-
Notifications
You must be signed in to change notification settings - Fork 0
/
util.js
227 lines (211 loc) · 6 KB
/
util.js
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
var fs = require('fs'),
path = require('path'),
_ = require('lodash')
// function preprocessor (query) {
// strippedString = query.replace(/\s/g, '')
// strippedString = strippedString.toLowerCase()
// console.log(strippedString);
// ngrams = []
// len = strippedString.length
// for (start = 0; start < len; start++) {
// for (step = 1; step <= len - start; step++) {
// ngrams.push(strippedString.substr(start, step))
// }
// }
// return ngrams
// }
function tokenize (query) {
query = query.toLowerCase()
var tokens = query.split(/\s+/g)
return removeStopWords(tokens)
}
function addDocToIndex (tokens, filePath) {
return new Promise((resolve) => {
if (tokens.length !== 0) {
tokens.forEach((token) => {
if (process.index.tokens.hasOwnProperty(token)) {
process.index.tokens[token].push(filePath)
} else {
process.index.tokens[token] = [filePath]
}
process.index.tokens[token] = _.uniq(process.index.tokens[token])
})
}
process.index.docCount += 1
resolve()
})
}
function getFilePath (configPath, id) {
return `${configPath}${id}.json`
}
function openFile (filePath, fallbackMode) {
return new Promise((resolve) => {
fs.open(filePath, 'wx+', (err, descriptor) => {
if (err != null) {
if (err.code === 'EEXIST') {
fs.open(filePath, fallbackMode, (err, fallbackDescriptor) => {
if (err != null) {
throw new Error()
}
resolve(fallbackDescriptor)
})
return
} else {
throw new Error(err)
}
}
resolve(descriptor)
})
})
}
function writeDocument (jsonData, filePath) {
return new Promise((resolve) => {
openFile(filePath, 'w').then((descriptor) => {
fs.write(descriptor, JSON.stringify(jsonData, null, 2), function (err) {
if (err) {
throw new Error(err)
}
resolve()
})
}).catch((err) => {
throw new Error(err)
})
})
}
function indexFile (cfg, reqBody, cb) {
// const ngrams = preprocessor(reqBody.text);
const tokens = tokenize(reqBody.text)
const docPath = getFilePath(cfg.docs_path, reqBody.id)
const docId = docPath.split('/').slice(-1)[0]
if (process.term_frequency_map.hasOwnProperty(docId)) {
var resp = {
'success': false,
'error': 'A document already exists with that given docId. Try again with a different Id'
}
return cb(null, resp)
}
writeDocument(reqBody, docPath).then(() => {
return addDocToIndex(tokens, docId)
}).then(() => {
return storeTermFrequency(tokens, cfg.term_frequency_map, docId)
}).then(() => {
console.log(process.index)
return writeDocument(process.index, cfg.token_index_path)
}).then(() => {
var resp = {
'success': true
}
cb(null, resp)
}).catch((err) => {
console.error(err)
})
}
function readJsonFile (filePath, defaultValue = {}) {
return new Promise((resolve) => {
openFile(filePath, 'r').then((fileDescriptor) => {
fs.readFile(fileDescriptor, function (err, jsonString) {
var jsonData
if (err != null) {
throw new Error(err)
}
try {
jsonData = JSON.parse(jsonString)
} catch (err) {
jsonData = defaultValue
}
resolve(jsonData)
})
}).catch((err) => {
throw new Error(err)
})
})
}
function removeStopWords (tokens) {
tokens.forEach((token, index) => {
if (process.stopwords.indexOf(token) > -1) {
tokens.splice(index, 1)
}
})
return tokens
}
function getRelevantDocuments (tokens) {
return new Promise((resolve) => {
var documents = []
tokens.forEach((token) => {
if (process.index.tokens.hasOwnProperty(token)) {
documents = documents.concat(process.index.tokens[token])
}
})
documents = _.uniq(documents)
console.log(documents)
var selectedDocsTf = scoreDocumentsByTF(tokens, documents)
resolve(selectedDocsTf)
})
}
function scoreDocumentsByTF (tokens, documents) {
var selectedDocsTf = []
console.log('Inside Scoring')
console.log(tokens)
console.log(documents)
console.log(process.term_frequency_map)
documents.forEach((doc) => {
// console.log(process.term_frequency_map[doc]);
var tfScore = 0
tokens.forEach((token) => {
if (process.term_frequency_map[doc].hasOwnProperty(token)) {
console.log(doc, token, Math.log10(process.term_frequency_map[doc][token] + 1))
tfScore = tfScore + (Math.log10(process.index.docCount / process.index.tokens[token].length) * Math.log10(process.term_frequency_map[doc][token] + 1))
}
})
selectedDocsTf.push({'doc': doc, tfScore: tfScore})
})
console.log(selectedDocsTf)
return _.sortBy(selectedDocsTf, [(doc) => { return (1 / (1 + doc.tfScore)) }])
}
function storeTermFrequency (tokens, termFrequencyPath, docId) {
var tfMap = {}
tokens.forEach((token) => {
if (tfMap.hasOwnProperty(token)) {
tfMap[token] += 1
} else {
tfMap[token] = 1
}
})
process.term_frequency_map[docId] = tfMap
console.log(process.term_frequency_map)
return writeDocument(process.term_frequency_map, termFrequencyPath)
}
function createRequiredPaths (cfg) {
var reqPaths = ['docs']
reqPaths.forEach((p) => {
var fullPath = path.join(__dirname, p)
if (!fs.existsSync(fullPath)) {
fs.mkdirSync(fullPath)
}
})
}
function promisifyRead (filePath) {
return new Promise((resolve) => {
fs.readFile(filePath, (err, data) => {
if (err != null) {
throw new Error(err)
}
resolve(JSON.parse(data))
})
})
}
function createPromises (documents) {
var promises = []
documents.forEach((d) => {
promises.push(promisifyRead(path.join(__dirname, 'docs', d.doc)))
})
return Promise.all(promises)
}
module.exports = {
indexFile: indexFile,
readJsonFile: readJsonFile,
tokenize: tokenize,
getRelevantDocuments: getRelevantDocuments,
createRequiredPaths: createRequiredPaths,
createPromises: createPromises
}