paired digits, shopping list, snow day
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src/propeller/problems/PSB2/paired_digits.cljc
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src/propeller/problems/PSB2/paired_digits.cljc
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(ns propeller.problems.PSB2.paired-digits
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(:require [psb2.core :as psb2]
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[propeller.genome :as genome]
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[propeller.push.interpreter :as interpreter]
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[propeller.utils :as utils]
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[propeller.push.utils.helpers :refer [get-stack-instructions]]
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[propeller.push.state :as state]
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[propeller.tools.math :as math]))
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; =========== PROBLEM DESCRIPTION =============================
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; PAIRED DIGITS from PSB2
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; Given a string of digits, return the sum
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; of the digits whose following digit is the same.
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;
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; Source: https://arxiv.org/pdf/2106.06086.pdf
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; ===============================================================
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(def train-and-test-data (psb2/fetch-examples "data" "paired-digits" 200 2000))
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(defn random-int [] (- (rand-int 201) 100))
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(defn random-char [] (rand-nth '(\0 \1 \2 \3 \4 \5 \6 \7 \8 \9)))
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(def instructions
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(utils/not-lazy
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(concat
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;;; stack-specific instructions
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(get-stack-instructions #{:exec :integer :boolean :char :string :print})
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;;; input instructions
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(list :in1)
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;;; close
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(list 'close)
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;;; ERCs (constants)
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(list 0 random-int random-char))))
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(defn error-function
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[argmap data individual]
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(let [program (genome/plushy->push (:plushy individual) argmap)
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inputs (map (fn [i] (get i :input1)) data)
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correct-outputs (map (fn [i] (get i :output1)) data)
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outputs (map (fn [input]
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(state/peek-stack
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(interpreter/interpret-program
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program
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(assoc state/empty-state :input {:in1 input})
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(:step-limit argmap))
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:integer))
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inputs)
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errors (map (fn [correct-output output]
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(if (= output :no-stack-item)
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1000000
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(min 1000.0 (math/abs (- correct-output output)))))
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correct-outputs
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outputs)]
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(assoc individual
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:behaviors outputs
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:errors errors
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:total-error #?(:clj (apply +' errors)
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:cljs (apply + errors)))))
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(def arglist
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{:instructions instructions
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:error-function error-function
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:training-data (:train train-and-test-data)
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:testing-data (:test train-and-test-data)})
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75
src/propeller/problems/PSB2/shopping_list.cljc
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src/propeller/problems/PSB2/shopping_list.cljc
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(ns propeller.problems.PSB2.shopping-list
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(:require [psb2.core :as psb2]
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[propeller.genome :as genome]
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[propeller.push.interpreter :as interpreter]
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[propeller.utils :as utils]
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[propeller.push.utils.helpers :refer [get-stack-instructions]]
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[propeller.push.state :as state]
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[propeller.tools.math :as math]))
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; =========== PROBLEM DESCRIPTION ===============================
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; DICE GAME from PSB2
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; Peter has an n sided die and Colin has an m
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; sided die. If they both roll their dice at the same time, return
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; the probability that Peter rolls strictly higher than Colin.
