diff --git a/create_dictionary.py b/create_dictionary.py new file mode 100644 index 0000000..f1c0db0 --- /dev/null +++ b/create_dictionary.py @@ -0,0 +1,46 @@ +#!/usr/bin/python3 + + +import sys +import pickle +from tokenizator import tokenize + + +def main(): + dictionary = set() + train_y = [] + documents = [] + document_terms = {} + + counter = 0 + for line in sys.stdin: + #print(line) + if counter > 15000: + break + line = line.strip() + fields = line.split('\t') + if len(fields) < 2: + continue + label = fields[0].strip() + document = fields[1] + documents.append(document) + train_y.append(int(label)) + terms = tokenize(document) + document_terms[counter] = terms + + for t in terms: + dictionary.add(t) + counter += 1 + + word_to_index_mapping = {} + index = 1 + for w in dictionary: + word_to_index_mapping[w] = index + index += 1 + + model = (dictionary, documents, document_terms, word_to_index_mapping, train_y) + pickle.dump(model, open('dictionary.pkl', 'wb')) + + +if __name__ == 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--git a/geval b/geval new file mode 100755 index 0000000..b68b316 Binary files /dev/null and b/geval differ diff --git a/model.pkl b/model.pkl new file mode 100644 index 0000000..2cc4fb3 Binary files /dev/null and b/model.pkl differ diff --git a/predict.py b/predict.py new file mode 100644 index 0000000..48f6eb9 --- /dev/null +++ b/predict.py @@ -0,0 +1,31 @@ +import pickle +import sys +import torch +from tokenizator import tokenize + + +def get_x(line, weights, mapping): + terms = tokenize(line) + x = len(weights) * [0.] + x[len(weights) - 1] = 1 + for word in terms: + if word in mapping: + x[mapping[word]] += 1 + return torch.tensor(x, dtype=torch.float) + + +def main(): + w, word_to_index_mapping = pickle.load(open('model.pkl', 'rb')) + for line in sys.stdin: + line = line.strip() + x = get_x(line, w, word_to_index_mapping) + y = torch.sigmoid(x @ w) + if y > 0.85: + y = torch.tensor([0.85]) + elif y < 0.15: + y = torch.tensor([0.15]) + + print(y.item()) + + +main() diff --git 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0000000..52f6a9c --- /dev/null +++ b/tokenizator.py @@ -0,0 +1,18 @@ +import nltk +#nltk.download() +from nltk.corpus import stopwords + + +def tokenize(d): + + chars = ['.', '?', ';', ':', ',', '(', ')', '"', "'", '`', '``', "''", '/', '//', '!', '+', '-', '*', + '{', '}', '[', ']', '>', '<',"&", '~'] + d = d.replace('/', ' ').replace('\'','').replace('*', '').replace("\\n", ' ').replace('gt','').replace('.',' ').replace('_',' ').replace('-',' ') + #print(d) + tokens = nltk.word_tokenize(d) + + stops = stopwords.words('english') + deletethis = chars + stops + tokens = [x.lower() for x in tokens if x not in deletethis] + + return tokens diff --git a/train.py b/train.py new file mode 100644 index 0000000..1fd6b68 --- /dev/null +++ b/train.py @@ -0,0 +1,43 @@ +#!/usr/bin/python3 -W ignore::UserWarning + +import pickle +import torch + + +def parse_dataset(documents, document_terms, mapping, voc_len): + print('voc len = ', voc_len) + x = [] + for i in range(len(documents)): + features = voc_len * [0.] + # bias + features.append(1.0) + for word in document_terms[i]: + features[mapping[word]] += 1 + x.append(features) + return torch.tensor(x, dtype=torch.float) + + +def main(): + model = pickle.load(open('dictionary.pkl', 'rb')) + vocabulary, documents, document_terms, word_to_index_mapping, train_y = model + x = parse_dataset(documents, document_terms, word_to_index_mapping, len(vocabulary)) + y = torch.tensor(train_y, dtype=torch.float) + w = torch.randn(len(vocabulary) + 1, requires_grad=True) + learning_rate = torch.tensor(0.001) + counter = 0 + for _ in range(2500): + if counter % 10 == 0: + print(counter) + y_predicted = torch.sigmoid(x @ w) + cost = (-1 / y.size()[0]) * torch.sum(y * torch.log(y_predicted + 1e-10) + (1 - y) * torch.log(1 - y_predicted + 1e-10)) + cost.backward() + with torch.no_grad(): + w -= learning_rate * w.grad + w.requires_grad = True + counter += 1 + print(w) + model = (w, word_to_index_mapping) + pickle.dump(model, open('model.pkl', 'wb')) + + +main()