Function programinduction::pcfg::task_by_evaluation [−][src]
pub fn task_by_evaluation<'a, V, E, F>(
evaluator: &'a F,
output: &'a V,
tp: Type
) -> Task<'a, Grammar, AppliedRule, &'a V> where
V: PartialEq + Clone + Sync + Debug + 'a,
F: Fn(&str, &[V]) -> Result<V, E> + Sync + 'a,
Create a task based on evaluating a PCFG sentence and comparing its output against data.
Here we let all tasks be represented by an output valued in the space of type V
. In practice,
V
will often be an enum corresponding to each nonterminal in the PCFG. All outputs and
evaluated sentences must be representable by V
.
An evaluator
takes the name of a production and a vector corresponding to evaluated results
of each child node of the production in a particular derivation.
The resulting task is "all-or-nothing": the oracle returns either 0
if all examples are
correctly hit or f64::NEG_INFINITY
otherwise.
Examples
use programinduction::pcfg::{task_by_evaluation, Grammar, Rule}; fn evaluator(name: &str, inps: &[i32]) -> Result<i32, ()> { match name { "0" => Ok(0), "1" => Ok(1), "plus" => Ok(inps[0] + inps[1]), _ => unreachable!(), } } let g = Grammar::new( tp!(EXPR), vec![ Rule::new("0", tp!(EXPR), 1.0), Rule::new("1", tp!(EXPR), 1.0), Rule::new("plus", tp!(@arrow[tp!(EXPR), tp!(EXPR), tp!(EXPR)]), 1.0), ], ); let output = 4; let tp = tp!(EXPR); let task = task_by_evaluation(&evaluator, &output, tp); let expr = g.parse("plus(1, plus(1, plus(1,1)))").unwrap(); assert!((task.oracle)(&g, &expr).is_finite())