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package search |
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import ( |
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"strings" |
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"unicode" |
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) |
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// Lang is a language the index has a stemming analyzer for. Every indexed |
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// document is labelled with exactly one — its dominant language — and its text |
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// is routed block by block into the matching analyzed field. |
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type Lang string |
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const ( |
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LangEN Lang = "en" |
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LangRU Lang = "ru" |
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) |
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// DefaultLang is the label a document with too little text to classify gets, |
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// and the language a block falls back to when it is too short to classify on |
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// its own. English rather than Russian because the machine-generated half of |
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// this corpus — frontmatter keys, paths, identifiers, fenced code — is English |
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// whatever language the prose around it is written in. |
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const DefaultLang = LangEN |
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// ruLetterRatio is the share of a text's letters that must be Cyrillic for it |
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// to count as Russian. |
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// |
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// The threshold is deliberately far below one half. The two error directions |
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// are not symmetric in likelihood: an English block essentially never contains |
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// Cyrillic at all, while a Russian block in this corpus routinely carries a |
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// third or more Latin letters — identifiers, product names, and untranslated |
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// technical terms are written in Latin inside Russian prose. A 0.5 threshold |
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// would therefore misfile real Russian paragraphs as English, and misfile |
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// almost no English ones as Russian. |
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const ruLetterRatio = 0.35 |
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// minDetectLetters is the least number of letters a text needs before its |
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// script mix is treated as evidence. Below it, a single Latin acronym in a |
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// Russian heading (or one Russian word in an English one) would decide the |
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// whole block, so the caller's fallback is used instead. |
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const minDetectLetters = 12 |
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// Detect classifies a text by script. ok is false when the text carries too |
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// few letters to classify, in which case the caller supplies the fallback — |
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// Detect never guesses. |
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67028 |
func Detect(text string) (lang Lang, ok bool) { |
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var cyrillic, letters int |
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6829191 |
for _, r := range text { |
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if !unicode.IsLetter(r) { |
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continue |
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} |
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letters++ |
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if unicode.Is(unicode.Cyrillic, r) { |
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cyrillic++ |
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} |
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} |
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if letters < minDetectLetters { |
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9879 |
return "", false |
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} |
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if float64(cyrillic)/float64(letters) >= ruLetterRatio { |
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22826 |
return LangRU, true |
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} |
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return LangEN, true |
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} |
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// DetectIn classifies a text, falling back to a language when it is too short |
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// to classify on its own. |
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func DetectIn(text string, fallback Lang) Lang { |
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if l, ok := Detect(text); ok { |
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return l |
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} |
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return fallback |
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} |
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// route splits a text into its Russian and its English part, block by block, |
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// so that each half is stemmed by the analyzer that understands it. |
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// |
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// This is the part the design left open, and per-*document* routing — the |
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// obvious reading of "detect the language and write the matching field" — is |
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// not sufficient. The two analyzers pass each other's script through |
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// untouched: bleve's `ru` analyzer leaves "indexes" as "indexes" and its `en` |
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// analyzer leaves "индексы" as "индексы". Foreign-script terms therefore still |
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// match literally (which is why a single-analyzer index is not catastrophic), |
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// but they match *unstemmed*, so "index" does not find "indexes" and |
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// "документы" does not find "документ". A specification whose prose is Russian |
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// and whose examples, headings and quoted requirements are English is one |
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// document, and one label for it necessarily mangles one of its two halves. |
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// |
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// Routing per block costs nothing extra — the document is being walked anyway — |
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// and removes the failure entirely: each block lands in the field whose |
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// analyzer stems it, and a query is run against both fields. Duplicating the |
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// whole text into both fields would also fix the stemming, but it doubles the |
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// index and double-counts every document that matches in both fields, which |
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// biases ranking toward mixed documents for no reason related to relevance. |
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// |
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// The unit is a line, because that is the unit the text arrives in: doc's |
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// plain-text projection emits a newline after every block-level node and at |
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// every soft line break, and frontmatter search text is one "key: value" line |
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// per key. So a line here is a paragraph, a wrapped fragment of one, a heading, |
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// a table row, a list item or a line of code. A line too short to classify |
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// takes fallback, which is the document's dominant language — the language of |
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// the prose it sits inside. |
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1453 |
func route(text string, fallback Lang) (ru, en string) { |
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var ruB, enB strings.Builder |
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68465 |
for _, line := range strings.Split(text, "\n") { |
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if strings.TrimSpace(line) == "" { |
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continue |
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} |
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65566 |
b := &enB |
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65566 |
if DetectIn(line, fallback) == LangRU { |
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b = &ruB |
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} |
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65566 |
if b.Len() > 0 { |
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b.WriteByte('\n') |
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} |
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b.WriteString(line) |
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} |
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return ruB.String(), enB.String() |
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} |