From fbd5544e6e8455dde2bdc3cd3656e4c7afc133f4 Mon Sep 17 00:00:00 2001 From: Bartosz Karwacki Date: Sun, 10 Apr 2022 19:14:38 +0200 Subject: [PATCH] smoothing fix --- dev-0/out.tsv | 21036 +++++++++++++++++++++++------------------------ run.py | 153 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 18014 insertions(+), 18003 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 1bf2930..ca4df1b 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:0.2951675572793346 a:0.03711129532879644 his:0.020116337557682433 which:0.01721753791310962 tho:0.015708549706351948 :0.614678722214725 -own:0.026255717862735905 way:0.009617511479964255 use:0.007091476956017802 present:0.006671208515081001 place:0.005671412013483981 :0.9446926731727171 -the:0.2261123267687819 a:0.02801451111367039 tho:0.02183385158739299 this:0.016229029905178702 his:0.01406004069254098 :0.6937502399324351 -of:0.06451612903225806 and:0.06451612903225806 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index c36fa55..4f45ae7 100644 --- a/run.py +++ b/run.py @@ -1,86 +1,97 @@ +from ast import Mod import pandas as pd 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"])) - 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 +class Model: + def __init__(self, alpha): + self.alpha = alpha + self.model = defaultdict(lambda: defaultdict(lambda: 0)) + self.vocab = set() - -def predict(word): - predictions = dict(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 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: + def train(self, data): 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") + words = word_tokenize(clean(row["final"])) + for w1, w2 in bigrams(words, pad_left=True, pad_right=True): + if w1 and w2: + 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())) + denominator = total_count + self.alpha * len(self.vocab) + for w2 in self.model[w1]: + nominator = self.model[w1][w2] + self.alpha + self.model[w1][w2] = nominator / denominator -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") + def _predict(self, word): + predictions = dict(self.model[word]) + most_common = dict(Counter(predictions).most_common(6)) + + 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 predict(self, 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 = self._predict(words[-1]) + file.write(prediction + "\n") + + +if __name__ == '__main__': + + 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 = Model(0.0001) + 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") diff --git a/test-A/out.tsv b/test-A/out.tsv index b71c46a..25f5c5a 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -of:0.034769168191986985 time:0.034305470815537926 day:0.03352450681309742 and:0.02602399837299166 to:0.02437258490949766 :0.8470042708968883 -the:0.15345176828618226 he:0.050827757032508 it:0.04060973093915844 they:0.030601465137562598 a:0.022242898264181663 :0.702266380340407 -made:0.03705119439225166 a:0.033191022003521 in:0.02495114216955686 the:0.021801629132726402 so:0.011141738854223308 :0.8718632734477207 -few:0.0188545073362527 great:0.01188273233744864 man:0.011791992576804184 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