From 819ce98f3dc34b7c87b786e4847f4db4a18dfed0 Mon Sep 17 00:00:00 2001
From: ZarebaMichal <miczar1@st.amu.edu.pl>
Date: Sun, 10 Apr 2022 21:17:55 +0200
Subject: [PATCH] s430705 plusalpha

---
 dev-0/out.tsv  | 21034 +++++++++++++++++++++++------------------------
 run.py         |   190 +-
 test-A/out.tsv | 14714 ++++++++++++++++-----------------
 3 files changed, 17971 insertions(+), 17967 deletions(-)

diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 8f8b1fa..67a4604 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
@@ -1,10519 +1,10519 @@
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diff --git a/run.py b/run.py
index 9fb8b49..0b7155f 100644
--- a/run.py
+++ b/run.py
@@ -1,111 +1,115 @@
-import string
-import unicodedata
-
 from nltk.tokenize import word_tokenize
 from nltk import trigrams
 from collections import defaultdict, Counter
 import pandas as pd
 import csv
-import regex as re
 
 
-DEFAULT_PREDICTION = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1'
+class GapPredictor:
+    def __init__(self, alpha):
+        self.model = defaultdict(lambda: defaultdict(lambda: 0))
+        self.alpha = alpha
+        self.vocab = set()
+        self.DEFAULT_PREDICTION = "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1"
 
+    @staticmethod
+    def preprocess_text(text):
+        text = text.lower().replace("-\\n", "").replace("\\n", " ")
+        return text
 
-def preprocess_text(text):
-    text = text.lower().replace("-\\n", "").replace("\\n", " ")
+    @staticmethod
+    def _prepare_train_data():
+        data = pd.read_csv(
+            "train/in.tsv.xz",
+            sep="\t",
+            error_bad_lines=False,
+            warn_bad_lines=False,
+            header=None,
+            quoting=csv.QUOTE_NONE,
+            nrows=90000,
+        )
 
-    return text
+        train_labels = pd.read_csv(
+            "train/expected.tsv",
+            sep="\t",
+            error_bad_lines=False,
+            header=None,
+            quoting=csv.QUOTE_NONE,
+            nrows=90000,
+        )
 
+        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]
 
-def predict_probs(word1, word2):
-    raw_prediction = dict(model[word1, word2])
-    prediction = dict(Counter(raw_prediction).most_common(6))
+        return train_data
 
-    total_prob = 0.0
-    str_prediction = ''
+    def train_model(self):
+        training_data = self._prepare_train_data()
+        for index, row in training_data.iterrows():
+            text = self.preprocess_text(str(row["final"]))
+            words = word_tokenize(text)
+            for w1, w2, w3 in trigrams(words, pad_right=True, pad_left=True):
+                if w1 and w2 and w3:
+                    self.model[(w2, w3)][w1] += 1
+                    self.model[(w1, w2)][w3] += 1
+                    self.vocab.add(w1)
+                    self.vocab.add(w2)
+                    self.vocab.add(w3)
 
-    for word, prob in prediction.items():
-        total_prob += prob
-        str_prediction += f'{word}:{prob} '
+        for word_pair in self.model:
+            num_n_grams = float(sum(self.model[word_pair].values()))
+            for word in self.model[word_pair]:
+                self.model[word_pair][word] = (
+                    self.model[word_pair][word] + self.alpha
+                ) / (num_n_grams + self.alpha * len(self.vocab))
 
-    if total_prob == 0.0:
-        return DEFAULT_PREDICTION
-
-    remaining_prob = 1 - total_prob
-
-    if remaining_prob < 0.01:
-        remaining_prob = 0.01
-
-    str_prediction += f':{remaining_prob}'
-
-    return str_prediction
-
-
-def train_model(training_data):
-    for index, row in training_data.iterrows():
-        text = preprocess_text(str(row["final"]))
-        words = word_tokenize(text)
-        for w1, w2, w3 in trigrams(words, pad_right=True, pad_left=True):
-            if w1 and w2 and w3:
-                model[(w2, w3)][w1] += 1
-                model[(w1, w2)][w3] += 1
-
-    for word_pair in model:
-        num_n_grams = float(sum(model[word_pair].values()))
-        for word in model[word_pair]:
-            model[word_pair][word] /= num_n_grams
-
-
-data = pd.read_csv(
-    "train/in.tsv.xz",
-    sep="\t",
-    error_bad_lines=False,
-    warn_bad_lines=False,
-    header=None,
-    quoting=csv.QUOTE_NONE,
-    nrows=100000,
-)
-
-train_labels = pd.read_csv(
-    "train/expected.tsv",
-    sep="\t",
-    error_bad_lines=False,
-    header=None,
-    quoting=csv.QUOTE_NONE,
-    nrows=100000,
-)
-
-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))
-
-
-dev_data = pd.read_csv('dev-0/in.tsv.xz', sep='\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE)
-test_data = pd.read_csv('test-A/in.tsv.xz', sep='\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE)
-
-
-train_model(train_data)
-
-with open("dev-0/out.tsv", "w") as file:
-    for _, row in dev_data.iterrows():
-        text = preprocess_text(str(row[7]))
-        words = word_tokenize(text)
+    def predict_probs(self, words):
         if len(words) < 3:
-            prediction = DEFAULT_PREDICTION
-        else:
-            prediction = predict_probs(words[0], words[1])
-        file.write(prediction + "\n")
+            return self.DEFAULT_PREDICTION
 
