├── .gitignore ├── doc └── intro.md ├── test └── hyperdimensional_playground │ └── core_test.clj ├── project.clj ├── README.md ├── src └── hyperdimensional_playground │ ├── core.clj │ ├── fairytale_nouns.clj │ ├── example.clj │ └── context_vectors.clj ├── LICENSE └── resources ├── wonder_wings.txt └── fairy-tales-nouns-grimm.edn /.gitignore: -------------------------------------------------------------------------------- 1 | /target 2 | /classes 3 | /checkouts 4 | pom.xml 5 | pom.xml.asc 6 | *.jar 7 | *.class 8 | /.lein-* 9 | /.nrepl-port 10 | -------------------------------------------------------------------------------- /doc/intro.md: -------------------------------------------------------------------------------- 1 | # Introduction to hyperdimensional-playground 2 | 3 | TODO: write [great documentation](http://jacobian.org/writing/what-to-write/) 4 | -------------------------------------------------------------------------------- /test/hyperdimensional_playground/core_test.clj: -------------------------------------------------------------------------------- 1 | (ns hyperdimensional-playground.core-test 2 | (:require [clojure.test :refer :all] 3 | [hyperdimensional-playground.core :refer :all])) 4 | 5 | (deftest a-test 6 | (testing "FIXME, I fail." 7 | (is (= 0 1)))) 8 | -------------------------------------------------------------------------------- /project.clj: -------------------------------------------------------------------------------- 1 | (defproject hyperdimensional-playground "0.1.0-SNAPSHOT" 2 | :description "FIXME: write description" 3 | :url "http://example.com/FIXME" 4 | :license {:name "Eclipse Public License" 5 | :url "http://www.eclipse.org/legal/epl-v10.html"} 6 | :dependencies [[org.clojure/clojure "1.8.0"] 7 | [net.mikera/vectorz-clj "0.43.0"] 8 | [edu.stanford.nlp/stanford-corenlp "3.5.2"] 9 | [edu.stanford.nlp/stanford-corenlp "3.5.2" :classifier "models"]]) 10 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # hyperdimensional-playground 2 | 3 | An exploration of Hyperdimensional vectors, word vectors, and reasoning based off of [Kanerva's paper](http://redwood.berkeley.edu/pkanerva/papers/kanerva09-hyperdimensional.pdf). 4 | 5 | * example.clj - is a walkthrough of some of the main concepts. It follows my blog post [Why Hyperdimensional Socks Never Match](http://gigasquidsoftware.com/blog/2016/02/06/why-hyperdimensional-socks-never-match/) 6 | * context_vectors.clj - is an exploration of word vectors using a corpus of fairy tale stories from [Project Gutenberg](http://www.gutenberg.org/). It includes example usage of word vector addition and reasoning. A blog post explaining the code is [http://gigasquidsoftware.com/blog/2016/02/10/fairy-tale-word-vectors/#/index](http://gigasquidsoftware.com/blog/2016/02/10/fairy-tale-word-vectors/#/index) 7 | 8 | ## License 9 | 10 | Copyright © 2016 Carin Meier 11 | 12 | Distributed under the Eclipse Public License either version 1.0 or (at 13 | your option) any later version. 14 | -------------------------------------------------------------------------------- /src/hyperdimensional_playground/core.clj: -------------------------------------------------------------------------------- 1 | (ns hyperdimensional-playground.core 2 | (:require [clojure.core.matrix :as m] 3 | [clojure.core.matrix.linear :as ml])) 4 | 5 | (m/set-current-implementation :vectorz) 6 | 7 | ;;; Size of the hypervectors 8 | (def sz 10000) 9 | 10 | (defn rand-hv 11 | "Generate a random hypervector" 12 | [] 13 | (let [hv (m/new-sparse-array [sz]) 14 | n (* 0.1 sz)] 15 | (dotimes [i n] 16 | (m/mset! hv (rand-int sz) 1)) 17 | hv)) 18 | 19 | (defn cosine-sim 20 | "Cosine similarity between two hypervectors" 21 | [v1 v2] 22 | (let [norm1 (ml/norm v1) 23 | norm2 (ml/norm v2)] 24 | (when (and (pos? norm1) (pos? norm2)) 25 | (/ (m/dot v1 v2) (* norm1 norm2))))) 26 | 27 | (defn mean-add 28 | "Add two binary hypervectors together with mean rounding" 29 | [& hvs] 30 | (m/emap #(Math/round (double %)) 31 | (m/div (apply m/add hvs) (count hvs)))) 32 | 33 | (defn inverse 34 | "Inverse of a hypervector for subtracting" 35 | [hv] 36 | (m/emap #(- 1 %) hv)) 37 | 38 | (defn xor-mul 39 | "XOR multiplication for binary hypervectors" 40 | [v1 v2] 41 | (->> (m/add v1 v2) 42 | (m/emap #(mod % 2)))) 43 | 44 | (defn hamming-dist 45 | "Hamming distance or number of bits different in 2 vectors" 46 | [v1 v2] 47 | (m/esum (xor-mul v1 v2))) 48 | 49 | (defn gen-hv-seq 50 | "Generate a sequence of hypervectors using rotation" 51 | [hvecs] 52 | (let [f (first hvecs) 53 | r (rest hvecs)] 54 | (if (seq r) 55 | (mean-add (m/rotate (gen-hv-seq r) 0 1) f) 56 | f))) 57 | -------------------------------------------------------------------------------- /src/hyperdimensional_playground/fairytale_nouns.clj: -------------------------------------------------------------------------------- 1 | (ns hyperdimensional-playground.fairytale-nouns 2 | (:require [clojure.string :as string]) 3 | (:import (java.util Properties) 4 | (edu.stanford.nlp.pipeline StanfordCoreNLP Annotation) 5 | (edu.stanford.nlp.ling CoreAnnotations$SentencesAnnotation CoreAnnotations$TokensAnnotation 6 | CoreAnnotations$TextAnnotation CoreAnnotations$PartOfSpeechAnnotation 7 | CoreAnnotations$NamedEntityTagAnnotation))) 8 | 9 | ;;; get all the nouns in our corpus 10 | (def props (Properties.)) 11 | (.setProperty props "annotators", "tokenize, ssplit, pos") 12 | 13 | (def pipeline (StanfordCoreNLP. props)) 14 | 15 | (defn ->text-data [tokens sent-num] 16 | (mapv (fn [t] {:sent-num sent-num 17 | :token (.get t CoreAnnotations$TextAnnotation) 18 | :pos (.get t CoreAnnotations$PartOfSpeechAnnotation)}) tokens)) 19 | 20 | (defn process-text [text] 21 | (let [annotation (Annotation. text) 22 | _ (.annotate pipeline annotation) 23 | sentences (.get annotation CoreAnnotations$SentencesAnnotation) 24 | sentence-tokens (mapv (fn [s] (.get s CoreAnnotations$TokensAnnotation)) sentences) 25 | text-data (flatten (map-indexed (fn [i t] (->text-data t i)) sentence-tokens))] 26 | text-data)) 27 | 28 | (defn filter-nouns [doc] 29 | (let [nouns (filter #(contains? (hash-set "NN" "NNS" "NNP" "NNPS") (:pos %)) 30 | (process-text doc))] 31 | (remove #{"and" "the" "is" "a" "i" "he" "she" "it"} 32 | (set (map #(clojure.string/lower-case (:token %)) nouns))))) 33 | 34 | (defn gather-nouns-from-book [book-str] 35 | (let [book-text (slurp book-str) 36 | docs (string/split book-text #"\s|\.