Update fuel_cost.cljc

This commit is contained in:
Ryan Boldi 2022-06-05 21:15:23 -04:00
parent 6f152a0357
commit b5953d3779

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@ -2,6 +2,7 @@
(:require [psb2.core :as psb2]
[propeller.genome :as genome]
[propeller.push.interpreter :as interpreter]
[propeller.problems.data-creation :as dc]
[propeller.utils :as utils]
[propeller.push.instructions :refer [get-stack-instructions]]
[propeller.push.state :as state]
@ -19,22 +20,23 @@
; Source: https://arxiv.org/pdf/2106.06086.pdf
; ============================================================
(def train-and-test-data (psb2/fetch-examples "data" "fuel-cost" 200 2000))
(def train-data (dc/read-data-that-has-no-strings "fuel-cost" "train"))
(def test-data (dc/read-data-that-has-no-strings "fuel-cost" "test"))
; Random integer between -100 and 100 (from smallest)
(defn random-int [] (- (rand-int 201) 100))
(def instructions
(utils/not-lazy
(concat
(concat
;;; stack-specific instructions
(get-stack-instructions #{:exec :integer :boolean :vector_integer :print})
(get-stack-instructions #{:exec :integer :boolean :vector_integer :print})
;;; input instructions
(list :in1)
(list :in1)
;;; close
(list 'close)
(list 'close)
;;; ERCs (constants)
(list random-int 0 1 2 3))))
(list random-int 0 1 2 3))))
(defn error-function
[argmap data individual]
@ -43,11 +45,11 @@
correct-outputs (map (fn [i] (get i :output1)) data)
outputs (map (fn [input]
(state/peek-stack
(interpreter/interpret-program
program
(assoc state/empty-state :input {:in1 input})
(:step-limit argmap))
:integer))
(interpreter/interpret-program
program
(assoc state/empty-state :input {:in1 input})
(:step-limit argmap))
:integer))
inputs)
errors (map (fn [correct-output output]
(if (= output :no-stack-item)
@ -56,31 +58,31 @@
correct-outputs
outputs)]
(assoc individual
:behaviors outputs
:errors errors
:total-error #?(:clj (apply +' errors)
:cljs (apply + errors)))))
:behaviors outputs
:errors errors
:total-error #?(:clj (apply +' errors)
:cljs (apply + errors)))))
(defn -main
"Runs propel-gp, giving it a map of arguments."
[& args]
(gp/gp
(merge
{:instructions instructions
:error-function error-function
:training-data (:train train-and-test-data)
:testing-data (:test train-and-test-data)
:case-t-size (count (:train train-and-test-data))
:case-parent-rate 0
:case-parent-gens 1
:max-generations 300
:population-size 1000
:max-initial-plushy-size 250
:step-limit 2000
:parent-selection :lexicase
:tournament-size 5
:umad-rate 0.1
:variation {:umad 1.0 :crossover 0.0}
:elitism false}
(apply hash-map (map #(if (string? %) (read-string %) %) args))))
(merge
{:instructions instructions
:error-function error-function
:training-data train-data
:testing-data test-data
:case-t-size (count train-data)
:case-parent-rate 0
:case-parent-gens 1
:max-generations 300
:population-size 1000
:max-initial-plushy-size 250
:step-limit 2000
:parent-selection :lexicase
:tournament-size 5
:umad-rate 0.1
:variation {:umad 1.0 :crossover 0.0}
:elitism false}
(apply hash-map (map #(if (string? %) (read-string %) %) args))))
(#?(:clj shutdown-agents)))