From cc59db740792e3e8c3a89e870b0991c3ea72bcc8 Mon Sep 17 00:00:00 2001 From: kpierzynski Date: Thu, 18 Apr 2024 02:14:25 +0200 Subject: [PATCH] solution by 442333 based on kenlm --- .gitignore | 8 + README.md | 9 + config.txt | 1 + dev-0/out.tsv | 10519 +++++++++++++++++++++++++++++++++++++++++++++++ in-header.tsv | 1 + out-header.tsv | 1 + run.py | 84 + test-A/out.tsv | 7414 +++++++++++++++++++++++++++++++++ train.sh | 2 + 9 files changed, 18039 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 config.txt create mode 100644 dev-0/out.tsv create mode 100644 in-header.tsv create mode 100644 out-header.tsv create mode 100644 run.py create mode 100644 test-A/out.tsv create mode 100644 train.sh diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..1c18d74 --- /dev/null +++ b/.gitignore @@ -0,0 +1,8 @@ + +*~ +*.swp +*.bak +*.pyc +*.o +.DS_Store +.token diff --git a/README.md b/README.md new file mode 100644 index 0000000..28328c1 --- /dev/null +++ b/README.md @@ -0,0 +1,9 @@ +Challenging America word-gap prediction +=================================== + +Guess a word in a gap. + +Evaluation metric +----------------- + +LikelihoodHashed is the metric diff --git a/config.txt b/config.txt new file mode 100644 index 0000000..f352df1 --- /dev/null +++ b/config.txt @@ -0,0 +1 @@ +--metric PerplexityHashed --precision 2 --in-header in-header.tsv --out-header out-header.tsv \ No newline at end of file diff --git a/dev-0/out.tsv b/dev-0/out.tsv new file mode 100644 index 0000000..7394647 --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,10519 @@ +the:0.09464903281482194 a:0.022917765522137815 tho:0.015106071467553746 which:0.014964301767440277 his:0.014451917071373577 their:0.010510459524635066 this:0.0101616382431627 one:0.00874921155489452 that:0.008618552697467767 all:0.008353918976526948 :0.7915171303599856 +make:0.09833609871589756 own:0.017245176080551462 present:0.01235147073476471 place:0.012021375066550143 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0000000..c780a90 --- /dev/null +++ b/out-header.tsv @@ -0,0 +1 @@ +Word diff --git a/run.py b/run.py new file mode 100644 index 0000000..c601c68 --- /dev/null +++ b/run.py @@ -0,0 +1,84 @@ +import multiprocessing as mp +import nltk +from tqdm import tqdm +from functools import partial +import kenlm +import regex as re +from tqdm import tqdm +from collections import Counter + +from english_words import get_english_words_set +words = get_english_words_set(['web2'], lower=True, alpha=True) + +path = 'model_5.binary' + +language_model = kenlm.Model(path) + +def clean(text): + text = text.replace('-\\n', '').replace('\\n', ' ').replace('\\t', ' ').replace('','s') + while ' ' in text: + text = text.replace(' ',' ') + + return re.sub(r'\p{P}', '', text) + +def generate_file(input_path, expected_path, output_path): + with open(input_path) as input_file, open(expected_path) as expected_file, open(output_path, 'w', encoding='utf-8') as output_file: + for line, word in zip(input_file, expected_file): + columns = line.split('\t') + prefix = clean(columns[6]) + suffix = clean(columns[7]) + + train_line = f"{prefix.strip()} {word.strip()} {suffix.strip()}" + + output_file.write(train_line) + +#generate_file('train/in.tsv', 'train/expected.tsv', 'train/train.txt') + +def predict(prefix): + scores = {} + + for word in words: + candidate = f"{prefix} {word}".strip() + score = language_model.score(candidate, bos=False, eos=False) + + score_step_lower = language_model.score(f"{prefix.strip()}", bos=False, eos=False) + + scores[word] = score - score_step_lower + + highest_probs = Counter(scores).most_common(10) + + output = '' + probs = 0 + for word, logprob in highest_probs: + prob = 10 ** logprob + probs += prob + output += f"{word}:{prob} " + output += f":{1 - probs}" + + return output + +def parse_line(line): + columns = line.split('\t') + prefix = clean(columns[6]) + + prefix = nltk.tokenize.word_tokenize(prefix) + + prefix_input = prefix[-4] + " " + prefix[-3] + " " + prefix[-2] + " " + prefix[-1] + + result = predict(prefix_input) + + return result + +def parse(input_path, output_path='out.tsv'): + with open(input_path) as f: + lines = f.readlines() + + with open(output_path, 'w', encoding="utf-8") as output_file: + pool = mp.Pool() + + results = list(tqdm(pool.imap(parse_line, lines), total=len(lines))) + + for result in results: + output_file.write(result + '\n') + +parse('test-A/in.tsv', output_path="test-A/out.tsv") diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..2ca4825 --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,7414 @@ +to:0.2471608168659487 of:0.03628042414586187 in:0.028088236623598998 and:0.022305087469260656 origin:0.01222354860516263 thing:0.011044986945779137 time:0.010022841617305857 day:0.009516107910971147 that:0.0077215733783900075 on:0.0070620895439399145 :0.6085742868937811 +the:0.2858427403430932 evening:0.020379727819831595 sent:0.020012572112572548 he:0.014784332185338986 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+++ b/train.sh @@ -0,0 +1,2 @@ +kenlm-master/build/bin/lmplz -o 4 --skip_symbols -T temp < train/train.txt > model_train_4.arpa +kenlm-master/build/bin/build_binary -s model_train_4.arpa model_train_4.binary