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@ -9,7 +9,8 @@
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[com.owoga.prhyme.util :as util]
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[com.owoga.prhyme.util :as util]
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[com.owoga.prhyme.data.dictionary :as dict]
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[com.owoga.prhyme.data.dictionary :as dict]
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[clojure.zip :as zip]
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[clojure.zip :as zip]
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[cljol.dig9 :as d]))
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[cljol.dig9 :as d]
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[com.owoga.prhyme.data.phonetics :as phonetics]))
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(tufte/add-basic-println-handler! {})
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(tufte/add-basic-println-handler! {})
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@ -324,6 +325,12 @@
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{ks (assoc v :value (get db id))}))
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{ks (assoc v :value (get db id))}))
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(defn clone-consonants [phones]
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(map
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#(if (phonetics/vowel (string/replace % #"\d" ""))
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%
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"?")
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phones))
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(defn word->phones [word]
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(defn word->phones [word]
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(or (dict/word->cmu-phones word)
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(or (dict/word->cmu-phones word)
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@ -336,70 +343,231 @@
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(reverse phones)))]
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(reverse phones)))]
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(trie/lookup rhyme-trie rhyme-suffix)))
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(trie/lookup rhyme-trie rhyme-suffix)))
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(defn vowel-rhymes [rhyme-trie phones]
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(let [rhyme-suffix (->> (reverse phones)
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(clone-consonants)
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(util/take-through #(= (last %) \1))
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(first))]
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(trie/lookup rhyme-trie rhyme-suffix)))
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(defn n+1grams [trie k]
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(defn n+1grams [trie k]
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(->> (trie/lookup trie k)
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(->> (trie/lookup trie k)
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(trie/children)
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(trie/children)
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(map #(get % []))))
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(map #(get % []))))
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(defn word->n+1grams [trie database word]
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(->> word
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database
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(#(trie/lookup trie [%]))
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trie/children
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(map #(get % []))
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(map (fn [[id fr]] [(database id) fr]))
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(sort-by (comp - #(nth % 1)))
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(remove #({"<s>" "</s>"} (nth % 0)))))
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(comment
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(comment
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;; Bigrams of rhyme
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(let [trie (@context :trie)
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(->> (perfect-rhymes rhyme-trie (or (dict/cmu-with-stress-map "pleasing")
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db (@context :database)]
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(util/get-phones-with-stress "pleasing")))
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(word->n+1grams trie db "technology"))
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)
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(defonce context (atom {}))
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(defn initialize []
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(swap!
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context
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assoc
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:database
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(with-open [rdr (clojure.java.io/reader "resources/backwards-database.bin")]
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(into {} (map read-string (line-seq rdr)))))
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(swap!
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context
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assoc
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:trie
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(tpt/load-tightly-packed-trie-from-file
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"resources/dark-corpus-backwards-tpt.bin"
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(decode-fn (@context :database))))
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(swap!
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context
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assoc
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:perfect-rhyme-trie
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(transduce
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(comp
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(map first)
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(filter string?)
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(map #(vector % (reverse (word->phones %))))
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(map reverse))
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(completing
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(fn [trie [k v]]
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(update trie k (fnil #(update % 1 inc) [v 0]))))
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(trie/make-trie)
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(@context :database)))
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(swap!
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context
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assoc
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:vowel-rhyme-trie
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(transduce
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(comp
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(map first)
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(filter string?)
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(map #(vector % (reverse (word->phones %))))
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(map reverse)
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(map (fn [[phones v]]
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[(map #(if (phonetics/vowel
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(string/replace % #"\d" ""))
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%
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"?")
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phones)
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v])))
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(completing
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(fn [trie [k v]]
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(update trie k (fnil #(update % 1 inc) [v 0]))))
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(trie/make-trie)
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(@context :database)))
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nil)
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(defn find-rhymes [trie word]
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(->> (perfect-rhymes trie (or (dict/cmu-with-stress-map word)
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(util/get-phones-with-stress word)))
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(map (comp first second))
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(map (comp first second))
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(remove nil?)
