Ali Ghassemi | 5b40888 | 2015-01-16 14:58:00 -0800 | [diff] [blame] | 1 | var mercury = require('mercury'); |
Alex Fandrianto | 94f155c | 2015-02-06 14:53:13 -0800 | [diff] [blame^] | 2 | var _ = require('lodash'); |
Ali Ghassemi | 5b40888 | 2015-01-16 14:58:00 -0800 | [diff] [blame] | 3 | var EventEmitter = require('events').EventEmitter; |
| 4 | |
Alex Fandrianto | 94f155c | 2015-02-06 14:53:13 -0800 | [diff] [blame^] | 5 | var arraySet = require('../../lib/arraySet'); |
Ali Ghassemi | 5b40888 | 2015-01-16 14:58:00 -0800 | [diff] [blame] | 6 | var freeze = require('../../lib/mercury/freeze'); |
| 7 | |
| 8 | var namespaceService = require('../namespace/service'); |
| 9 | var smartService = require('../smart/service'); |
| 10 | |
| 11 | var log = require('../../lib/log')('services:recommendations:service'); |
| 12 | |
| 13 | var LEARNER_KEY = 'learner-shortcut'; |
| 14 | var MAX_NUM_RECOMMENDATIONS = 10; |
| 15 | |
| 16 | module.exports = { |
Alex Fandrianto | 94f155c | 2015-02-06 14:53:13 -0800 | [diff] [blame^] | 17 | getAll: getAll, |
| 18 | getRecommendationScore: getRecommendationScore, |
| 19 | setRecommendationScore: setRecommendationScore |
Ali Ghassemi | 5b40888 | 2015-01-16 14:58:00 -0800 | [diff] [blame] | 20 | }; |
| 21 | |
| 22 | // Singleton state for all the bookmarks. |
| 23 | var recommendationsObs = mercury.array([]); |
| 24 | |
| 25 | smartService.loadOrCreate( |
| 26 | LEARNER_KEY, |
| 27 | smartService.constants.LEARNER_SHORTCUT, { |
| 28 | k: MAX_NUM_RECOMMENDATIONS |
| 29 | } |
| 30 | ).catch(function(err) { |
| 31 | log.error(err); |
| 32 | }); |
| 33 | |
| 34 | /* |
| 35 | * Gets all the namespace items that are recommended based on our learning agent |
| 36 | * As new recommendations become available/removed the observable array will |
| 37 | * change to reflect the changes. |
| 38 | * |
| 39 | * The observable result has an events property which is an EventEmitter |
| 40 | * and emits 'end', 'itemError' events. |
| 41 | * |
| 42 | * @return {Promise.<mercury.array>} Promise of an observable array |
| 43 | * of recommended items |
| 44 | */ |
| 45 | function getAll() { |
| 46 | |
| 47 | // Empty out the array |
| 48 | recommendationsObs.splice(0, recommendationsObs.getLength()); |
| 49 | var immutableRecommendationsObs = freeze(recommendationsObs); |
| 50 | immutableRecommendationsObs.events = new EventEmitter(); |
| 51 | |
| 52 | return smartService.predict(LEARNER_KEY).then(getRecommendationItems); |
| 53 | |
| 54 | function getRecommendationItems(recs) { |
| 55 | var allItems = recs.map(function(rec) { |
| 56 | var name = rec.item; |
| 57 | return addNamespaceItem(name).catch(function(err) { |
| 58 | immutableRecommendationsObs.events.emit('itemError', { |
| 59 | name: name, |
| 60 | error: err |
| 61 | }); |
| 62 | log.error('Failed to create item for "' + name + '"', err); |
| 63 | }); |
| 64 | }); |
| 65 | |
| 66 | Promise.all(allItems).then(function() { |
| 67 | immutableRecommendationsObs.events.emit('end'); |
| 68 | }).catch(function() { |
| 69 | immutableRecommendationsObs.events.emit('end'); |
| 70 | }); |
| 71 | |
| 72 | return immutableRecommendationsObs; |
| 73 | } |
| 74 | } |
| 75 | |
| 76 | /* |
| 77 | * Gets the namespace items for a name and adds it to the observable array |
| 78 | */ |
| 79 | function addNamespaceItem(name) { |
| 80 | return namespaceService.getNamespaceItem(name) |
| 81 | .then(function(item) { |
| 82 | recommendationsObs.push(item); |
| 83 | }); |
Alex Fandrianto | 94f155c | 2015-02-06 14:53:13 -0800 | [diff] [blame^] | 84 | } |
| 85 | |
| 86 | /* |
| 87 | * Get the score of a particular recommended object name. |
| 88 | */ |
| 89 | function getRecommendationScore(name) { |
| 90 | return smartService.predict(LEARNER_KEY, { |
| 91 | name: name, |
| 92 | penalize: false |
| 93 | }).then(function(res) { |
| 94 | var match = res.filter(function(rec) { |
| 95 | return rec.item === name; |
| 96 | })[0]; |
| 97 | return match ? match.score : 0; |
| 98 | }); |
| 99 | } |
| 100 | |
| 101 | /* |
| 102 | * Set the score of a particular object name. |
| 103 | * Note: This will penalize (or boost) parents of the given name. |
| 104 | */ |
| 105 | function setRecommendationScore(name, newScore) { |
| 106 | if (newScore > 0) { |
| 107 | addNamespaceItem(name); |
| 108 | } else { |
| 109 | arraySet.set(recommendationsObs, null, false, indexOf.bind(null, name)); |
| 110 | } |
| 111 | |
| 112 | return getRecommendationScore(name).then(function(curScore) { |
| 113 | var delta = newScore - curScore; |
| 114 | return smartService.update(LEARNER_KEY, { |
| 115 | name: name, |
| 116 | weight: delta |
| 117 | }).then(function() { |
| 118 | return curScore; |
| 119 | }); |
| 120 | }).catch(function(err) { |
| 121 | log.error('Failed to set the recommendation score of', name, 'to', newScore, |
| 122 | err); |
| 123 | }); |
| 124 | } |
| 125 | |
| 126 | /* |
| 127 | * Check the observe array for the index of the given item. -1 if not present. |
| 128 | */ |
| 129 | function indexOf(name) { |
| 130 | return _.findIndex(recommendationsObs(), function(rec) { |
| 131 | // Since recommendations can be assigned out of order, check for undefined. |
| 132 | return rec !== undefined && name === rec.objectName; |
| 133 | }); |
Ali Ghassemi | 5b40888 | 2015-01-16 14:58:00 -0800 | [diff] [blame] | 134 | } |