From ed3af7d037ca6606f3a2ab0493636d135bdfaaba Mon Sep 17 00:00:00 2001 From: Anna Nowak Date: Tue, 12 Apr 2022 10:01:45 +0200 Subject: [PATCH] test --- .../README.md | 9 - .../config.txt => config.txt | 0 .../dev-0 => dev-0}/expected.tsv | 0 .../dev-0 => dev-0}/in.tsv.xz | Bin dev-0/out.tsv | 3730 +++++++++++++++++ .../in-header.tsv => in-header.tsv | 0 notebook.ipynb | 163 - .../out-header.tsv => out-header.tsv | 0 run.py | 81 + .../test-A => test-A}/in.tsv.xz | Bin .../train => train}/expected.tsv | 0 .../train => train}/in.tsv.xz | Bin 12 files changed, 3811 insertions(+), 172 deletions(-) delete mode 100644 challenging-america-word-gap-prediction/README.md rename challenging-america-word-gap-prediction/config.txt => config.txt (100%) rename {challenging-america-word-gap-prediction/dev-0 => dev-0}/expected.tsv (100%) rename {challenging-america-word-gap-prediction/dev-0 => dev-0}/in.tsv.xz (100%) create mode 100644 dev-0/out.tsv rename challenging-america-word-gap-prediction/in-header.tsv => in-header.tsv (100%) delete mode 100644 notebook.ipynb rename challenging-america-word-gap-prediction/out-header.tsv => out-header.tsv (100%) create mode 100644 run.py rename {challenging-america-word-gap-prediction/test-A => test-A}/in.tsv.xz (100%) rename {challenging-america-word-gap-prediction/train => train}/expected.tsv (100%) rename {challenging-america-word-gap-prediction/train => train}/in.tsv.xz (100%) diff --git a/challenging-america-word-gap-prediction/README.md b/challenging-america-word-gap-prediction/README.md deleted file mode 100644 index 28328c1..0000000 --- a/challenging-america-word-gap-prediction/README.md +++ /dev/null @@ -1,9 +0,0 @@ -Challenging America word-gap prediction -=================================== - -Guess a word in a gap. - -Evaluation metric ------------------ - -LikelihoodHashed is the metric diff --git a/challenging-america-word-gap-prediction/config.txt b/config.txt similarity index 100% rename from challenging-america-word-gap-prediction/config.txt rename to config.txt diff --git a/challenging-america-word-gap-prediction/dev-0/expected.tsv b/dev-0/expected.tsv similarity index 100% rename from challenging-america-word-gap-prediction/dev-0/expected.tsv rename to dev-0/expected.tsv diff --git a/challenging-america-word-gap-prediction/dev-0/in.tsv.xz b/dev-0/in.tsv.xz similarity index 100% rename from challenging-america-word-gap-prediction/dev-0/in.tsv.xz rename to dev-0/in.tsv.xz diff --git a/dev-0/out.tsv b/dev-0/out.tsv new file mode 100644 index 0000000..340cd96 --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,3730 @@ +the:7.240274817670117e-09 None:2.9616805290836768e-09 it:2.5100202921059644e-09 he:1.7483598147368383e-09 in:1.5887975948081632e-09 i:1.5286001324780288e-09 :0.9999999824222668 +None:3.8547144577241354e-08 the:1.7481378728301504e-08 ``:1.3665336727493927e-08 and:7.942336947870346e-09 he:4.645799699067061e-09 in:4.344903819158825e-09 :0.9999999133730995 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da6f02d..0000000 --- a/notebook.ipynb +++ /dev/null @@ -1,163 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "unxz: challenging-america-word-gap-prediction/train/in.tsv.xz: No such file or directory\n", - "unxz: challenging-america-word-gap-prediction/test-A/in.tsv.xz: No such file or directory\n", - "unxz: challenging-america-word-gap-prediction/dev-0/in.tsv.xz: No such file or directory\n" - ] - } - ], - "source": [ - "!unxz challenging-america-word-gap-prediction/train/in.tsv.xz --keep\n", - "!unxz challenging-america-word-gap-prediction/test-A/in.tsv.xz --keep\n", - "!unxz challenging-america-word-gap-prediction/dev-0/in.tsv.xz --keep" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "expected.tsv in.tsv\n" - ] - } - ], - "source": [ - "!ls challenging-america-word-gap-prediction/train" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "All texts: 10\n", - "All labels: 10\n" - ] - } - ], - "source": [ - "import nltk\n", - "def get_texts():\n", - " with open(\"challenging-america-word-gap-prediction/train/in.tsv\", \"r\", encoding=\"UTF-8\") as f:\n", - " i = 0\n", - " while True:\n", - " i+=1\n", - " text = f.readline()\n", - " if(text == None or i > 10):\n", - " break\n", - " text = text.split('\\t')[6]\n", - " text = text.replace(\"-\\n\", \"\").replace(\"\\n\", \" \")\n", - " yield \n", - "\n", - "# def get_words():\n", - "# for text in get_texts():\n", - "# for word in nltk.word_tokenize(text):\n", - "# yield word\n", - "\n", - "def get_labels():\n", - " with open(\"challenging-america-word-gap-prediction/train/expected.tsv\", \"r\", encoding=\"UTF-8\") as f:\n", - " yield from f.readlines()[0:10]\n", - "\n", - "texts_sum = sum(1 for text in get_texts())\n", - "labels_sum = sum(1 for label in get_labels())\n", - "# words_sum = sum(1 for word in get_words())\n", - "print(f\"All texts: {texts_sum}\")\n", - "print(f\"All labels: {labels_sum}\")\n", - "# print(f\"All words: {words_sum}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "None\n", - "None\n", - "None\n", - "None\n", - "None\n", - "None\n", - "None\n", - "None\n", - "None\n", - "None\n" - ] - } - ], - "source": [ - "for text in get_texts():\n", - " print(text)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Model bigramowy odwrotny" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "class Model():\n", - " def __init__(self, vocab_size, UNK_token= ''):\n", - " pass\n", - " \n", - " def train(corpus:list) -> None:\n", - " pass\n", - " \n", - " def predict(text: list, probs: str) -> float:\n", - " pass" - ] - } - ], - "metadata": { - "interpreter": { - "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" - }, - "kernelspec": { - "display_name": "Python 3.8.5 64-bit", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.5" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/challenging-america-word-gap-prediction/out-header.tsv b/out-header.tsv similarity index 100% rename from challenging-america-word-gap-prediction/out-header.tsv rename to out-header.tsv diff --git a/run.py b/run.py new file mode 100644 index 0000000..686d1a5 --- /dev/null +++ b/run.py @@ -0,0 +1,81 @@ +#%% +import pandas as pd +from collections import defaultdict, Counter + +from sqlalchemy import true +from nltk import trigrams, word_tokenize, bigrams +import csv + +#%% +class Model: + def __init__(self): + self.model = defaultdict(lambda: defaultdict(lambda: 0)) + self.model_bi = defaultdict(lambda: defaultdict(lambda: 0)) + train_in = pd.read_csv("train/in.tsv.xz", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE)[[6, 7]] + train_expected = pd.read_csv("train/expected.tsv", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE) + data = pd.concat([train_in, train_expected], axis=1) + self.data = data[6] + data[0] + data[7] + self.data = self.data.apply(self.clean) + + def clean(self, text): + text = str(text).lower().strip().replace("’", "'").replace('\\n', " ").replace("'t", " not").replace("'s", " is").replace("'ll", " will").replace("'m", " am").replace("'ve", " have").replace(",", "").replace("-", "") + return text + + def train(self): + alpha = 0.7 + vocab = set() + for text in model.data: + words = word_tokenize(text) + for w1, w2, w3 in trigrams(words, pad_left=True, pad_right=True): + self.model[w1, w2][w3] += 1 + vocab.add(w1) + vocab.add(w2) + vocab.add(w3) + for w1, w2 in bigrams(words, pad_left=True, pad_right=True): + self.model_bi[w1][w2] +=1 + for w1, w2 in self.model: + total_count = float(sum(self.model[w1, w2].values())) + denominator = total_count * len(vocab) + for w in self.model[w1, w2]: + self.model[w1, w2][w] = self.model[w1, w2][w] / denominator * alpha + for w1 in self.model_bi: + total_count = float(sum(self.model_bi[w1].values())) + denominator = total_count * len(vocab) + for w in self.model_bi[w1]: + self.model_bi[w1][w] = self.model_bi[w1][w] / denominator * (1-alpha) + + def predict(self, words): + trigrams = Counter(dict(self.model[words])) + bigrams = Counter(dict(self.model_bi[words[-1]])) + predictions = dict((trigrams + bigrams).most_common(6)) + total_prob = 0 + + result = "" + for word, prob in predictions.items(): + total_prob += prob + result += f"{word}:{prob} " + + if len(result) == 0: + return "a:0.2 the:0.2 to:0.2 of:0.1 and:0.1 of:0.1 :0.1" + return result + f":{max(1-total_prob, 0.01)}" + +model = Model() + +#%% +model.data +model.train() + +#%% +def predict(model, path, result_path): + data = pd.read_csv(path, sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE)[7] + with open(result_path, "w+", encoding="UTF-8") as f: + for text in data: + words = word_tokenize(model.clean(text)) + if len(words) < 2: + prediction = "a:0.2 the:0.2 to:0.2 of:0.1 and:0.1 of:0.1 :0.1" + else: + prediction = model.predict((words[-2], words[-1])) + f.write(prediction + "\n") + +predict(model, "dev-0/in.tsv.xz", "dev-0/out.tsv") +predict(model, "test-A/in.tsv.xz", "test-A/out.tsv") \ No newline at end of file diff --git a/challenging-america-word-gap-prediction/test-A/in.tsv.xz b/test-A/in.tsv.xz similarity index 100% rename from challenging-america-word-gap-prediction/test-A/in.tsv.xz rename to test-A/in.tsv.xz diff --git a/challenging-america-word-gap-prediction/train/expected.tsv b/train/expected.tsv similarity index 100% rename from challenging-america-word-gap-prediction/train/expected.tsv rename to train/expected.tsv diff --git a/challenging-america-word-gap-prediction/train/in.tsv.xz b/train/in.tsv.xz similarity index 100% rename from challenging-america-word-gap-prediction/train/in.tsv.xz rename to train/in.tsv.xz