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(remove nil?)
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(map @trie-database)
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(map (@context :database))
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(map #(vector [%] (n+1grams
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(map #(get (@context :trie) [%]))
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tightly-packed-backwards-trie
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(sort-by #(nth % 1))
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[%])))
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(reverse)
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(map (fn [[w1 w2s]]
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(map
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(mapv #(into w1 [(nth % 0)]) w2s)))
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(fn [[word-id freq]]
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(reduce into [])
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[((@context :database) word-id)
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(map (fn [k]
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freq]))
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(let [children (->> (n+1grams tightly-packed-backwards-trie k)
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(remove #(= word (first %)))))
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(mapv first))]
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(mapv #(into k [%]) children))))
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(defn choose-next-word [{:keys [database trie] :as context} n-gram]
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(reduce into [])
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(let [n-gram-ids (->> n-gram (map first) (map database))
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(map #(map @trie-database %)))
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node (trie/lookup trie n-gram-ids)]
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(cond
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(= 0 (count n-gram-ids))
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(let [children (map #(get % []) (trie/children trie))
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choice (math/weighted-selection second children)]
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[(database (first choice)) (second choice)])
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node
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(let [children (->> node (trie/children) (map #(get % [])))]
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(if (seq children)
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(let [children-freqs (into (sorted-map) (frequencies (map second children)))
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n-minus-1-gram-odds (/ (second (first children-freqs))
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(+ (second (get node []))
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(second (first children-freqs))))
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take-n-minus-1-gram? (and (< 1 (count n-gram-ids))
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(< (rand) n-minus-1-gram-odds))]
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(if take-n-minus-1-gram?
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(choose-next-word context (butlast n-gram))
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(let [choice (math/weighted-selection second children)]
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[(database (first choice)) (second choice)])))
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(choose-next-word context (butlast n-gram))))
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:else
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(choose-next-word context (butlast n-gram)))))
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(defn generate-phrase [{:keys [database trie] :as context} phrase]
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(loop [phrase phrase]
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(if (< 10 (count phrase))
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phrase
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(recur (cons (choose-next-word context (take 3 phrase))
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phrase)))))
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(defn generate-rhyme [{:keys [perfect-rhyme-trie] :as context} phrase]
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(let [phrase1 (generate-phrase context phrase)
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rhyme (first (find-rhymes perfect-rhyme-trie (first (last phrase1))))
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phrase2 (generate-phrase context (list (last phrase1)))]
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[phrase1 phrase2]))
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)
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(comment
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(comment
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(initialize)
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(generate-phrase @context '(["bitter" 41]))
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(generate-rhyme @context '(["bitter" 41]))
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(choose-next-word @context (take 3 [["theology" 41]]))
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(choose-next-word @context [["and" 5] ["theology" 41]])
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(find-rhymes (@context :perfect-rhyme-trie) "theology")
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(trie/chil(trie/lookup (@context :trie) '(57 2477)))
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(take 5 (@context :trie))
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(->> (find-rhymes (@context :perfect-rhyme-trie) "technology")
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(map (fn [[word frq]]
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(let [n+1grams (word->n+1grams
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(@context :trie)
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(@context :database)
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word)]
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(map vector n+1grams (repeat [word frq])))))
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(reduce into []))
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(do
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(do
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(time
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#_(time
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(def backwards-trie
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(def backwards-trie
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(transduce (comp (xf-file-seq 0 250000)
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(transduce (comp (xf-file-seq 0 250000)
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(map slurp)
