<s> """<STR_LIT>""" <EOL> import logging <EOL> import sys <EOL> import docopt <EOL> from nose . tools import nottest <EOL> from . import util <EOL> from . . scorer_models import ScorerModel <EOL> from . . scorer_models . test_statistics import TestStatistic <EOL> logger = logging . getLogger ( __name__ ) <EOL> def main ( argv = None ) : <EOL> args = docopt . docopt ( __doc__ , argv = argv ) <EOL> logging . basicConfig ( <EOL> level = logging . INFO if not args [ '<STR_LIT>' ] else logging . DEBUG , <EOL> format = '<STR_LIT>' <EOL> ) <EOL> scorer_model = ScorerModel . load ( open ( args [ '<STR_LIT>' ] , '<STR_LIT:rb>' ) ) <EOL> test_statistics = [ ] <EOL> for stat_str in args [ '<STR_LIT>' ] : <EOL> test_statistics . append ( TestStatistic . from_stat_str ( stat_str ) ) <EOL> if args [ '<STR_LIT>' ] == "<STR_LIT>" : <EOL> observations_f = sys . stdin <EOL> else : <EOL> observations_f = open ( args [ '<STR_LIT>' ] , '<STR_LIT:r>' ) <EOL> if args [ '<STR_LIT>' ] == "<STR_LIT>" : <EOL> model_file = sys . stdout . buffer <EOL> else : <EOL> model_file = open ( args [ '<STR_LIT>' ] , '<STR_LIT:wb>' ) <EOL> decode_label = util . DECODERS [ args [ '<STR_LIT>' ] ] <EOL> observations = util . read_observations ( observations_f , <EOL> scorer_model . features , <EOL> decode_label ) <EOL> observations = list ( observations ) <EOL> run ( observations , model_file , scorer_model , test_statistics ) <EOL> def run ( observations , model_file , scorer_model , test_statistics ) : <EOL> scorer_model = test_model ( scorer_model , observations , test_statistics ) <EOL> sys . stderr . write ( scorer_model . format_info ( ) ) <EOL> sys . stderr . write ( "<STR_LIT>" ) <EOL> scorer_model . dump ( model_file ) <EOL> @ nottest <EOL> def test_model ( scorer_model , observations , test_statistics ) : <EOL> logger . debug ( "<STR_LIT>" . format ( len ( observations ) ) ) <EOL> logger . info ( "<STR_LIT>" ) <EOL> scorer_model . test ( observations , test_statistics = test_statistics ) <EOL> return scorer_model </s>
