the effect is an assignment.
fn is_assignment(eff: &Effect) -> bool {
matches!(eff.operation, EffectOp::Assign(_))
}

/// Returns whether the state variable is numeric.
fn is_integer(sv: &StateVar) -> bool {
matches!(sv.fluent.return_type().into(), Kind::Int)
}

/// Returns whether two state variables are unifiable.
fn unifiable_sv(model: &Model, sv1: &StateVar, sv2: &StateVar) -> bool {
sv1.fluent == sv2.fluent && model.unifiable_seq(&sv1.args, &sv2.args)
Expand Down Expand Up @@ -664,7 +654,7 @@ pub fn encode(pb: &FiniteProblem, metric: Option<Metric>) -> std::result::Result

for &(cond_id, prez_cond, cond) in &conds {
// skip conditions on numeric state variables, they are supported by numeric support constraints
if is_integer(&cond.state_var) {
if is_numeric(&cond.state_var) {
continue;
}
if solver.model.entails(!prez_cond) {
Expand Down Expand Up @@ -736,7 +726,7 @@ pub fn encode(pb: &FiniteProblem, metric: Option<Metric>) -> std::result::Result
let mut num_numeric_assignment_coherence_constraints = 0;

for &(_, prez, ass) in &assigns {
if !is_integer(&ass.state_var) {
if !is_numeric(&ass.state_var) {
continue;
}
let Type::Int { lb, ub } = ass.state_var.fluent.return_type() else {
Expand All @@ -755,15 +745,16 @@ pub fn encode(pb: &FiniteProblem, metric: Option<Metric>) -> std::result::Result
solver.propagate()?;
}

let mut increase_coherence_conditions: Vec<(Lit, Condition)> = Vec::with_capacity(incs.len());
let mut increase_coherence_conditions: Vec<(CondID, Lit, Condition)> = Vec::with_capacity(incs.len());
{
// numeric increase coherence constraints
let span = tracing::span!(tracing::Level::TRACE, "numeric increase coherence");
let _span = span.enter();
let mut num_numeric_increase_coherence_constraints = 0;
let mut next_cond_id = 10000; // TODO: use a proper ID

for &(inc_id, prez, inc) in &incs {
assert!(is_integer(&inc.state_var));
assert!(is_numeric(&inc.state_var));
assert!(
inc.transition_start + FAtom::EPSILON == inc.transition_end && inc.min_mutex_end.is_empty(),
"Only instantaneous increases are supported"
Expand All @@ -778,6 +769,7 @@ pub fn encode(pb: &FiniteProblem, metric: Option<Metric>) -> std::result::Result
// Check that the state variable value is equals to the new variable `var`.
// It will force the state variable to be in the bounds of the new variable after the increase.
increase_coherence_conditions.push((
CondID::new(inc_id.instance_id, next_cond_id),
prez,
Condition {
start: inc.transition_end,
Expand All @@ -786,6 +778,7 @@ pub fn encode(pb: &FiniteProblem, metric: Option<Metric>) -> std::result::Result
value: var.into(),
},
));
next_cond_id += 1;
num_numeric_increase_coherence_constraints += 1;
}

Expand All @@ -801,21 +794,22 @@ pub fn encode(pb: &FiniteProblem, metric: Option<Metric>) -> std::result::Result

let numeric_conds: Vec<_> = conds
.iter()
.filter(|(_, _, cond)| is_integer(&cond.state_var))
.map(|&(_, prez, cond)| (prez, cond.clone()))
.filter(|(_, _, cond)| is_numeric(&cond.state_var))
.map(|&(id, prez, cond)| (id, prez, cond.clone()))
.chain(increase_coherence_conditions)
.collect();

for (cond_prez, cond) in &numeric_conds {
for (cond_id, cond_prez, cond) in &numeric_conds {
// skip conditions on non-numeric state variables, they have already been supported by support constraints
assert!(is_integer(&cond.state_var));
assert!(is_numeric(&cond.state_var));
if solver.model.entails(!*cond_prez) {
continue;
}
let Atom::Int(cond_val) = cond.value else {
unreachable!()
};
let mut supported: Vec<Lit> = Vec::with_capacity(128);
let mut inc_support: HashMap<EffID, Vec<Lit>> = HashMap::new();

for &(ass_id, ass_prez, ass) in &assigns {
if solver.model.entails(!ass_prez) {
Expand Down Expand Up @@ -851,11 +845,12 @@ pub fn encode(pb: &FiniteProblem, metric: Option<Metric>) -> std::result::Result
if solver.model.entails(!supported_by) {
continue;
}
encoding.tag(supported_by, Tag::Support(*cond_id, ass_id));