|\,|\;|\!|\?")] 37 | (doall (reduce (fn [nouns doc] 38 | (clojure.set/union nouns (filter-nouns doc))) 39 | #{} 40 | docs)))) 41 | (comment 42 | (def grimm-nouns (gather-nouns-from-book "resources/grimm_fairy_tales.txt")) 43 | (def anderson-nouns (gather-nouns-from-book "resources/anderson_fairy_tales.txt")) 44 | (def english-fairy-tale-nouns (gather-nouns-from-book "resources/english_fairy_tales.txt")) 45 | (def every-child-nouns (gather-nouns-from-book "resources/fairy_tales_every_child_should_know.txt")) 46 | (def firelight-nouns (gather-nouns-from-book "resources/firelight_fairy_book.txt")) 47 | (def favorite-nouns (gather-nouns-from-book "resources/favorite_fairy_tales.txt")) 48 | (def wonder-wings-nouns (gather-nouns-from-book "resources/wonder_wings.txt")) 49 | (def old-fashioned-nouns (gather-nouns-from-book "resources/old_fashioned.txt")) 50 | (def fairy-godmother-nouns (gather-nouns-from-book "resources/fairy_godmothers.txt")) 51 | (def golden-spears-nouns (gather-nouns-from-book "resources/golden_spears.txt")) 52 | (def red-cap-nouns (gather-nouns-from-book "resources/red_cap_tales.txt")) 53 | 54 | 55 | (def fairy-tales-nouns (clojure.set/union grimm-nouns anderson-nouns english-fairy-tale-nouns 56 | every-child-nouns firelight-nouns favorite-nouns 57 | wonder-wings-nouns old-fashioned-nouns fairy-godmother-nouns 58 | golden-spears-nouns red-cap-nouns)) 59 | 60 | (take 100 grimm-nouns) 61 | (count grimm-nouns) 62 | (count fairy-tales-nouns) ;=> 136606 63 | (spit "resources/fairy-tales-nouns.edn" fairy-tales-nouns) 64 | (spit "resources/fairy-tales-nouns-grimm.edn" grimm-nouns) 65 | (take 100 fairy-tales-nouns) 66 | 67 | (def x (clojure.edn/read-string (slurp "resources/fairy-tales-nouns.edn"))) 68 | 69 | ) 70 | (def grimm-nouns (clojure.edn/read-string (slurp "resources/fairy-tales-nouns-grimm.edn"))) 71 | (def fairy-tales-nouns (set grimm-nouns)) 72 | 73 | 74 | ;;;; construct a matrix of 10322 x 10,000 and use random columns of 20 75 | ;;;; to put frequenies 76 | 77 | (def book-list ["resources/grimm_fairy_tales.txt" 78 | "resources/anderson_fairy_tales.txt" 79 | "resources/english_fairy_tales.txt" 80 | "resources/fairy_tales_every_child_should_know.txt" 81 | "resources/firelight_fairy_book.txt" 82 | "resources/favorite_fairy_tales.txt" 83 | "resources/wonder_wings.txt" 84 | "resources/old_fashioned.txt" 85 | "resources/fairy_godmothers.txt" 86 | "resources/golden_spears.txt" 87 | "resources/red_cap_tales.txt"]) 88 | -------------------------------------------------------------------------------- /src/hyperdimensional_playground/example.clj: -------------------------------------------------------------------------------- 1 | (ns hyperdimensional-playground.example 2 | (:require [clojure.core.matrix :as m] 3 | [clojure.core.matrix.linear :as ml])) 4 | (m/set-current-implementation :vectorz) 5 | 6 | ;;;;;;;;;; 7 | 8 | (def sz 10000) 9 | 10 | ;; an entity is given a random hypervector 11 | 12 | ;; assume that 100,000 is big enough to be sparse with less than 10% of 13 | ;; it having 1s 14 | (defn rand-hv [] 15 | (let [hv (m/new-sparse-array [sz]) 16 | n (* 0.1 sz)] 17 | (dotimes [i n] 18 | (m/mset! hv (rand-int sz) 1)) 19 | hv)) 20 | 21 | (def a (rand-hv)) 22 | (def b (rand-hv)) 23 | (def c (rand-hv)) 24 | (def d (rand-hv)) 25 | 26 | a ;=> #vectorz/vector Large vector with shape: [100000] 27 | 28 | (m/dot c c) 29 | 30 | 31 | (defn cosine-sim [v1 v2] 32 | (/ (m/dot v1 v2) 33 | (* (ml/norm v1) (ml/norm v2)))) 34 | 35 | ;; because of hyperdimensionality any random vectors will be unrelated 36 | 37 | (cosine-sim d d ) ;=> 1.0 38 | 39 | 40 | (cosine-sim a a) ;=> 1.0 41 | (cosine-sim d d) ;=> 1.0 42 | (cosine-sim a b) ;=> 0.0859992468320239 43 | (cosine-sim b c) ;=> 0.09329186588790261 44 | (cosine-sim a c) ;=> 0.08782018973001954 45 | 46 | 47 | ;;; representing sets with sums 48 | 49 | ;; you can add the vectors the sum-vector 50 | 51 | (defn mean-add [& hvs] 52 | (m/emap #(Math/round (double %)) 53 | (m/div (apply m/add hvs) (count hvs)))) 54 | 55 | 56 | (defn inverse [hv] 57 | (m/emap #(- 1 %) hv)) 58 | 59 | ;; x = a + b 60 | (def x (mean-add a b)) 61 | (cosine-sim x a) ;=> 0.7234918835988526 62 | (cosine-sim x b) ;=> 0.7229599321393805 63 | 64 | ;; still not like c at all 65 | (cosine-sim x d) 66 | 67 | ;; y = x - b = similar to a 68 | (def y (mean-add x (inverse b))) 69 | (cosine-sim y a) 70 | (cosine-sim y b) 71 | 72 | (defn xor-mul [v1 v2] 73 | (->> (m/add v1 v2) 74 | (m/emap #(mod % 2)))) 75 | 76 | (defn hamming-dist [v1 v2] 77 | (m/esum (xor-mul v1 v2))) 78 | 79 | (hamming-dist [1 0 1] [1 0 1]) ;=> 0 80 | (hamming-dist [1 0 1 1 1 0 1] [1 0 0 1 0 0 1]) ;=> 2 81 | (hamming-dist a a) ;=> 0 82 | 83 | ;; multiplication randomizes but preserves the distance 84 | (def x (rand-hv)) 85 | (def y (rand-hv)) 86 | (def xa (xor-mul x a)) 87 | (def ya (xor-mul y a)) 88 | (hamming-dist xa ya) ;=> 1740.0 89 | (hamming-dist x y) ;=> 1740.0 90 | 91 | (def z (rand-hv)) 92 | 93 | ;; multiplication distributes over addition 94 | (hamming-dist (xor-mul a (m/add x y z)) 95 | (m/add (xor-mul x a) 96 | (xor-mul x y) 97 | (xor-mul x z))) ;=> 0 98 | 99 | 100 | ;; permutations randomize 101 | ;; representing sequences by permutating sums 102 | (def d (rand-hv)) 103 | (def e (rand-hv)) 104 | 105 | (def s1 (xor-mul (m/rotate d 0 1) e)) 106 | 107 | ;; we can probe memory for d in sequence, not by d but by rotated d. 108 | ;; you can then get e by subtracting rotated d and and probing mem for 109 | ;; result 110 | 111 | 112 | (cosine-sim s1 (m/rotate d 0 1)) ;=> 0.6697388721247042 113 | (def r (mean-add (inverse (m/rotate d 0 1)))) 114 | (cosine-sim s1 e) ;=-> 0.667150039013408 115 | 116 | 117 | (defn gen-hv-seq [hvecs] 118 | (let [f (first hvecs) 119 | r (rest hvecs)] 120 | (if (seq r) 121 | (mean-add (m/rotate (gen-hv-seq r) 0 1) f) 122 | f))) 123 | 124 | 125 | ;; data records with bound pairs 126 | (def x (rand-hv)) ;; name 127 | (def y (rand-hv)) ;; cute-animal 128 | (def z (rand-hv)) ;; favorite-sock 129 | (def a (rand-hv)) ;; Gigasquid 130 | (def b (rand-hv)) ;; duck 131 | (def c (rand-hv)) ;; red-plaid 132 | 133 | ;H = X * A + Y * B + Z * C 134 | (def h (mean-add (xor-mul x a) (xor-mul y b) (xor-mul z c))) 135 | 136 | ;; to find the value bound to x (first name) we multiply by the 137 | ;; inverse of x and and then match up with the known value (x is its 138 | ;; own xor inverse 139 | (hamming-dist (xor-mul x (xor-mul x a)) a) ;=> 0 140 | (hamming-dist a (xor-mul x h)) ;=> 1462.0 141 | (hamming-dist b (xor-mul x h)) ;=> 1721.0 142 | (hamming-dist c (xor-mul x h)) ;=> 1736.0 143 | (cosine-sim a (xor-mul x h)) ;=> 0.3195059768353112 144 | (cosine-sim b (xor-mul x h)) ;=> 0.1989075567830733 145 | (cosine-sim c (xor-mul x h)) ;=> 0.18705233578983288 146 | 147 | (hamming-dist (xor-mul x (xor-mul x a)) a) ;=> 0 148 | (hamming-dist a (xor-mul y h)) ;=> 1462.0 149 | (hamming-dist b (xor-mul y h)) ;=> 1721.0 150 | (hamming-dist c (xor-mul y h)) ;=> 1736.0 151 | (cosine-sim a (xor-mul y h)) ;=> 0.3195059768353112 152 | (cosine-sim b (xor-mul y h)) ;=> 0.1989075567830733 153 | (cosine-sim c (xor-mul y h)) ;=> 0.18705233578983288 154 | -------------------------------------------------------------------------------- /src/hyperdimensional_playground/context_vectors.clj: -------------------------------------------------------------------------------- 1 | (ns hyperdimensional-playground.context-vectors 2 | (:require [clojure.core.matrix :as m] 3 | [clojure.core.matrix.linear :as ml] 4 | [clojure.string :as string] 5 | [hyperdimensional-playground.core :refer [rand-hv cosine-sim mean-add inverse xor-mul]] 6 | [hyperdimensional-playground.fairytale-nouns :refer [fairy-tales-nouns book-list]])) 7 | 8 | (m/set-current-implementation :vectorz) 9 | ;; size of the hypervectors and freq matrix columns 10 | (def sz 10000) 11 | ;; The nouns come from a sampling of Grimm's fairy tale nouns these will 12 | ;; make up the rows in the frequency matrix 13 | (def noun-idx (zipmap fairy-tales-nouns (range))) 14 | (def freq-matrix (m/new-sparse-array [(count fairy-tales-nouns) sz])) 15 | 16 | (defn update-doc! 17 | "Given a document - upate the frequency matrix using random indexing" 18 | [doc] 19 | (let [known-nouns (clojure.set/intersection fairy-tales-nouns (set doc))] 20 | ; use positive random indexing 21 | (doall (repeatedly 10 #(doseq [noun known-nouns] 22 | (m/mset! freq-matrix (get noun-idx noun) (rand-int sz) 1)))))) 23 | 24 | (defn process-book 25 | "Load a book and break it into sentence like documents and update the frequency matrix" 26 | [book-str] 27 | (let [book-text (slurp book-str) 28 | docs (partition 25 (map string/lower-case 29 | (string/split book-text #"\s|\.|\,|\;|\!|\?"))) 30 | doc-count (count docs)] 31 | (println "processing:" book-str "(with" doc-count "docs)") 32 | (doall (map-indexed (fn [idx doc] 33 | (when (zero? (mod idx 1000)) (println "doc:" idx)) 34 | (update-doc! doc)) 35 | docs)) 36 | (println "DONE with " book-str))) 37 | 38 | (defn wv [word] 39 | "Get a hypervector for the word from the frequency matrix" 40 | (let [i (get noun-idx word)] 41 | (assert (not (nil? i)) (str word " not found")) 42 | (m/slice freq-matrix i))) 43 | 44 | (defn compare-wvs 45 | "Compare two words and give the cosine distance info map" 46 | [word1 word2] 47 | (let [wv1 (wv word1) 48 | wv2 (wv word2)] 49 | (when (not= word1 word2) 50 | {:word1 word1 51 | :word2 word2 52 | :cosine (cosine-sim wv1 wv2)}))) 53 | 54 | (defn sim-report 55 | "Give a report for the first 100 words in the known nouns" 56 | [] 57 | (for [word1 (take 100 fairy-tales-nouns) 58 | word2 (take 100 fairy-tales-nouns)] 59 | (when (not= word1 word2) 60 | {:word1 word1 61 | :word2 word2 62 | :cosine (cosine-sim (m/slice freq-matrix (get noun-idx word1)) 63 | (m/slice freq-matrix (get noun-idx word2)))}))) 64 | 65 | (defn sim-for-word 66 | "Give cosine sim reports for a word for a given sim threshold" 67 | [word threshold] 68 | (let [results (mapv #(compare-wvs word %) 69 | fairy-tales-nouns)] 70 | (->> results 71 | (filter #(and (:cosine %) (< threshold (:cosine %)))) 72 | (sort-by :cosine) 73 | (reverse)))) 74 | 75 | (defn sim-for-vec 76 | "Give cosine sim reports for a given vector and threshold 77 | "[v threshold] 78 | (let [results (mapv #(hash-map :word % 79 | :cosine (cosine-sim v (wv %))) 80 | fairy-tales-nouns)] 81 | (->> results 82 | (filter #(and (:cosine %) (< threshold (:cosine %)))) 83 | (sort-by :cosine) 84 | (reverse)))) 85 | 86 | 87 | (defn unlike-for-word 88 | "find words unlike that one for a threshold" 89 | [word threshold] 90 | (let [results (mapv #(compare-wvs word %) 91 | fairy-tales-nouns)] 92 | (->> results 93 | (filter #(and (:cosine %) (> threshold (:cosine %)))) 94 | (sort-by :cosine)))) 95 | 96 | (defn wv-subtract 97 | "subract with word vectors 98 | "[word1 word2] 99 | (mean-add (wv word1) (inverse (wv word2)))) 100 | 101 | (defn wv-add 102 | "add with word vectors" 103 | [word1 word2] 104 | (mean-add (wv word1) (wv word2))) 105 | 106 | (comment 107 | 108 | ;;; the main loop to run the books and calc the freq matrix 109 | (doseq [book book-list] 110 | (process-book book)) 111 | 112 | (sim-for-word "prince" 0.5) 113 | 114 | (sort-by :cosine[(compare-wvs "king" "queen") 115 | (compare-wvs "king" "prince") 116 | (compare-wvs "king" "princess") 117 | (compare-wvs "king" "guard") 118 | (compare-wvs "king" "goat")]) 119 | ;; ({:word1 "king", :word2 "goat", :cosine 0.1509151478896664} 120 | ;; {:word1 "king", :word2 "guard", :cosine 0.16098893367403827} 121 | ;; {:word1 "king", :word2 "queen", :cosine 0.49470535530616655} 122 | ;; {:word1 "king", :word2 "prince", :cosine 0.5832521795716931} 123 | ;; {:word1 "king", :word2 "princess", :cosine 0.5836922474743367}) 124 | 125 | 126 | 127 | (cosine-sim (wv "boy") (wv "king")) ;=> 0.42996397142253145 128 | (cosine-sim (wv "boy") (wv "goat")) ;=> 0.10263384987428588 129 | ;; boy + gold = king 130 | (cosine-sim (mean-add (wv "boy") (wv "gold")) 131 | (wv "king")) ;=> 0.5876251031366048 132 | 133 | (cosine-sim (wv "boy") (wv "jack")) ;=> 0.33102858702785953 