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;
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; Source: https://arxiv.org/pdf/2106.06086.pdf
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; ==================================================================
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(def train-and-test-data (psb2/fetch-examples "data" "shopping-list" 200 2000))
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(defn random-float [] (- (rand 201) 100))
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(defn map-vals-input
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"Returns all the input values of a map (specific helper method for bouncing-balls)"
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[i]
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(vals (select-keys i [:input1 :input2])))
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(defn map-vals-output
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"Returns the output values of a map (specific helper method for bouncing-balls)"
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[i]
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(get i :output1))
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(def instructions
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(utils/not-lazy
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(concat
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;;; stack-specific instructions
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(get-stack-instructions #{:exec :integer :float :boolean :print})
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;;; input instructions
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(list :in1 :in2)
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;;; close
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(list 'close)
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;;; ERCs (constants)
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(list 0.0 100.0 random-float))))
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(defn error-function
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[argmap data individual]
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(let [program (genome/plushy->push (:plushy individual) argmap)
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inputs (map (fn [i] (map-vals-input i)) data)
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correct-outputs (map (fn [i] (map-vals-output i)) data)
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outputs (map (fn [input]
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(state/peek-stack
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(interpreter/interpret-program
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program
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(assoc state/empty-state :input {:in1 (nth input 0)
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:in2 (nth input 1)})
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(:step-limit argmap))
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:float))
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inputs)
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errors (map (fn [correct-output output]
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(if (= output :no-stack-item)
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1000000.0
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(min 1000.0 (math/abs (- correct-output output)))))
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correct-outputs
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outputs)]
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(assoc individual
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:behaviors outputs
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:errors errors
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:total-error #?(:clj (apply +' errors)
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:cljs (apply + errors)))))
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(def arglist
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{:instructions instructions
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:error-function error-function
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:training-data (:train train-and-test-data)
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:testing-data (:test train-and-test-data)})
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79
src/propeller/problems/PSB2/snow_day.cljc
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src/propeller/problems/PSB2/snow_day.cljc
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@ -0,0 +1,79 @@
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(ns propeller.problems.PSB2.snow-day
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(:require [psb2.core :as psb2]
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[propeller.genome :as genome]
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[propeller.push.interpreter :as interpreter]
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[propeller.utils :as utils]
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[propeller.push.utils.helpers :refer [get-stack-instructions]]
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[propeller.push.state :as state]
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[propeller.tools.math :as math]))
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; =========== PROBLEM DESCRIPTION ===============================
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; SNOW DAY from PSB2
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; Given an integer representing a number
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; of hours and 3 floats representing how much snow is on the
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; ground, the rate of snow fall, and the proportion of snow
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; melting per hour, return the amount of snow on the ground
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; after the amount of hours given. Each hour is considered a
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; discrete event of adding snow and then melting, not a continuous
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; process.
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;
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; Source: https://arxiv.org/pdf/2106.06086.pdf
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; ==================================================================
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(def train-and-test-data (psb2/fetch-examples "data" "snow-day" 200 2000))
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(defn map-vals-input
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"Returns all the input values of a map (specific helper method for bouncing-balls)"
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[i]
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(vals (select-keys i [:input1 :input2 :input3 :input4])))
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(defn map-vals-output
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"Returns the output values of a map (specific helper method for bouncing-balls)"
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[i]
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(get i :output1))
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(def instructions
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(utils/not-lazy
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(concat
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;;; stack-specific instructions
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(get-stack-instructions #{:exec :integer :float :boolean :print})
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;;; input instructions
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(list :in1 :in2 :in3 :in4)
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;;; close
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(list 'close)
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;;; ERCs (constants)
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(list 0 1 -1 0.0 1.0 -1.0))))
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(defn error-function
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[argmap data individual]
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(let [program (genome/plushy->push (:plushy individual) argmap)
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inputs (map (fn [i] (map-vals-input i)) data)
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correct-outputs (map (fn [i] (map-vals-output i)) data)
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outputs (map (fn [input]
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(state/peek-stack
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(interpreter/interpret-program
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program
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(assoc state/empty-state :input {:in1 (nth input 0)
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:in2 (nth input 1)
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:in3 (nth input 2)
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:in4 (nth input 3)})
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(:step-limit argmap))
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:float))
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inputs)
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errors (map (fn [correct-output output]
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(if (= output :no-stack-item)
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1000000.0
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(min 1000.0 (math/abs (- correct-output output)))))
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correct-outputs
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outputs)]
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(assoc individual
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:behaviors outputs
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:errors errors
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:total-error #?(:clj (apply +' errors)
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:cljs (apply + errors)))))
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(def arglist
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{:instructions instructions
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:error-function error-function
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:training-data (:train train-and-test-data)
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:testing-data (:test train-and-test-data)})
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