// the expected condition value
let mut cond_val_sum = LinearSum::from(ass_val) - cond_val;

for &(_, inc_prez, inc) in &incs {
for &(inc_id, inc_prez, inc) in &incs {
if solver.model.entails(!inc_prez) {
continue;
}
Expand Down Expand Up @@ -895,6 +890,7 @@ pub fn encode(pb: &FiniteProblem, metric: Option<Metric>) -> std::result::Result
if solver.model.entails(!active_inc) {
continue;
}
inc_support.entry(inc_id).or_default().push(active_inc);
for term in inc_val.terms() {
// compute some static implication for better propagation
let p = solver.model.presence_literal(term.var().into());
Expand Down Expand Up @@ -922,6 +918,11 @@ pub fn encode(pb: &FiniteProblem, metric: Option<Metric>) -> std::result::Result
num_numeric_support_constraints += 1;
}

for (inc_id, inc_support) in inc_support {
let supported_by_inc = solver.reify(or(inc_support));
encoding.tag(supported_by_inc, Tag::Support(*cond_id, inc_id));
}

solver.enforce(or(supported), [*cond_prez]);
}

Expand Down
67 changes: 44 additions & 23 deletions planning/planners/src/encode/symmetry.rs
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@ use analysis::CausalSupport;
use aries::core::Lit;
use aries::model::extensions::AssignmentExt;
use aries::model::lang::expr::{and, f_leq, implies, or};
use aries_planning::chronicles::analysis::{Feature, Metadata};
use aries_planning::chronicles::analysis::Metadata;
use aries_planning::chronicles::{ChronicleOrigin, FiniteProblem};
use env_param::EnvParam;
use itertools::Itertools;
Expand Down Expand Up @@ -46,7 +46,7 @@ impl std::str::FromStr for SymmetryBreakingType {
}

fn supported_by_psp(meta: &Metadata) -> bool {
!meta.class.is_hierarchical() && !meta.features.contains(&Feature::Numeric)
!meta.class.is_hierarchical()
}

pub fn add_symmetry_breaking(pb: &FiniteProblem, model: &mut Model, encoding: &Encoding) {
Expand Down Expand Up @@ -139,7 +139,13 @@ fn add_plan_space_symmetry_breaking(pb: &FiniteProblem, model: &mut Model, encod
.sorted()
.dedup()
.collect_vec();
let mut causal_link: HashMap<(ChronicleId, CondID), Lit> = Default::default();

#[derive(Clone, Copy)]
struct Link {
active: Lit,
exclusive: bool,
}
let mut causal_link: HashMap<(ChronicleId, CondID), Link> = Default::default();
let mut conds_by_templates: HashMap<TemplateID, HashSet<CondID>> = Default::default();
for template in &templates {
conds_by_templates.insert(*template, HashSet::new());
Expand All @@ -164,7 +170,13 @@ fn add_plan_space_symmetry_breaking(pb: &FiniteProblem, model: &mut Model, encod
// non-optional literal that is true iff the causal link is active
let link_active = model.reify(and([v, model.presence_literal(v.variable())]));
// list of outgoing causal links of the supporting action
causal_link.insert((eff.instance_id, cond), link_active);
causal_link.insert(
(eff.instance_id, cond),
Link {
active: link_active,
exclusive: eff.is_assign,
},
);
}

let sort = |conds: HashSet<CondID>| {
Expand All @@ -185,7 +197,12 @@ fn add_plan_space_symmetry_breaking(pb: &FiniteProblem, model: &mut Model, encod
};
let conds_by_templates: HashMap<TemplateID, Vec<CondID>> =
conds_by_templates.into_iter().map(|(k, v)| (k, sort(v))).collect();
let supports = |ch: ChronicleId, cond: CondID| causal_link.get(&(ch, cond)).copied().unwrap_or(Lit::FALSE);
let supports = |ch: ChronicleId, cond: CondID| {
causal_link.get(&(ch, cond)).copied().unwrap_or(Link {
active: Lit::FALSE,
exclusive: true,
})
};

for template_id in &templates {
let conditions = &conds_by_templates[template_id];
Expand All @@ -206,32 +223,36 @@ fn add_plan_space_symmetry_breaking(pb: &FiniteProblem, model: &mut Model, encod
// }
// }

for (i, instance) in instances.iter().copied().enumerate() {
let mut clause = Vec::with_capacity(64);
for (i, crt_instance) in instances.iter().copied().enumerate() {
let mut clause = Vec::with_capacity(conditions.len());
if i > 0 {
let prev = instances[i - 1];
let prv_instance = instances[i - 1];