134 | ;; boy + giant = jack 135 | (cosine-sim (mean-add (wv "giant") (wv "boy")) 136 | (wv "jack")) ;=>0.4491473187787431 137 | 138 | 139 | (cosine-sim (wv "queen") (wv "woman")) ;=> 0.38827204630798223 140 | ;;; queen= (king-man) + woman 141 | (cosine-sim (wv "queen") 142 | (mean-add (wv "woman") (wv-subtract "king" "man"))) ;=>0.5659832204544486 143 | 144 | ;;; frog + princess = prince 145 | (cosine-sim (wv-add "frog" "princess") (wv "prince")) ;=> 0.5231641991974249 146 | 147 | ;; father = mother -women + man 148 | (cosine-sim (wv "father") 149 | (mean-add (wv "man") (wv-subtract "mother" "woman"))) ;=>0.5959841177719538 150 | (cosine-sim (wv "father") (wv "woman"));=> 151 | ;0.39586439279718383 152 | 153 | 154 | 155 | ;;; Reasoning with word vectors 156 | ;; Expressing facts with word vectors 157 | 158 | ;; hansel is the brother of gretel 159 | ;; B*H + B*G 160 | (def hansel-brother-of-gretel 161 | (mean-add 162 | (xor-mul (wv "brother") (wv "hansel")) 163 | (xor-mul (wv "brother") (wv "gretel")))) 164 | 165 | (def jack-brother-of-hansel 166 | (mean-add 167 | (xor-mul (wv "brother") (wv "jack")) 168 | (xor-mul (wv "brother") (wv "hansel")))) 169 | 170 | (def facts (mean-add hansel-brother-of-gretel 171 | jack-brother-of-hansel)) 172 | 173 | ;; is jack the brother of hansel? 174 | (cosine-sim 175 | (wv "jack") 176 | (xor-mul (mean-add (wv "brother") (wv "gretel")) 177 | facts)) ;=>0.8095270629815969 178 | 179 | ;; is cinderella the brother of gretel ? 180 | (cosine-sim 181 | (wv "cinderella") 182 | (xor-mul (mean-add (wv "brother") (wv "gretel")) 183 | facts)) ;=>0.1451799916656951 184 | 185 | ;; is jack the brother of gretel ? 186 | (cosine-sim 187 | (wv "jack") 188 | (xor-mul (mean-add (wv "brother") (wv "gretel")) 189 | facts)) ;=> 0.8095270629815969 190 | 191 | 192 | ;; let's add some more facts 193 | 194 | ;; gretel is the sister of hansel 195 | ;; S*G + S*H 196 | (def gretel-sister-of-hansel 197 | (mean-add 198 | (xor-mul (wv "sister") (wv "gretel")) 199 | (xor-mul (wv "sister") (wv "hansel")))) 200 | 201 | ;; gretel is the sister of jack 202 | ; S*G + S*H 203 | (def gretel-sister-of-jack 204 | (mean-add 205 | (xor-mul (wv "sister") (wv "gretel")) 206 | (xor-mul (wv "sister") (wv "jack")))) 207 | 208 | ;;; a sibling is a brother and sister 209 | 210 | (def siblings (rand-hv)) 211 | (def siblings-brother-sister 212 | (mean-add (xor-mul siblings (wv "brother")) (xor-mul siblings (wv "sister")))) 213 | 214 | (def facts (mean-add hansel-brother-of-gretel 215 | jack-brother-of-hansel 216 | gretel-sister-of-jack 217 | gretel-sister-of-hansel 218 | siblings-brother-sister)) 219 | 220 | ;; are hansel and gretel siblings? 221 | (cosine-sim 222 | (mean-add (wv "hansel") (wv "gretel")) 223 | (xor-mul siblings facts)) ;=>0.6270153790340673 224 | 225 | ;; are john and cinderella siblings? 226 | (cosine-sim 227 | (mean-add (wv "roland") (wv "john")) 228 | (xor-mul siblings facts)) ;=> 0.1984017637065277 229 | 230 | ;; are jack and gretel siblings? 231 | (cosine-sim 232 | (mean-add (wv "jack") (wv "gretel")) 233 | (xor-mul siblings facts)) ;=> 0.47552759147308354 234 | 235 | ;; are jack and hansel siblings? 236 | (cosine-sim 237 | (mean-add (wv "jack") (wv "hansel")) 238 | (xor-mul siblings facts)) ;=>0.48003572523507465 239 | 240 | 241 | ;; What about retracting a facts? 242 | ;; let's retract the fact that jack is the brother of hansel 243 | ;; and that jack is the sister of gretel 244 | (def new-facts (mean-add facts 245 | (inverse jack-brother-of-hansel) 246 | (inverse gretel-sister-of-jack))) 247 | 248 | 249 | ;; are hansel and gretel siblings? 250 | (cosine-sim 251 | (mean-add (wv "hansel") (wv "gretel")) 252 | (xor-mul siblings new-facts)) ;=> 0.3190193236252822 253 | 254 | 255 | ;; are jack and gretel siblings? 256 | (cosine-sim 257 | (mean-add (wv "jack") (wv "gretel")) 258 | (xor-mul siblings new-facts)) ;=>0.18097717659128212 259 | 260 | ;; are jack and hansel siblings? 261 | (cosine-sim 262 | (mean-add (wv "jack") (wv "hansel")) 263 | (xor-mul siblings new-facts)) ;=>0.17644485503854168 264 | 265 | ;; are jack and cinderella siblings? 266 | (cosine-sim 267 | (mean-add (wv "jack") (wv "roland")) 268 | (xor-mul siblings new-facts)) ;=> 0.11292438924185935 269 | 270 | ) 271 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | THE ACCOMPANYING PROGRAM IS PROVIDED UNDER THE TERMS OF THIS ECLIPSE PUBLIC 2 | LICENSE ("AGREEMENT"). 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No party to this 212 | Agreement will bring a legal action under this Agreement more than one year 213 | after the cause of action arose. Each party waives its rights to a jury trial 214 | in any resulting litigation. 215 | -------------------------------------------------------------------------------- /resources/wonder_wings.txt: -------------------------------------------------------------------------------- 1 | Poppypink sat up in bed and yawned. "Why is everybody getting up so 2 | early?" she asked. "Is it a holiday?" 3 | 4 | The older fairies were dressing themselves and brushing their long fine 5 | hair. "Wonderwings is coming to see us," they said. "Jump up, little 6 | Poppypink." 7 | 8 | "Who is Wonderwings?" she asked. 9 | 10 | "You will see when you are dressed. Hurry, or you will miss her." 11 | 12 | [Illustration: "The older fairies were dressing themselves and combing 13 | their long fine hair."] 14 | 15 | "Oh dear! I am so sleepy," said Poppypink, and she yawned again. "I 16 | don't care about Wonderwings." She snuggled down into the bedclothes 17 | again, and went to sleep. 18 | 19 | Presently she was awakened by the sound of the sweetest singing she had 20 | ever heard, and a flash of brilliant colour went past her window pane of 21 | crystal set in pearl. 22 | 23 | "That must be Wonderwings," she said. "Oh, I must see her. I hope I am 24 | not too late." 25 | 26 | She sprang from bed and dressed so hurriedly that I am afraid her hair 27 | did not receive its due amount of brushing. Then she ran out into the 28 | garden. 29 | 30 | The older fairies stood all in a group, saying loudly "I will go," and 31 | "I will go." And before them, scarcely touching the ground with the tip 32 | of her foot, stood poised a glorious fairy, taller than any other there. 