changed path to map
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@ -1 +1 @@
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/Volumes/Samsung_T5/EvolutionaryComputing/PSB2
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/Volumes/Samsung_T5/EvolutionaryComputing/PSB2/
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results.txt
1523
results.txt
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@ -21,29 +21,38 @@
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(System/exit 1))
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;; Creates problems
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;; * default params changed to PSB2 defaults *
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(require (symbol (str "propeller.problems." (first args))))
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(when (string/includes? (first args) "PSB2")
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(spit "PSB2_path.txt" (second args))
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(println (str "Set path to PSB2 as " (second args))))
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;(when (string/includes? (first args) "PSB2")
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; (spit "PSB2_path.txt" (second args))
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; (println (str "Set path to PSB2 as " (second args))))
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(gp/gp
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(update-in
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(merge
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{:instructions (eval-problem-var (first args) "instructions")
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:error-function (eval-problem-var (first args) "error-function")
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:max-generations 500
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:population-size 500
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:max-initial-plushy-size 100
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:step-limit 200
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:max-generations 300
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:population-size 1000
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:max-initial-plushy-size 250
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:step-limit 2000
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:parent-selection :lexicase
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:tournament-size 5
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:umad-rate 0.1
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:variation {:umad 0.5 :crossover 0.5}
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:elitism false}
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:variation {:umad 1.0 :crossover 0.0}
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:elitism false
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:PSB2-path "/Volumes/Samsung_T5/EvolutionaryComputing/PSB2/"}
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(apply hash-map
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(if (string/includes? (first args) "PSB2")
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(map #(if (string? %) (read-string %) %)
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(rest (remove #(= % (second args)) args)))
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(map #(if (string? %) (read-string %) %)
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(rest args)))))
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(rest args))))
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;(apply hash-map
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; (if (string/includes? (first args) "PSB2")
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; ;; Removes PSB2 path as an arg so that it isn't included in parameter changes
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; (map #(if (string? %) (read-string %) %)
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; (rest (remove #(= % (second args)) args)))
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; ;; Regular parameter changes
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; (map #(if (string? %) (read-string %) %)
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; (rest args)))))
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[:error-function]
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identity)))
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;;keyword path as a separate argument lol
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@ -16,7 +16,7 @@
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"Reports information each generation."
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[pop generation argmap]
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(let [best (first pop)]
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(clojure.pprint/pprint {:generation generation
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(println {:generation generation
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:best-plushy (:plushy best)
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:best-program (genome/plushy->push (:plushy best) argmap)
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:best-total-error (:total-error best)
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@ -28,6 +28,20 @@
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:average-total-error (float (/ (reduce + (map :total-error pop)) (count pop)))})
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(println)))
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;(let [best (first pop)]
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; (clojure.pprint/pprint {:generation generation
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; :best-plushy (:plushy best)
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; :best-program (genome/plushy->push (:plushy best) argmap)
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; :best-total-error (:total-error best)
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; :best-errors (:errors best)
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; :best-behaviors (:behaviors best)
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; :genotypic-diversity (float (/ (count (distinct (map :plushy pop))) (count pop)))
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; :behavioral-diversity (float (/ (count (distinct (map :behaviors pop))) (count pop)))
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; :average-genome-length (float (/ (reduce + (map count (map :plushy pop))) (count pop)))
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; :average-total-error (float (/ (reduce + (map :total-error pop)) (count pop)))})
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; (println)))
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(defn gp
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"Main GP loop."