// the chronicle is allowed to support a condition only if the previous chronicle
// supports a condition at an earlier level
for (cond_index, cond) in conditions.iter().enumerate() {
// The current instance is allowed to support a condition only if the previous instance
// supports a condition at an earlier level or at the same level.
for (j, crt_cond) in conditions.iter().enumerate() {
clause.clear();
clause.push(!supports(*instance, *cond));

for prev_cond in &conditions[0..cond_index] {
clause.push(supports(*prev, *prev_cond));
let crt_link = supports(*crt_instance, *crt_cond);
let prv_link = supports(*prv_instance, *crt_cond);
clause.push(!crt_link.active);
if !(crt_link.exclusive && prv_link.exclusive) {
clause.push(prv_link.active);
}

for prv_cond in &conditions[0..j] {
let crt_link = supports(*crt_instance, *prv_cond);
let prv_link = supports(*prv_instance, *prv_cond);
if crt_link.exclusive && prv_link.exclusive {
clause.push(prv_link.active);
} else {
clause.push(model.reify(and([prv_link.active, !crt_link.active])));
}
}

model.enforce(or(clause.as_slice()), []);
}
}
clause.clear();
if discard_useless_supports {
// enforce that a chronicle be present only if it supports at least one condition
clause.push(!pb.chronicles[*instance].chronicle.presence);
for cond in conditions {
clause.push(supports(*instance, *cond))
}
model.enforce(or(clause.as_slice()), []);
}
}
}

Expand Down
43 changes: 33 additions & 10 deletions planning/planners/src/encoding.rs
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
use aries::core::Lit;
use aries::model::lang::FAtom;
use aries::{core::Lit, model::lang::Kind};
use aries_planning::chronicles::*;
use env_param::EnvParam;
use std::collections::{BTreeSet, HashSet};
Expand Down Expand Up @@ -31,10 +31,16 @@ pub struct EffID {
pub instance_id: ChronicleId,
/// Index of the effect in the effects of the instance
pub eff_id: usize,
/// Whether the effect is an assignment
pub is_assign: bool,
}
impl EffID {
pub fn new(instance_id: usize, eff_id: usize) -> Self {
Self { instance_id, eff_id }
pub fn new(instance_id: usize, eff_id: usize, is_assign: bool) -> Self {
Self {
instance_id,
eff_id,
is_assign,
}
}
}
pub type ChronicleId = usize;
Expand Down Expand Up @@ -64,22 +70,34 @@ impl Encoding {
/// - a literal that is true iff the effect is present in the solution.
pub fn effects(pb: &FiniteProblem) -> impl Iterator<Item = (EffID, Lit, &Effect)> {
pb.chronicles.iter().enumerate().flat_map(|(instance_id, ch)| {
ch.chronicle
.effects
.iter()
.enumerate()
.map(move |(eff_id, eff)| (EffID { instance_id, eff_id }, ch.chronicle.presence, eff))
ch.chronicle.effects.iter().enumerate().map(move |(eff_id, eff)| {
(
EffID::new(instance_id, eff_id, is_assignment(eff)),
ch.chronicle.presence,
eff,
)
})
})
}

/// Returns true if the effect is an assignment effect.
pub fn is_assignment(eff: &Effect) -> bool {
matches!(eff.operation, EffectOp::Assign(_))
}

/// Iterator over all assignment effects in a finite problem.
pub fn assignments(pb: &FiniteProblem) -> impl Iterator<Item = (EffID, Lit, &Effect)> {
effects(pb).filter(|(_, _, eff)| matches!(eff.operation, EffectOp::Assign(_)))
effects(pb).filter(|(_, _, eff)| is_assignment(eff))
}

/// Returns true if the effect is an increase effect.
pub fn is_increase(eff: &Effect) -> bool {
matches!(eff.operation, EffectOp::Increase(_))
}

/// Iterator over all increase effects in a finite problem.
pub fn increases(pb: &FiniteProblem) -> impl Iterator<Item = (EffID, Lit, &Effect)> {
effects(pb).filter(|(_, _, eff)| matches!(eff.operation, EffectOp::Increase(_)))
effects(pb).filter(|(_, _, eff)| is_increase(eff))
}

/// Iterates over all conditions in a finite problem.
Expand All @@ -97,6 +115,11 @@ pub fn conditions(pb: &FiniteProblem) -> impl Iterator<Item = (CondID, Lit, &Con
})
}

/// Returns true if the state variable is numeric.
pub fn is_numeric(sv: &StateVar) -> bool {
matches!(sv.fluent.return_type().into(), Kind::Int)
}

pub struct TaskRef<'a> {
pub presence: Lit,
pub start: FAtom,
Expand Down

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