- Authors: Hengduo Li, Jiayong Lin, Hanyu Wang.
cli_checker.py provides an interactive command line interface for users to check their words.
checker_backend.py implements the spellchecker backend SpellChecker that can be used in other python programs.
evaluation.py runs the model on our test data set and return top 1, top 2 and top3 accuracy.
Usage of the interactive command line interface:
python cli_checker.py [-h] [-k TOPK] [-s SIGMA] [--noBayes] [--onlyBayes] [-v]
optional arguments:
-h, --help show this help message and exit
-k TOPK, --topk TOPK return top k canditates to pick
-s SIGMA, --sigma SIGMA gap score used in global alignment
--noBayes don't apply Bayes rule.
--onlyBayes only ues Bayes rule(no global alignment).
-v, --verbose verbose mode on
python evaluation.py [-h] [-n N] [-k TOPK] [-s SIGMA] [--noBayes] [--onlyBayes] [-v]
optional arguments:
-h, --help show this help message and exit
-n N randomly test on N words
-k TOPK, --topk TOPK return top k canditates to pick
-s SIGMA, --sigma SIGMA gap score used in global alignment
--noBayes don't apply Bayes rule.
--onlyBayes only ues Bayes rule(no global alignment).
-v, --verbose verbose mode on
It will run the model over N words in our test data set and return top 1,2,3 accuracy, where the correction is considered as a successful one aslong as the ground truth correction appears in the highest 3 suggestions.
Start an interactive command line interface that returns 5 candidates:
python cli_checker.py -k 5
You may see:
Please input your word:
>
You mistakenly input "gename":
Please input your word:
> gename
You'll get the results immediately:
Please input your word:
> gename
Possible word(s):
genome, rename, senate, renamed, became
where the first candidate genome is exactly what you want.