Addressing `num_typos` Inconsistency in Document Search
TLDR John had an issue with num_typos inconsistency when using prefix search. Kishore Nallan clarified the technical aspects, adjusted the aggressiveness of the feature and resolved the issue. They also discussed a limit on num_typos value.
1
Jul 13, 2022 (15 months ago)
John
12:22 PMnum_typos is consistently respected, in our production use-case we get results with edit distance 4 even though we have num_typos: 2 . It only happens with prefix search turned on.If I have two documents with
storka and sparkling and search for starkbin (edit distance 4 and 3 respectively) I get both results on 0.24.0.rc16 and only sparkling on 0.23.0
Kishore Nallan
12:24 PMJohn
12:24 PMJul 14, 2022 (15 months ago)
Kishore Nallan
11:20 AMq=strawberries to match against a word like strawberry -- since the query word is longer than the indexed word, this is not a prefix search technically, but it "looks" correct and needed to be matched, especially in English where searching for plural form of singular words are common.So we had to add a special condition here: https://github.com/typesense/typesense/blob/main/src/art.cpp#L1319
The condition allows matching if all these criteria match:
a) The indexed word is greater than 5 chars (to reduce false positives)
b) the word in the query is greater than the indexed word (like the strawberry example above)
c) if the difference in their length is within the maximum typo allowed (in this case it is 2)
Unfortunately when we make some relaxations like that, some other non-obvious cases like
storka/starkbin can match and look odd.John
11:26 AMKishore Nallan
11:27 AMJohn
03:19 PMJul 15, 2022 (15 months ago)
Kishore Nallan
06:04 AMJul 19, 2022 (15 months ago)
Kishore Nallan
11:33 AM0.24.0.rc20John
11:41 AMnum_typos=10 , hmm (that’s not a problem since we never want it to match but I would expect it to!)Kishore Nallan
11:42 AMnum_typos can only be 0,1 or 2. It's too expensive to fuzzy matching above that.John
11:42 AM1
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