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share:-6.215141296386719 case:-6.226650238037109 day:-6.23237419128418 clerk:-6.275338649749756 break:-6.298841953277588 house:-6.29965877532959 :-0.004364805402450088 +to:-11.313940048217773 will:-11.508460998535156 has:-11.577505111694336 had:-11.580171585083008 would:-11.697883605957031 have:-11.770162582397461 must:-11.921256065368652 may:-11.938427925109863 should:-11.985163688659668 they:-11.989080429077148 and:-12.073686599731445 who:-12.23835277557373 :-0.004364805402450088 diff --git a/run2.py b/run2.py index be9b668..6cd2d8f 100644 --- a/run2.py +++ b/run2.py @@ -4,6 +4,7 @@ import regex as re import kenlm from english_words import english_words_alpha_set from nltk import word_tokenize +from math import log10 from pathlib import Path import os import numpy as np @@ -63,31 +64,28 @@ def softmax(x): return e_x / e_x.sum(axis=0) def predict(model, before, after): - prob = 0.0 - best = [] + best_scores = [] for word in english_words_alpha_set: text = ' '.join([before, word, after]) text_score = model.score(text, bos=False, eos=False) - if len(best) < 12: - best.append((word, text_score)) + if len(best_scores) < 12: + best_scores.append((word, text_score)) else: worst_score = None - for score in best: + for score in best_scores: if not worst_score: worst_score = score else: if worst_score[1] > score[1]: worst_score = score if worst_score[1] < text_score: - best.remove(worst_score) - best.append((word, text_score)) - words = [word[0] for word in best] - probs = [prob[1] for prob in best] - probs = softmax(probs) - bests = sorted(zip(words, probs), key=lambda x:x[1], reverse=True) + best_scores.remove(worst_score) + best_scores.append((word, text_score)) + probs = sorted(best_scores, key=lambda tup: tup[1], reverse=True) pred_str = '' - for word, prob in bests: + for word, prob in probs: pred_str += f'{word}:{prob} ' + pred_str += f':{log10(0.99)}' return pred_str def make_prediction(model, path, result_path): diff --git a/test-A/out.tsv b/test-A/out.tsv 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