33 | She was altogether beautiful; and her wings--as soon as Poppypink saw 34 | them she knew why the visitor had been called Wonderwings. For they 35 | reached high above her head and almost to the ground, and they glowed 36 | with so many colours that it seemed as if a million jewels had been Hung 37 | upon them and had stuck, growing into a million flashing stars that 38 | made a million little rainbows with every sway and movement of her body. 39 | 40 | "How lovely! Oh, how lovely!" cried Poppypink. She crept nearer to the 41 | beautiful fairy and sat among the daisies at her feet. "See," she cried. 42 | "My wings are small and colourless. Tell me how I may grow wings like 43 | yours." Just as little girls adore beautiful hair, so do little fairies 44 | adore beautiful wings. 45 | 46 | Wonderwings smiled down at her. "Such wings as mine are only to be won 47 | in sadder lands than these," she said. "If you would have them you must 48 | leave your fairyland and come where humans live, and where hunger and 49 | sorrow and death trample the city streets." 50 | 51 | "I will come!" cried Poppypink. "I will come!" 52 | 53 | "Come then," said Wonderwings. She took the little fairy's hand, and up 54 | they all rose into the clear air, flying far and far away till they left 55 | their fairyland behind and came at last to the sadder lands where humans 56 | lived. There Wonderwings showed them where hunger and sorrow and death 57 | trampled the city streets, and the band of fairies flew lower and lower 58 | to look. 59 | 60 | "The children tumble and fight in the dirty lanes, and cry for bread," 61 | cried Poppypink. "The little ones, I cannot bear to hear them sob." 62 | 63 | "Perhaps you can help them," said Wonderwings. 64 | 65 | "I am only a little fairy. What can I do?" asked Poppypink. "I have no 66 | bread to give them." 67 | 68 | She flew a little lower, to gaze at them more nearly. "What can I do?" 69 | she asked again. 70 | 71 | No answer came. She looked around, and found herself alone. Wonderwings 72 | and the older fairies had in a moment gone from sight. 73 | 74 | Below, a crippled child sat among rags in a dark corner of a dreary 75 | room, and tears ran down her cheeks. "The sunshine, the pretty yellow 76 | sunshine!" she wailed. "If only I could run and play in the pretty 77 | sunshine!" 78 | 79 | "Here is something I can do," thought Poppypink. She gathered armfuls of 80 | the golden sunbeams, and flying with them through the glass as only a 81 | fairy can fly, herself unseen, she heaped them over the twisted hands 82 | and pale thin face of the child, and left her playing with them and 83 | smiling happily. 84 | 85 | [Illustration: Poppypink laughed with joy. "I am so glad, so very glad!" 86 | she said. "I had forgotten all about my wings."] 87 | 88 | Lower she flew to help the little ones who cried about the gutters. She 89 | led the starving and shelterless to comfort, the toddlers to safety; she 90 | brought a flower to the hopeless, ease to sick ones racked with pain; at 91 | night she flew with glittering dreams from room to room, so that even 92 | sad-eyed feeble babies laughed for pleasure in their sleep. Day after 93 | day, night after night she toiled, for weeks and months and years. There 94 | was so much to do! The time passed like a moment. So busy was she that 95 | she had forgotten all about her wings. 96 | 97 | One day there came a flash of colour in the air beside her, and 98 | Wonderwings and all the older fairies stood around her. "Dear 99 | Poppypink," cried one, "how your wings have grown! And how beautiful 100 | they are! They are so tall that they reach above your head and almost to 101 | the ground, and they glow with so many colours that it seems as if a 102 | million jewels had been flung upon them and had stuck, growing into a 103 | million flashing stars that make a million little rainbows with every 104 | sway and movement of your body." 105 | 106 | Poppypink laughed with joy. "I am so glad, so very glad!" she said. "I 107 | had forgotten all about my wings." 108 | 109 | "Yet they have grown with use," said Wonderwings; "and for every deed of 110 | kindness done a star has sprung, to shine in beauty there for evermore." 111 | 112 | [Illustration] 113 | 114 | [Illustration: The Queen-mother looked over the garden wall. There an 115 | old woman hobbled, muttering to herself.] 116 | 117 | 118 | 119 | 120 | The Magic Mirror 121 | 122 | 123 | There was once a wise old king in a far-off land who said to himself, "I 124 | have a daughter as well as a son; why should she not have a kingdom too? 125 | I will see to it at once." 126 | 127 | He called the chief map-maker to him, and said: "Make a map of my 128 | kingdom and divide it by a line so evenly that each part shall be 129 | exactly half. There must not be one hair's breadth more on the east of 130 | the line than on the west." 131 | 132 | The chief map-maker worked hard, and soon had the map ready, and it was 133 | divided so evenly that there was not a hair's breadth more on the east 134 | of the line than on the west. Then the king made a law that when he died 135 | the Prince should rule over all the country on one side of the line, and 136 | the Princess should rule over all the country on the other side. The 137 | Prince's land he called Eastroyal, and the Princess's land he called 138 | Westroyal, and from that day to this there have always been kings over 139 | Eastroyal and queens over Westroyal. 140 | 141 | But it was soon noticed that in Eastroyal the people became discontented 142 | and quarrelsome and poor, and were always finding fault with the 143 | government; whereas in the west country over the border they were so 144 | happy and kindly that they praised each queen from the beginning of her 145 | reign to the end. Nobody knew why there should be so great a difference, 146 | but a great difference there was. Things grew worse and worse in 147 | Eastroyal, until at last the people rose and turned the reigning king 148 | off his throne and set his little son in his place. "Perhaps we shall be 149 | better satisfied now!" they said. 150 | 151 | The new king's mother walked alone, deep in thought; and she was very 152 | troubled. "How can I teach my little son to please his people better 153 | than his father did?" she wondered. "It would break my heart if he too 154 | angered them and lost his crown, yet already he is showing a haughty 155 | temper in his treatment of his lords, and I know not what to do." 156 | 157 | "I know! I know!" said a voice. 