From 3f7d5b269ef93c04b8fa9d519faab7fb38b7bdff Mon Sep 17 00:00:00 2001 From: Marcin Kostrzewski Date: Thu, 15 Jun 2023 00:18:30 +0200 Subject: [PATCH] 444409 --- dev-0/out.tsv | 800 ++++++++++++++++++++++++++++++++ run.py | 164 +++++++ test-A/out.tsv | 1200 ++++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 2164 insertions(+) create mode 100644 dev-0/out.tsv create mode 100644 run.py create mode 100644 test-A/out.tsv diff --git a/dev-0/out.tsv b/dev-0/out.tsv new file mode 100644 index 0000000..ba3b1a1 --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,800 @@ +i i i to to the the the the the waste waste waste +in the of people people of the in in the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the +the was of the the the the the the the the the the the the the the the the the and and and and and the the the +in nuclear be be be be be plant plant nuclear +the the of the the the of and and and and and and and 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and and that that that that that that that and and the the the the the +the the of and and and and and and and the the that that that and and and and and and and and and and and and and and and and and and and +we must be start the +we need to to the the the we to to to more more more and and and and and that that that that that the the +if we we the we we we we we we the the the the the the the the the the +the 30 30 30 and and and and our +we we can to the the and and and and and and and is +if we our our our we our our +the the of the the to to to to to the the the the the the the and and and the the the the the the the the the the the the the the the the the the the the the the the the the diff --git a/run.py b/run.py new file mode 100644 index 0000000..d9dfee1 --- /dev/null +++ b/run.py @@ -0,0 +1,164 @@ +#!/usr/bin/env python +# coding: utf-8 + +# In[1]: + + +import lzma + +import pandas as pd +import numpy as np +from keras import optimizers +from keras.callbacks import ModelCheckpoint +from keras.layers import Dense, LSTM, Embedding, RepeatVector +from keras.models import Sequential, load_model +from keras.preprocessing.text import Tokenizer +from keras.utils import pad_sequences +from keras.backend import clear_session +get_ipython().run_line_magic('matplotlib', 'inline') +pd.set_option('display.max_colwidth', 200) + + +# In[2]: + + +import tensorflow as tf + +physical_devices = tf.config.list_physical_devices('GPU') +tf.config.experimental.set_memory_growth(physical_devices[0], enable=True) + + +# In[3]: + + +train_folder = 'wmt-2020-pl-en/train' + + +def read_xz_file(fname): + with lzma.open(fname, mode='rt', encoding='utf-8') as f: + return [line.strip() for line in f.readlines()] + + +train_data = read_xz_file(f'{train_folder}/in.tsv.xz') +train_labels = read_xz_file(f'{train_folder}/expected.tsv.xz') + + +# In[4]: + + +dev_folder = 'wmt-2020-pl-en/dev-0' + + +def read_file(fname): + with open(fname, mode='rt', encoding='utf-8') as f: + return [line.strip() for line in f.readlines()] + + +dev_data = read_file(f'{dev_folder}/in.tsv') +dev_labels = read_file(f'{dev_folder}/in.tsv') + + +# In[5]: + + +def tokenize(lines): + tokenizer = Tokenizer() + tokenizer.fit_on_texts(lines) + return tokenizer + + +src_tokenizer = tokenize(train_data) +src_vocab_size = len(src_tokenizer.word_index) + 1 +dst_tokenizer = tokenize(train_labels) +dst_vocab_size = len(dst_tokenizer.word_index) + 1 + + +# In[6]: + + +def encode_sequences(tokenizer, length, lines): + seq = tokenizer.texts_to_sequences(lines) + # pad sequences with 0 values + seq = pad_sequences(seq, maxlen=length, padding='post', value=0) + return seq + + +seq_len = 50 + + +# In[7]: + + +train_x = encode_sequences(src_tokenizer, seq_len, train_data) +train_y = encode_sequences(dst_tokenizer, seq_len, train_labels) + + +# In[8]: + + +hidden_size = 256 + +model = Sequential() +model.add(Embedding(src_vocab_size, hidden_size, input_length=seq_len, mask_zero=True)) +model.add(LSTM(hidden_size)) +model.add(RepeatVector(seq_len)) +model.add(LSTM(hidden_size, return_sequences=True)) +model.add(Dense(dst_vocab_size, activation='softmax')) + +rms = optimizers.RMSprop(learning_rate=0.001) +model.compile(optimizer=rms, loss='sparse_categorical_crossentropy') + + +# In[9]: + + +filename = 'model' + + +# In[ ]: + + +checkpoint = ModelCheckpoint(filename, monitor='val_loss', verbose=1, save_best_only=True, mode='min') + +model.fit( + train_x, + train_y.reshape(train_y.shape[0], train_y.shape[1], 1), + epochs=10, + batch_size=256, + validation_split=0.2, + callbacks=[checkpoint] +) + + +# In[28]: + + +dev_x = encode_sequences(src_tokenizer, seq_len, dev_data) +dev_y = encode_sequences(dst_tokenizer, seq_len, dev_labels) + +model = load_model(filename) +dev_preds = np.argmax(model.predict(dev_x), axis=-1) +dev_preds_texts = dst_tokenizer.sequences_to_texts(dev_preds) +with open(f'{dev_folder}/out.tsv', 'w') as f: + f.writelines(dev_preds_texts) + + +# In[27]: + + +dst_tokenizer.sequences_to_texts([dev_preds[0]]) + + +# In[ ]: + + +test_folder = 'wmt-2020-pl-en/test-A' + +test_data = read_file(f'{test_folder}/in.tsv') + +test_x = encode_sequences(src_tokenizer, seq_len, test_data) +test_preds = np.argmax(model.predict(test_x), axis=-1) +test_preds_texts = dst_tokenizer.sequences_to_texts(test_preds) +with open(f'{test_folder}/out.tsv', 'w') as f: + f.writelines(test_preds_texts) + diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..fe8da69 --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,1200 @@ +the the of of the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the the +the has has the the the the the the the the the the the the the the the the the the the the the the the the the the the to to to to the the the the the the +many many of have in in have to to to to to to to not not not not not not not not not not but but but but 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