An experiment in genetic programming with clojure.spec
Use the evolve function to generate clojure.spec programs from your test data.
Parameters are:
- population size
- max number of generations
- tournament size for selection
- vector of test data
(def creature-specs (evolve 100 100 7 ["hi" true 5 10 "boo"]))
(perfect-fit creature-specs)
;=> {:program (clojure.spec/cat :0 string? :1 boolean? :2 (s/and integer? odd?) :3 integer? :4 string?), :score 100}After you have your clojure.spec creature generated, you can have it generate even more data for you!
(s/exercise (eval (:program (perfect-fit creature-specs))) 5)
;; ([("" true -1 -1 "") {:0 "", :1 true, :2 -1, :3 -1, :4 ""}]
;; [("D" false -1 -1 "G") {:0 "D", :1 false, :2 -1, :3 -1, :4 "G"}]
;; [("12" false -1 0 "l0") {:0 "12", :1 false, :2 -1, :3 0, :4 "l0"}]
;; [("" false -1 -2 "") {:0 "", :1 false, :2 -1, :3 -2, :4 ""}]
;; [("2" false 1 0 "Jro") {:0 "2", :1 false, :2 1, :3 0, :4 "Jro"}])Copyright © 2016 Carin Meier
Distributed under the Eclipse Public License either version 1.0 or (at your option) any later version.