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(map slurp)
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(map (partial n-to-m-backwards-grams 1 4))
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(map (partial n-to-m-backwards-grams 1 4))
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(map (fn [ngrams] (map #(prep-ngram-for-trie %) ngrams)))
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(map (fn [ngrams] (map #(prep-ngram-for-trie %) ngrams)))
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stateful-transducer)
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stateful-transducer)
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conj
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conj
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(file-seq (io/file "dark-corpus")))))
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(file-seq (io/file "dark-corpus")))))
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(time
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(def tightly-packed-backwards-trie
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#_(time
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(tpt/tightly-packed-trie
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(def tightly-packed-backwards-trie
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backwards-trie
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(tpt/tightly-packed-trie
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encode-fn
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backwards-trie
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(decode-fn @trie-database))))
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encode-fn
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(tpt/save-tightly-packed-trie-to-file
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(decode-fn @trie-database))))
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"resources/dark-corpus-backwards-tpt.bin"
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tightly-packed-backwards-trie)
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#_(tpt/save-tightly-packed-trie-to-file
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(with-open [wtr (clojure.java.io/writer "resources/backwards-database.bin")]
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"resources/dark-corpus-backwards-tpt.bin"
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(let [lines (->> (seq @trie-database)
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tightly-packed-backwards-trie)
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(map pr-str)
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#_(with-open [wtr (clojure.java.io/writer "resources/backwards-database.bin")]
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(map #(str % "\n")))]
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(let [lines (->> (seq @trie-database)
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(doseq [line lines]
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(map pr-str)
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(.write wtr line))))
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(map #(str % "\n")))]
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(doseq [line lines]
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(.write wtr line))))
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(def loaded-backwards-trie
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(def loaded-backwards-trie
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(tpt/load-tightly-packed-trie-from-file
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(tpt/load-tightly-packed-trie-from-file
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"resources/dark-corpus-backwards-tpt.bin"
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"resources/dark-corpus-backwards-tpt.bin"
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(decode-fn @trie-database)))
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(decode-fn @trie-database)))
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(def loaded-database
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(atom (with-open [rdr (clojure.java.io/reader "resources/backwards-database.bin")]
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(def loaded-backwards-database
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(into {} (map read-string (line-seq rdr))))))
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(with-open [rdr (clojure.java.io/reader "resources/backwards-database.bin")]
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(->> (take 20 loaded-backwards-trie)
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(into {} (map read-string (line-seq rdr)))))
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(map first)
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(map (partial map @loaded-database)))
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(def rhyme-database (atom {}))
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(def rhyme-database (atom {}))
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(def rhyme-trie
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(def perfect-rhyme-trie
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(transduce
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(transduce
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(comp
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(comp
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(map first)
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(map first)
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@ -410,67 +578,35 @@
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(fn [trie [k v]]
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(fn [trie [k v]]
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(update trie k (fnil #(update % 1 inc) [v 0]))))
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(update trie k (fnil #(update % 1 inc) [v 0]))))
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(trie/make-trie)
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(trie/make-trie)
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@loaded-database))
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@loaded-backwards-database))
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(trie/lookup rhyme-trie '("IY0" "JH"))
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(def vowel-rhyme-trie
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(transduce
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(comp
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(map first)
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(filter string?)
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(map #(vector % (reverse (word->phones %))))
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(map reverse)
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(map (fn [[phones v]]
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[(map #(if (phonetics/vowel
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(string/replace % #"\d" ""))
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%
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"?")
