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the:0.014121338912133892 :0.9293933054393305 +said:0.0625 known:0.03201219512195122 limited:0.03201219512195122 familiar:0.03201219512195122 :0.8414634146341463 +the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 +home:0.017857142857142856 desolate:0.017857142857142856 lijtle:0.017857142857142856 loathsome:0.017857142857142856 score:0.017857142857142856 :0.9107142857142857 the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 diff --git a/run.py b/run.py index c36fa55..c2d2319 100644 --- a/run.py +++ b/run.py @@ -3,84 +3,106 @@ import csv import regex as re from nltk import bigrams, word_tokenize from collections import Counter, defaultdict -import string -import unicodedata - -data = pd.read_csv( - "train/in.tsv.xz", - sep="\t", - error_bad_lines=False, - header=None, - quoting=csv.QUOTE_NONE, -) -train_labels = pd.read_csv( - "train/expected.tsv", - sep="\t", - error_bad_lines=False, - header=None, - quoting=csv.QUOTE_NONE, -) - -train_data = data[[6, 7]] -train_data = pd.concat([train_data, train_labels], axis=1) - -train_data["final"] = train_data[6] + train_data[0] + train_data[7] - -model = defaultdict(lambda: defaultdict(lambda: 0)) def clean(text): text = str(text).lower().replace("-\\n", "").replace("\\n", " ") return re.sub(r"\p{P}", "", text) -def train_model(data): - for _, row in data.iterrows(): - words = word_tokenize(clean(row["final"])) + +class Collection: + def __init__(self, path: str) -> None: + self._path = path + + def read(self, nrows=200_000): + self.data = pd.read_csv( + self._path, + sep="\t", + error_bad_lines=False, + header=None, + quoting=csv.QUOTE_NONE, + nrows=nrows, + ) + + +class Model: + def __init__(self, alpha: float = 0.01) -> None: + self.alpha = alpha + self.model = defaultdict(lambda: defaultdict(lambda: 0)) + self.vocab = set() + + def train(self, data): + for _, row in data.iterrows(): + words = word_tokenize(clean(row["final"])) for w1, w2 in bigrams(words, pad_left=True, pad_right=True): if w1 and w2: - model[w1][w2] += 1 - for w1 in model: - total_count = float(sum(model[w1].values())) - for w2 in model[w1]: - model[w1][w2] /= total_count + self.model[w1][w2] += 1 + self.vocab.add(w1) + self.vocab.add(w2) + + for w1 in self.model: + total_count = float(sum(self.model[w1].values())) + for w2 in self.model[w1]: + self.model[w1][w2] /= total_count + self.model[w1][w2] = (self.model[w1][w2] + self.alpha) / ( + total_count + self.alpha * len(self.vocab) + ) + + def _predict(self, word): + predictions = dict(self.model[word]) + most_common = dict(Counter(predictions).most_common(5)) + + total_prob = 0.0 + str_prediction = "" + + for word, prob in most_common.items(): + total_prob += prob + str_prediction += f"{word}:{prob} " + + if not total_prob: + return "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1" + + if 1 - total_prob >= 0.01: + str_prediction += f":{1-total_prob}" + else: + str_prediction += f":0.01" + + return str_prediction + + def _save(self, save_path: str, data): + with open(save_path, "w") as file: + for _, row in data.iterrows(): + words = word_tokenize(clean(row[6])) + if len(words) < 3: + prediction = "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1" + else: + prediction = self._predict(words[-1]) + file.write(prediction + "\n") + + def predict(self, read_path: str, save_path: str): + collection = Collection(read_path) + collection.read() + self._save(save_path, collection.data) -def predict(word): - predictions = dict(model[word]) - most_common = dict(Counter(predictions).most_common(5)) - total_prob = 0.0 - str_prediction = "" +if __name__ == '__main__': - for word, prob in most_common.items(): - total_prob += prob - str_prediction += f"{word}:{prob} " + data = Collection("train/in.tsv.xz") + data.read() - if not total_prob: - return "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1" - - if 1 - total_prob >= 0.01: - str_prediction += f":{1-total_prob}" - else: - str_prediction += f":0.01" - - return str_prediction + train_labels = Collection("train/expected.tsv") + train_labels.read() -def predict_data(read_path, save_path): - data = pd.read_csv( - read_path, sep="\t", error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE - ) - with open(save_path, "w") as file: - for _, row in data.iterrows(): - words = word_tokenize(clean(row[6])) - if len(words) < 3: - prediction = "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1" - else: - prediction = predict(words[-1]) - file.write(prediction + "\n") + train_data = data.data[[6, 7]] + train_data = pd.concat([train_data, train_labels.data], axis=1) + + train_data["final"] = train_data[6] + train_data[0] + train_data[7] -train_model(train_data) -predict_data("dev-0/in.tsv.xz", "dev-0/out.tsv") -predict_data("test-A/in.tsv.xz", "test-A/out.tsv") + model = Model() + model.train(train_data) + + model.predict("dev-0/in.tsv.xz", "dev-0/out.tsv") + model.predict("test-A/in.tsv.xz", "test-A/out.tsv") \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv index b71c46a..d9918e0 100644 --- 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