158 | 159 | The Queen-mother was much startled; though she had not spoken aloud, the 160 | words seemed an answer to her thought. She looked over the low wall of 161 | the garden into the road. There an old woman hobbled, leaning on a 162 | stick, and muttering to herself. She was poor and ragged, and bent with 163 | age. "I know, I know!" she said again. 164 | 165 | "What do you know?" asked the Queen-mother gently. 166 | 167 | The old woman looked up at her. "Go to Westroyal," she said; and she 168 | hobbled away. 169 | 170 | "Ah, a witch!" thought the Queen-mother; "and she is right. The Queens 171 | of the West have undoubtedly some secret means of making their people 172 | love them. I will find out what it is." 173 | 174 | She prepared for a visit to Westroyal, and arrived a few days later at 175 | the palace of the reigning queen. Here she was welcomed and feasted and 176 | treated right lovingly, but though she kept her eyes and her ears as 177 | wide open as it was possible for eyes and ears to be, she could not 178 | discover the secret. She grew sad with disappointment. 179 | 180 | The young queen saw that she was sorrowful. "You are not happy here. 181 | What is the matter?" she asked. "What can I do to make you glad?" 182 | 183 | The Queen-mother held out her hands imploringly. "Only give me your 184 | secret," she begged. "Tell me how you gain the love of your people and 185 | keep it through all the years. Tell me so that I may teach my young son 186 | how to hold his throne?" 187 | 188 | "Is that all?" exclaimed the Queen. "Come, I will show you." 189 | 190 | [Illustration: "She led the way to her own lovely sleeping-chamber."] 191 | 192 | She led the way to her own lovely sleeping-chamber, hung with rose silk 193 | and panelled with polished silver and amethyst, and she pointed to a 194 | great mirror set strongly into the wall. "Look within!" she said. 195 | 196 | Wonderingly, the Queen-mother obeyed. On the surface of the mirror the 197 | faces and forms of herself and the young queen were reflected; but 198 | after a few moments, as she gazed, these faded away, and in their places 199 | came a picture of a mine, with blackened toilers filling tracks with 200 | coal. That, too, faded, and a golden cornfield showed upon the polished 201 | glass; under the hot summer sun the busy reapers moved, wiping the sweat 202 | from their brows when they stopped a moment to rest. A third picture was 203 | of weavers making cloth. A cottage home came next, and a lordly mansion 204 | of the rich, and a homeless child seeking shelter under a city bridge. 205 | So scene followed scene, beautiful, or sad, or sordid, sometimes wild 206 | and violent, and sometimes gay and peaceful, showing in the main a 207 | people happy and content. 208 | 209 | "What is it?" asked the amazed Queen-mother at last. "How come these 210 | pictures here?" 211 | 212 | "They are the life of my state reflected on this magic mirror for my 213 | help," replied the Queen. "Long ago, when the first queen came to rule 214 | the new kingdom of Westroyal, the fairies brought this mirror and set it 215 | in the wall as here you see it. Faithfully ever since it has reflected 216 | the daily happenings through-out the land, the people's toil and 217 | pleasures, their dangers and their comforts and rewards. So each queen 218 | has known her country. Your son, looking in his mirror, sees but 219 | himself; I see the sufferings of my people and know what things they 220 | need, and so plainly are these pictures set before me that I cannot rest 221 | till I have used my power to give relief." 222 | 223 | "Oh!" cried the Queen-mother, "now I see why you are loved. How can I 224 | get such a mirror for my son?" 225 | 226 | "That I know not," replied the Queen. 227 | 228 | Then the Queen-mother returned sad at heart to the kingdom of her son, 229 | pondering on what she had seen. 230 | 231 | Once again she walked in her garden alone. "How shall I get such a 232 | mirror?" she wondered. "What should I do?" 233 | 234 | As once before, a voice replied "I know! I know!" 235 | 236 | The Queen-mother looked over the garden wall. Hobbling along the road 237 | was the old woman who had bade her go to Westroyal. "You who helped me 238 | before, help me again!" cried the Queen-mother. "I have obeyed you. How 239 | now shall I get a magic mirror for my son?" 240 | 241 | The old woman looked up at her. "Go to the Deeps," she said, and she 242 | hobbled off. 243 | 244 | Now this was a dreadful command to the Queen-mother, for the Deeps was a 245 | horrible black pool in the roughest and most dangerous part of the 246 | country. It was said to be formed of the country's tears and to be also 247 | bottomless, and to be haunted by beings of strange shape. There were 248 | stories of their mysterious power and evil ways. Yet go she must, if 249 | going meant the gaining of a magic mirror for her son. And she must go 250 | alone, for only so could any seeker find the pathway to the pool, so it 251 | was said. 252 | 253 | "I will go at once, before my courage fails," she said, and she left her 254 | sheltered garden and set off across the land. 255 | 256 | She had many weary miles to travel, past villages and towns and fields, 257 | and she was footsore and faint when at last she reached the winding 258 | track that led between the darkening hills. Yet on she went, following 259 | the murmur of a tiny stream that dropped through thick-set bushes into a 260 | shadowed valley. On she went still, and now the darkness came, and she 261 | had lost her way. She stumbled over fallen logs, pushed with bleeding 262 | hands and torn clothes