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phones)
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v])))
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(completing
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(fn [trie [k v]]
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(update trie k (fnil #(update % 1 inc) [v 0]))))
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(trie/make-trie)
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@loaded-backwards-database))
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)
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)
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(tpt/save-tightly-packed-trie-to-file "dark-corpus-tpt.bin" tightly-packed-trie)
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#_(with-open [wtr (clojure.java.io/writer "database.bin")]
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(let [lines (->> (seq @trie-database)
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(def loaded-tightly-packed-trie (tpt/load-tightly-packed-trie-from-file
|
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|
(map pr-str)
|
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"dark-corpus-tpt.bin"
|
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(map #(str % "\n")))]
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(decode-fn @trie-database)))
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(doseq [line lines]
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(.write wtr line))))
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[(first tightly-packed-trie)
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(first loaded-tightly-packed-trie)]
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(take-last 10 (.array (.byte-buffer loaded-tightly-packed-trie)))
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;; => (-127 -124 -42 -23 28 -127 -124 -41 -90 9)
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;; => (0 0 0 0 0 37 0 6 -124 -56 -128 -121 1 -17 -128 -118 -117 -128 -115 2)
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(take-last 10 (.array (.byte-buffer tightly-packed-trie)))
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;; => (-127 -124 -42 -23 28 -127 -124 -41 -90 9)
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;; => (0 0 0 0 0 37 0 6 -124 -56 -128 -121 1 -17 -128 -118 -117 -128 -115 2)
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(.byte-buffer loaded-tightly-packed-trie)
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;; => #object[java.nio.HeapByteBuffer 0x21b8291a "java.nio.HeapByteBuffer[pos=8 lim=2548630 cap=2548630]"]
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(.byte-buffer tightly-packed-trie)
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;; => #object[java.nio.HeapByteBuffer 0x7dc15357 "java.nio.HeapByteBuffer[pos=8 lim=2548630 cap=2548630]"]
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[(.key loaded-tightly-packed-trie)
|
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(.address loaded-tightly-packed-trie)
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(.limit loaded-tightly-packed-trie)]
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;; => [0 2424838 2548630]
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[(.key tightly-packed-trie)
|
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|
|
(.address tightly-packed-trie)
|
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(.limit tightly-packed-trie)]
|
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;; => [0 2424838 2548630]
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(->> (trie/lookup tightly-packed-trie [1])
|
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|
(trie/children)
|
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|
|
(map #(get % []))
|
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|
(remove nil?)
|
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|
|
(math/weighted-selection #(nth % 1))
|
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|
first
|
|
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|
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|
|
|
(@trie-database))
|
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|
|
|
(with-open [wtr (clojure.java.io/writer "database.bin")]
|
|
|
|
|
|
|
|
(let [lines (->> (seq @trie-database)
|
|
|
|
|
|
|
|
(map pr-str)
|
|
|
|
|
|
|
|
(map #(str % "\n")))]
|
|
|
|
|
|
|
|
(doseq [line lines]
|
|
|
|
|
|
|
|
(.write wtr line))))
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
(def trie-database
|
|
|
|
|
|
|
|
(atom (with-open [rdr (clojure.java.io/reader "database.bin")]
|
|
|
|
|
|
|
|
(into {} (map read-string (line-seq rdr))))))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
(->> loaded-tightly-packed-trie
|
|
|
|
|
|
|
|
(take 20)
|
|
|
|
|
|
|
|
(map first)
|
|
|
|
|
|
|
|
(map (partial map @trie-database)))
|
|
|
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|
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|
|
(profile
|
|
|
|
(profile
|
|
|
|
{}
|
|
|
|
{}
|
|
|
@ -522,3 +658,74 @@
|
|
|
|
;; => {("<s>" "<s>" "the") {:value ("<s>" "<s>" "the"), :count 462}}
|
|
|
|
;; => {("<s>" "<s>" "the") {:value ("<s>" "<s>" "the"), :count 462}}
|
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|
|
(comment
|
|
|
|
|
|
|
|
(->> (perfect-rhymes perfect-rhyme-trie
|
|
|
|
|
|
|
|
(or (dict/cmu-with-stress-map "technology")
|
|
|
|
|
|
|
|
(util/get-phones-with-stress "technology")))
|
|
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|
|
(map (comp first second))
|
|
|
|
|
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|
|
(remove nil?)
|
|
|
|
|
|
|
|
#_#_#_#_(map @loaded-backwards-database)
|
|
|
|
|
|
|
|
(map #(vector [%] (n+1grams
|
|
|
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|
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|
|
loaded-backwards-trie
|
|
|
|
|
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|
[%])))
|
|
|
|
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|
|
(map (fn [[w1 w2s]]
|
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|
|
|
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|
|
(mapv #(into w1 [(nth % 0)]) w2s)))
|
|
|
|
|
|
|
|
(take 10))
|
|
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|
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|
|
|
|
|
|
(->> (perfect-rhymes perfect-rhyme-trie
|
|
|
|
|
|
|
|
(or (dict/cmu-with-stress-map "technology")
|
|
|
|
|
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|
|
(util/get-phones-with-stress "technology")))
|
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|
|
(map (comp first second))
|
|
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|
|
(remove nil?)