-with open("test-A/out.tsv", "w") as file:
-    for _, row in test_data.iterrows():
-        text = preprocess_text(str(row[7]))
-        words = word_tokenize(text)
-        if len(words) < 3:
-            prediction = DEFAULT_PREDICTION
-        else:
-            prediction = predict_probs(words[0], words[1])
-        file.write(prediction + "\n")
+        word1, word2 = words[0], words[1]
+        raw_prediction = dict(self.model[word1, word2])
+        prediction = dict(Counter(raw_prediction).most_common(6))
 
+        total_prob = 0.0
+        str_prediction = ""
+
+        for word, prob in prediction.items():
+            total_prob += prob
+            str_prediction += f"{word}:{prob} "
+
+        if total_prob == 0.0:
+            return self.DEFAULT_PREDICTION
+
+        remaining_prob = 1 - total_prob
+
+        if remaining_prob < 0.01:
+            remaining_prob = 0.01
+
+        str_prediction += f":{remaining_prob}"
+
+        return str_prediction
+
+    def prepare_output(self, input_file, output_file):
+        with open(output_file, "w") as file:
+            data = pd.read_csv(
+                input_file,
+                sep="\t",
+                error_bad_lines=False,
+                warn_bad_lines=False,
+                header=None,
+                quoting=csv.QUOTE_NONE,
+            )
+            for _, row in data.iterrows():
+                text = self.preprocess_text(str(row[7]))
+                words = word_tokenize(text)
+                prediction = self.predict_probs(words)
+                file.write(prediction + "\n")
+
+
+predictor = GapPredictor(alpha=0.00002)
+predictor.train_model()
+
+predictor.prepare_output("dev-0/in.tsv.xz", "dev-0/out.tsv")
+predictor.prepare_output("test-A/in.tsv.xz", "test-A/out.tsv")
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 05d63eb..25067ba 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -1,7414 +1,7414 @@
-,:0.0447010950870684 .:0.022821794027885825 part:0.013524026090599007 other:0.01297797857698522 and:0.00967177308359763 ground:0.00913320567291006 :0.8871701274609538
-,:0.05217391304347826 the:0.04782608695652174 .:0.0391304347826087 cases:0.030434782608695653 and:0.02608695652173913 its:0.02608695652173913 :0.7782608695652175
-the:0.41208969775755605 and:0.12349691257718556 or:0.022099447513812154 tho:0.015599610009749756 are:0.015274618134546636 with:0.014624634384140396 :0.3968150796230093
-,:0.02518671539806134 sale:0.01307007786429366 followed:0.011639917368504688 foreclosed:0.011242650564118863 accompanied:0.01072620371841729 vote:0.009693310027014143 :0.9184411250595901
-,:0.13793103448275862 and:0.12931034482758622 the:0.06896551724137931 of:0.0603448275862069 several:0.0603448275862069 who:0.05172413793103448 :0.4913793103448275
-.:0.5 all:0.5 :0.01
-the:0.5358968659702156 this:0.04578795287841743 tho:0.02333851967103801 that:0.011891531451433651 tbe:0.009557679484329852 good:0.009446543676372527 :0.36408090686819294
-the:0.037091988130563795 a:0.008902077151335312 to:0.008902077151335312 it:0.00741839762611276 peti­:0.00741839762611276 opera­:0.00741839762611276 :0.9228486646884273
-the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1
-there:0.08433314732142858 it:0.07693917410714286 he:0.04645647321428571 ,:0.022251674107142856 she:0.011997767857142858 very:0.011823381696428572 :0.7461983816964286
-of:0.18396734945325735 ,:0.07993223471430771 .:0.07015247189280764 to:0.0661481595564454 by:0.04027414138302787 that:0.027568150315724627 :0.5319574926844293
-the:0.25 a:0.10714285714285714 and:0.07142857142857142 ,:0.05357142857142857 then:0.03571428571428571 first:0.03571428571428571 :0.4464285714285714
-days:0.07404150545198734 in:0.057641575800211044 of:0.04110974322898347 .:0.04027435807245867 years:0.0375923320436159 for:0.03385508265916286 :0.7154854027435806
-,:0.25 been:0.125 ever:0.125 to:0.125 seeing:0.125 come:0.125 :0.125
-children:0.25 phaned:0.25 governments:0.25 ganized:0.25 :0.01
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