through bramble wildernesses, and found at last 263 | her way again to the narrow track beside the little stream that murmured 264 | in the dark. 265 | 266 | On she went, and down. The stream suddenly widened into a round 267 | blackness open to the sky, but walled in by jagged rocks. It was the 268 | pool. Utterly spent through weariness and fear, she sank down among the 269 | rocks to rest, and waited there for what might come to her. 270 | 271 | Strange rustlings sounded round the rocks, strange forms loomed close 272 | beside her, strange voices asked her: "What are you? Why come you to our 273 | haunts?" Though her heart was sick with dread she answered boldly in a 274 | firm clear voice. "Give me a magic mirror for my son, that he may learn 275 | to rule." 276 | 277 | There was a flash, and the pool and all the rocks were lit by a light 278 | brighter and softer than that of moon or stars. All round her stood the 279 | beings who had loomed so strangely in the darkness. They were fairies, 280 | exquisite in shape and fineness, robed in flowing gossamer of many 281 | colours. They smiled at her, and touched her with their gentle hands, 282 | and immediately she was well. "Your love has brought you nobly through 283 | much fear and hurt," they said. "You shall have your due reward. Look 284 | into the Deeps." 285 | 286 | [Illustration: She rose into the air a shining queen of fairies, holding 287 | in her hands a tiny gleaming mirror.] 288 | 289 | One took her hand and led her to the edge, and the Queen-mother, 290 | fearless and smiling now, looked down into the fathomless water of the 291 | pool. As she gazed, ripples came upon its surface. They broke away into 292 | shining cascades of diamonds and pearls, and between them appeared the 293 | face and shoulders of the old woman of the road. "I have your magic 294 | mirror," she cried. "It is formed of the lowest teardrops of the Deeps." 295 | 296 | She sprang out and trod the water to the shore, and as she went her rags 297 | fell from her and she rose into the air a shining queen of fairies, more 298 | beautiful than any other there, holding in her hand a tiny gleaming 299 | mirror. "Come," she said, "let us set it in its place." 300 | 301 | She touched the Queen-mother's hand, and in a flash they were all at the 302 | palace, within the young king's sleeping chamber of turquoise and gold. 303 | There as he lay asleep the fairies set the mirror in its place with 304 | magic words, and as it touched the wall it lengthened out and widened 305 | till it stood as large as that of the young queen across the border 306 | line. Over the polished glass began to float the pictures of the 307 | country's life. "How can I show my gratitude?" the Queen-mother asked; 308 | but the fairies were gone. 309 | 310 | Next morning when the little king awoke he ran to see the fine new 311 | mirror in his room. He gazed and gazed upon the strange entrancing 312 | pictures that came on it, and every day he spent long hours at the 313 | mirror. And as he learned to recognise the hardships and the sufferings 314 | of his people his heart grew hot to give relief, and he was no more 315 | haughty, but used his power to ease their woes. So in Eastroyal as in 316 | Westroyal there was content, and the people loved their king and praised 317 | him through all his days until the end. And all the kings who followed 318 | after him ruled wisely and were loved. 319 | 320 | [Illustration] 321 | 322 | [Illustration: "Look closely at my flowers," she said, "and tell me 323 | which you think most beautiful."] 324 | 325 | 326 | 327 | 328 | Fairy Tenderheart. 329 | 330 | 331 | Little Fairy Tenderheart was weeping. She sat on a ledge that overlooked 332 | the world, and her tears fell fast. In twos and threes her sisters flew 333 | from Fairyland to put their arms about her, but none could comfort her. 334 | "Come, dance and sing with us and forget your grief," they said. She 335 | shook her head. "The terrible fighting!" she said. "See where far below 336 | men rage, killing each other. Rivers run red with blood, and the sorrow 337 | of weeping women rises through the air to where I sit. How can I dance 338 | and sing?" 339 | 340 | "It is the world at war," said an older fairy sadly. "I too have wept in 341 | earlier days when men have fought. But our tears are wasted, little 342 | sister. Come away." 343 | 344 | Fairy Tenderheart looked eagerly at her. "You who have watched the world 345 | so many years," she said, "tell me why such dreadful deeds are done down 346 | there." 347 | 348 | The older fairy bent her eyes on the blackened plains of earth. "I 349 | cannot tell you that," she slowly said. "We watch and pity, but we 350 | cannot know what works in the hearts of men that they should gather in 351 | their millions to destroy their brothers and themselves. No other 352 | creature turns on its own kind and kills so terribly as man." 353 | 354 | [Illustration: In twos and threes her sisters flew from Fairyland to put 355 | their arms about her, but none could comfort her.] 356 | 357 | "What can we do? It must be stopped. What can we do?" 358 | 359 | "We can do nothing, little sister. See where the women of the world 360 | stretch out their hands, imploring men to live in peace. They beg the 361 | lives of fathers, husbands, sons; they point to ruined homes and 362 | desolated lands. 'War wrecks our lives!' they cry. Yet even for those 363 | they love men will not give up battle. What, then, can fairies do? Tears 364 | are useless. Come away." 365 | 366 | "I must stay here. I must think of something I can do," said Fairy 367 | Tenderheart; and she would not go. 368 | 369 | Her tears had stopped. She searched with anxious eyes across the world 370 | to find some means of helping men to better things, but no way could she 371 | find. And still the fighters shot and stabbed, and the dying and the 372 | dead lay piled upon the fields. 373 | 374 | Another fairy flew to her. "Come away, little sister!" she said. "I 375 | cannot bear to see you sorrowing. Come, or you will forget the merry 376 | ways of Fairyland and grow like the Oldest Fairy of All, who spends her 377 | life brooding over this dreary earth." 