|
|
|
|
|
|
|
|
(map @loaded-backwards-database)
|
|
|
|
|
|
|
|
(map #(vector [%] (n+1grams
|
|
|
|
|
|
|
|
loaded-backwards-trie
|
|
|
|
|
|
|
|
[%])))
|
|
|
|
|
|
|
|
(map (fn [[w1 w2s]]
|
|
|
|
|
|
|
|
(mapv #(into w1 [(nth % 0)]) w2s)))
|
|
|
|
|
|
|
|
(reduce into [])
|
|
|
|
|
|
|
|
(map (fn [k]
|
|
|
|
|
|
|
|
(let [children (->> (n+1grams loaded-backwards-trie k)
|
|
|
|
|
|
|
|
(mapv first))]
|
|
|
|
|
|
|
|
(mapv #(into k [%]) children))))
|
|
|
|
|
|
|
|
(reduce into [])
|
|
|
|
|
|
|
|
#_#_#_#_(map #(map @loaded-backwards-database %))
|
|
|
|
|
|
|
|
(filter (partial every? dict/english?))
|
|
|
|
|
|
|
|
(take 100)
|
|
|
|
|
|
|
|
(map reverse))
|
|
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|
|
(util/get-phones-with-stress "you") ;; => ("B" "AA1" "DH" "ER" "M")
|
|
|
|
|
|
|
|
(def phones (or (dict/cmu-with-stress-map "sandman")
|
|
|
|
|
|
|
|
(util/get-phones-with-stress "sandman")))
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
(take 20 vowel-rhyme-trie)
|
|
|
|
|
|
|
|
(->> (vowel-rhymes vowel-rhyme-trie phones)
|
|
|
|
|
|
|
|
(map (comp first second))
|
|
|
|
|
|
|
|
(remove nil?)
|
|
|
|
|
|
|
|
(take 20))
|
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|
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|
|
|
|
|
|
;; Bigrams of rhyme
|
|
|
|
|
|
|
|
(->> (perfect-rhymes perfect-rhyme-trie
|
|
|
|
|
|
|
|
(or (dict/cmu-with-stress-map "technology")
|
|
|
|
|
|
|
|
(util/get-phones-with-stress "technology")))
|
|
|
|
|
|
|
|
(map (comp first second))
|
|
|
|
|
|
|
|
(remove nil?)
|
|
|
|
|
|
|
|
(map @loaded-backwards-database)
|
|
|
|
|
|
|
|
(map #(vector [%] (n+1grams
|
|
|
|
|
|
|
|
loaded-backwards-trie
|
|
|
|
|
|
|
|
[%])))
|
|
|
|
|
|
|
|
(map (fn [[w1 w2s]]
|
|
|
|
|
|
|
|
(mapv #(into w1 [(nth % 0)]) w2s)))
|
|
|
|
|
|
|
|
(reduce into [])
|
|
|
|
|
|
|
|
(map (fn [k]
|
|
|
|
|
|
|
|
(let [children (->> (n+1grams loaded-backwards-trie k)
|
|
|
|
|
|
|
|
(mapv first))]
|
|
|
|
|
|
|
|
(mapv #(into k [%]) children))))
|
|
|
|
|
|
|
|
(reduce into [])
|
|
|
|
|
|
|
|
(map #(map @loaded-backwards-database %))
|
|
|
|
|
|
|
|
(filter (partial every? dict/english?))
|
|
|
|
|
|
|
|
(take 100)
|
|
|
|
|
|
|
|
(map reverse))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
)
|
|
|
|