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[{:keys [population-size max-generations error-function instructions
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@ -37,6 +51,7 @@
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(println {:starting-args argmap})
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(println)
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;;
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(print "got here 1")
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(loop [generation 0
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population (repeatedly
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population-size
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@ -8,13 +8,12 @@
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[clojure.pprint :as pprint]
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[propeller.tools.math :as math]))
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;; Get path from text file
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(def PSB2-path (slurp "PSB2_path.txt"))
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; Random integer between -100 and 100 (from smallest)
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(defn random-int [] (- (rand-int 201) 100))
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(def train-and-test-data (psb2/fetch-examples PSB2-path "fuel-cost" 200 2000))
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(defn train-and-test-data
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[PSB2-path]
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(psb2/fetch-examples PSB2-path "fuel-cost" 200 2000))
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(def instructions
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(utils/not-lazy
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@ -35,7 +34,7 @@
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(error-function argmap individual :train))
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([argmap individual subset]
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(let [program (genome/plushy->push (:plushy individual) argmap)
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data (get train-and-test-data subset)
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data (get (train-and-test-data (get argmap :PSB2-path)) subset)
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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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@ -11,6 +11,16 @@
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;; Get path from text file
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(def PSB2-path (slurp "PSB2_path.txt"))
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(defn map-vals-input
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"Returns all the input values of a map (specific helper method for substitution-cipher)"
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[i]
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(vals (select-keys i [:input1 :input2 :input3])))
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(defn map-vals-output
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"Returns the output values of a map (specific helper method for substitution-cipher)"
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[i]
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(vals (select-keys i [:output1])))
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(def train-and-test-data (psb2/fetch-examples PSB2-path "substitution-cipher" 200 2000))
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(def instructions
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@ -19,29 +29,28 @@
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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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(list :in1 :in2 :in3)
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;;; close
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(list 'close)
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;;; ERCs (constants)
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(list 0 ""))))
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; Error function takes from integer stack, calculates error based on absolute value of
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; difference between output and correct output.
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(defn error-function
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([argmap individual]
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(error-function argmap individual :train))
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([argmap individual subset]
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(let [program (genome/plushy->push (:plushy individual) argmap)
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data (get train-and-test-data subset)
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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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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 (get input 0)
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:in2 (get input 1)
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:in3 (get input 2)})
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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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(:step-limit argmap))
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:string))
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inputs)
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[seq1 seq2]
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(apply + (map #(if (= %1 %2) 0 1) seq1 seq2)))
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;; helper method for levenshtein-distance
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(defn compute-next-row
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"computes the next row using the prev-row current-element and the other seq"
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[prev-row current-element other-seq pred]
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(reduce
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(fn [row [diagonal above other-element]]
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(let [update-val (if (pred other-element current-element)
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;; if the elements are deemed equivalent according to the predicate
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;; pred, then no change has taken place to the string, so we are
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;; going to set it the same value as diagonal (which is the previous edit-distance)
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diagonal
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;; in the case where the elements are not considered equivalent, then we are going
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;; to figure out if its a substitution (then there is a change of 1 from the previous
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;; edit distance) thus the value is diagonal + 1 or if its a deletion, then the value
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;; is present in the columns, but not in the rows, the edit distance is the edit-distance
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;; of last of row + 1 (since we will be using vectors, peek is more efficient)
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;; or it could be a case of insertion, then the value is above+1, and we chose
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;; the minimum of the three
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(inc (min diagonal above (peek row))))]
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(conj row update-val)))
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;; we need to initialize the reduce function with the value of a row, since we are
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;; constructing this row from the previous one, the row is a vector of 1 element which
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;; consists of 1 + the first element in the previous row (edit distance between the prefix so far
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;; and an empty string)
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[(inc (first prev-row))]
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;; for the reduction to go over, we need to provide it with three values, the diagonal
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;; which is the same as prev-row because it starts from 0, the above, which is the next element
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;; from the list and finally the element from the other sequence itself.
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(map vector prev-row (next prev-row) other-seq)))
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(defn levenshtein-distance
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"Levenshtein Distance - http://en.wikipedia.org/wiki/Levenshtein_distance
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In Information Theory and Computer Science, the Levenshtein distance is a
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@ -31,8 +62,8 @@
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little mutability as possible. Still maintains the O(nm) guarantee."
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[a b & {p :predicate :or {p =}}]
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(cond
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(empty? a) (count b)
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(empty? b) (count a)
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(empty? (str a)) (count (str b)) ;; sometimes stack pushes numbers, force
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(empty? (str b)) (count (str a)) ;; a and b to be strings
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:else (peek
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(reduce
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;; we use a simple reduction to convert the previous row into the
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;; element, the previous-row computed so far, and the predicate
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;; to compare for equality
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(fn [prev-row current-element]
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(compute-next-row prev-row current-element b p))
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(compute-next-row prev-row current-element (str b) p))
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;; we need to initialize the prev-row with the edit distance
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;; between the various prefixes of b and the empty string
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(range (inc (count b)))
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a))))
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(range (inc (count (str b))))
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(str a)))))
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(defn sequence-similarity
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"Returns a number between 0 and 1, indicating how similar the sequences are
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