378 | 379 | Fairy Tenderheart sprang up. "Where is she? Tell me where to find her. 380 | Why did I not know of her before? I will go to her that we may be 381 | companions in our sorrow. Perhaps together we may find a way to help." 382 | 383 | "Ah, do not go. Listen! She is so old that she has watched the world 384 | since the beginning of wars, yet, as you see, she has found no way of 385 | stopping them. How then can you?" 386 | 387 | "I must go." 388 | 389 | "She left our joyful Fairyland for a Magic Garden, and whoever enters 390 | that Garden can never come back to us. There she dwells for ever alone, 391 | at work or in thought, or preparing for her mysterious journeys to the 392 | earth. Do not go, or you too will be cut off from our life of dance and 393 | song, never to return." 394 | 395 | "I will go. Tell me the way." 396 | 397 | The fairy flew off. "I will not tell you," she said. "You shall not go." 398 | 399 | "I will go," said Fairy Tenderheart again. With steadfast steps she 400 | searched through Fairyland until she found a narrow track that led 401 | between the winding mountains and far out across wide, shimmering 402 | plains. This track she followed till she came upon the Magic Garden. 403 | 404 | The Oldest Fairy of All sat thinking among her flowers, and her eyes 405 | were filled with peace. She looked at Fairy Tenderheart standing at the 406 | gate. "Who enters here can never return to Fairyland," she said, and her 407 | voice was sweeter than the songs of birds. 408 | 409 | Fairy Tenderheart pushed open the gate and stepped within the Garden. 410 | "Who enters here finds joy," said the Oldest Fairy of All, and a crown 411 | of happiness sat on her hair. 412 | 413 | "You come to work?" she asked. 414 | 415 | "I come to learn what I may do to help the suffering earth," said Fairy 416 | Tenderheart. "Its cries of agony have beaten on my heart until there was 417 | no rest for me in Fairyland. Is there no way to make war cease? I come 418 | to you for wisdom." 419 | 420 | The Oldest Fairy of All rose up and smiled, and her face was brighter 421 | than the moon and stars. "Look closely at my flowers," she said, "and 422 | tell me which you think most beautiful." 423 | 424 | The flowers bloomed on every side, in every lovely hue--crimson and gold 425 | and orange, blue and purple and pink and softest lavender. All were 426 | scented, and all were beautiful; but there was one plant that pleased 427 | the little fairy more than any other. It grew no taller than the rest, 428 | made no great show of colour, yet through its stems and leaves there 429 | shone a radiance as if a light hid in them. Its flowers were clear as 430 | crystal--one could see quite through them--but the sunlight falling on 431 | them was broken into glowing colours, so that every blossom was a little 432 | bunch of flashing rainbows. And where the flowers had closed and grown 433 | to fruit they hung golden as the sun and fragrant with a scent that 434 | stole upon the wind and made the heart heat high with happiness. 435 | 436 | "This is the most beautiful," said Fairy Tenderheart. 437 | 438 | "You have chosen well," said the Oldest Fairy of All. "You are fitted to 439 | help me in my work. That is the Plant of Knowledge; its crystal 440 | blossoms are called the Flowers of Understanding, and its fruit is Love. 441 | By it alone can war be made to cease." 442 | 443 | She pointed far below. "I have planted it upon the earth in many spots," 444 | she said. "Here and there it has flourished and spread, and its fruit 445 | has sweetened all the air. But, alas!" her eyes grew sad, "too often it 446 | has been trampled under foot and killed, and war has broken out afresh. 447 | If only men would care for it and let it grow the world would soon be 448 | wrapped in peace." 449 | 450 | "Can we not plant more and more until it spreads across the world in 451 | spite of all neglect?" asked Fairy Tenderheart. 452 | 453 | The Oldest Fairy shook her head. "I have done my best," she said; "but 454 | while men tramp it down it cannot spread across the world. Even when it 455 | has grown well it cannot do the good it ought to do: a nation which has 456 | eaten of its Fruit of Love and has learned to scorn the littleness of 457 | war is yet forced by that same Love to fight, that it may rescue a weak 458 | and helpless country from the greedy clutches of those who have refused 459 | to let my dear plant bloom. In the end it shall spread, no doubt, and 460 | my work shall be complete; but the time is long, the time is long." 461 | 462 | She mused, and Fairy Tenderheart gazed thoughtfully upon the earth. 463 | Presently she raised her eyes, and they were bright with hope. 464 | 465 | [Illustration: "In the children's gardens ... they planted the seeds."] 466 | 467 | "See where a group of children gathers round your precious plant!" she 468 | said. "How eagerly they stretch their hands towards it, and how they 469 | look into its flashing flowers. They will never tread it in the mud, for 470 | they have seen its splendour. Let me take seeds to all the children's 471 | gardens in the world. The Children! They will welcome your Plant of 472 | Knowledge with its Flowers of Understanding, and when they have tasted 473 | its Fruit of Love they will grow up scorning war, and the world will 474 | live in peace." 475 | 476 | The Oldest Fairy laughed with joy. "Oh, little sister, you have come to 477 | help indeed!" she said. "You are right. The Children! It is to them we 478 | must take our plant. Come, let us gather seeds and start at once." 479 | 480 | They gathered the golden seeds and carried them swiftly down. In the 481 | children's gardens across the world they planted them, and everywhere 482 | the children ran to gaze at the wonder of the springing plants, and to 483 | watch the flowers unclose. And when through later days they ate and ate 484 | again of the fragrant golden fruit, Love filled their veins and they 485 | became a new race, scorning the littleness of war. 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