From a37e5eda7c691acdc66ab7c024c1f1dd6a244920 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Mon, 26 Aug 2019 20:32:04 +0900 Subject: [PATCH 01/98] create data loader --- .gitignore | 220 +++++++++++++++++++++++++++++++++++++++++++++++++ data_loader.py | 116 ++++++++++++++++++++++++++ 2 files changed, 336 insertions(+) create mode 100644 .gitignore create mode 100644 data_loader.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..1e8efe2 --- /dev/null +++ b/.gitignore @@ -0,0 +1,220 @@ + +# Created by https://www.gitignore.io/api/vim,macos,python,windows,virtualenv +# Edit at https://www.gitignore.io/?templates=vim,macos,python,windows,virtualenv + +### macOS ### +# General +.DS_Store +.AppleDouble +.LSOverride + +# Icon must end with two \r +Icon + +# Thumbnails +._* + +# Files that might appear in the root of a volume +.DocumentRevisions-V100 +.fseventsd +.Spotlight-V100 +.TemporaryItems +.Trashes +.VolumeIcon.icns +.com.apple.timemachine.donotpresent + +# Directories potentially created on remote AFP share +.AppleDB +.AppleDesktop +Network Trash Folder +Temporary Items +.apdisk + +### Python ### +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# celery beat schedule file +celerybeat-schedule + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +### Vim ### +# Swap +[._]*.s[a-v][a-z] +[._]*.sw[a-p] +[._]s[a-rt-v][a-z] +[._]ss[a-gi-z] +[._]sw[a-p] + +# Session +Session.vim +Sessionx.vim + +# Temporary +.netrwhist +*~ +# Auto-generated tag files +tags +# Persistent undo +[._]*.un~ + +### VirtualEnv ### +# Virtualenv +# http://iamzed.com/2009/05/07/a-primer-on-virtualenv/ +[Bb]in +[Ii]nclude +[Ll]ib +[Ll]ib64 +[Ll]ocal +[Ss]cripts +pyvenv.cfg +pip-selfcheck.json + +### Windows ### +# Windows thumbnail cache files +Thumbs.db +Thumbs.db:encryptable +ehthumbs.db +ehthumbs_vista.db + +# Dump file +*.stackdump + +# Folder config file +[Dd]esktop.ini + +# Recycle Bin used on file shares +$RECYCLE.BIN/ + +# Windows Installer files +*.cab +*.msi +*.msix +*.msm +*.msp + +# Windows shortcuts +*.lnk + +# End of https://www.gitignore.io/api/vim,macos,python,windows,virtualenv + +datasets/ +.idea/ \ No newline at end of file diff --git a/data_loader.py b/data_loader.py new file mode 100644 index 0000000..f54a504 --- /dev/null +++ b/data_loader.py @@ -0,0 +1,116 @@ +import os +from urllib.request import urlretrieve + +from tqdm import tqdm + +import tensorflow as tf + + +class DataLoader: + DIR = None + CONFIG = { + 'wmt14/en-de': { + 'source_lang': 'en', + 'target_lang': 'de', + 'base_url': 'https://nlp.stanford.edu/projects/nmt/data/wmt14.en-de/', + 'train_files': ['train.en', 'train.de'], + 'vocab_files': ['vocab.50K.en', 'vocab.50K.de'], + 'dictionary_files': ['dict.en-de'], + 'test_files': [ + 'newstest2012.en', 'newstest2012.de', + 'newstest2013.en', 'newstest2013.de', + 'newstest2014.en', 'newstest2014.de', + 'newstest2015.en', 'newstest2015.de', + ] + } + } + + def __init__(self, dataset_name, data_dir): + if dataset_name is None or data_dir is None: + raise ValueError('dataset_name and data_dir must be defined') + if not os.path.exists(data_dir): + os.makedirs(data_dir) + self.DIR = data_dir + self.DATASET = dataset_name + + def load(self): + print('#1 download data') + self.download_dataset() + + print('#2 load data') + vocab_source, vocab_target = self.load_vocab() + + source_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][0])) + target_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][1])) + + print('#3 tokenize data') + source_sequences, source_tokenizer = self.tokenize(source_data, vocab_source) + target_sequences, target_tokenizer = self.tokenize(target_data, vocab_target) + + return source_sequences, source_tokenizer, target_sequences, target_tokenizer + + def download_dataset(self): + for file in (self.CONFIG[self.DATASET]['train_files'] + + self.CONFIG[self.DATASET]['vocab_files'] + + self.CONFIG[self.DATASET]['dictionary_files'] + + self.CONFIG[self.DATASET]['test_files']): + self._download(f"{self.CONFIG[self.DATASET]['base_url']}{file}") + + def _download(self, url): + path = os.path.join(self.DIR, url.split('/')[-1]) + if not os.path.exists(path): + with TqdmCustom(unit='B', unit_scale=True, unit_divisor=1024, miniters=1, desc=url) as t: + urlretrieve(url, path, t.update_to) + + def load_vocab(self): + vocabs = { + self.CONFIG[self.DATASET]['source_lang']: {}, + self.CONFIG[self.DATASET]['target_lang']: {} + } + + for vocab_file in self.CONFIG[self.DATASET]['vocab_files']: + vocab = {} + lang = vocab_file[:-2] + path = os.path.join(self.DIR, vocab_file) + + with open(path, 'r', encoding='utf-8') as f: + lines = f.read().strip().split('\n') + + if lines is None: + raise ValueError('Vocab file is invalid') + + for index, word in enumerate(lines, start=1): + vocab[word] = index + + vocabs[lang] = vocab + + return vocabs[self.CONFIG[self.DATASET]['source_lang']], vocabs[self.CONFIG[self.DATASET]['target_lang']] + + def load_data(self, path): + with open(path, encoding='utf-8') as f: + lines = f.read().strip().split('\n') + + if lines is None: + raise ValueError('Vocab file is invalid') + + return [f" {line} " for line in tqdm(lines)] + + def tokenize(self, data, vocab): + tokenizer = tf.keras.preprocessing.text.Tokenizer(filter='', oov_token='unk') + tokenizer.word_index = vocab + sequences = tokenizer.texts_to_sequences(data) + + max_length = max(len(sequence) for sequence in tqdm(sequences)) + + sequences = tf.keras.preprocessing.sequence.pad_sequence( # len(sequences), max_length + sequences=sequences, maxLen=max_length, padding='post' + ) + return sequences, tokenizer + + +class TqdmCustom(tqdm): + + def update_to(self, b=1, bsize=1, tsize=None): + if tsize is not None: + self.total = tsize + self.update(b * bsize - self.n) From 75c0ba407e3fa0c51cb318d49e1933d65b4ade9f Mon Sep 17 00:00:00 2001 From: strutive07 Date: Tue, 27 Aug 2019 14:03:23 +0900 Subject: [PATCH 02/98] add word2idx, idx2word, tokenizer typo fix --- data_loader.py | 47 +++++++++++++++++++++++++++++++++-------------- 1 file changed, 33 insertions(+), 14 deletions(-) diff --git a/data_loader.py b/data_loader.py index f54a504..f023294 100644 --- a/data_loader.py +++ b/data_loader.py @@ -38,14 +38,14 @@ def load(self): self.download_dataset() print('#2 load data') - vocab_source, vocab_target = self.load_vocab() + word2idx_source, idx2word_source, word2idx_target, idx2word_target = self.load_vocab() source_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][0])) target_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][1])) print('#3 tokenize data') - source_sequences, source_tokenizer = self.tokenize(source_data, vocab_source) - target_sequences, target_tokenizer = self.tokenize(target_data, vocab_target) + source_sequences, source_tokenizer = self.tokenize(source_data, word2idx_source, idx2word_source) + target_sequences, target_tokenizer = self.tokenize(target_data, word2idx_target, idx2word_target) return source_sequences, source_tokenizer, target_sequences, target_tokenizer @@ -63,14 +63,21 @@ def _download(self, url): urlretrieve(url, path, t.update_to) def load_vocab(self): - vocabs = { + word2idxs = { + self.CONFIG[self.DATASET]['source_lang']: {}, + self.CONFIG[self.DATASET]['target_lang']: {} + } + + idx2words = { self.CONFIG[self.DATASET]['source_lang']: {}, self.CONFIG[self.DATASET]['target_lang']: {} } for vocab_file in self.CONFIG[self.DATASET]['vocab_files']: - vocab = {} - lang = vocab_file[:-2] + word2idx = {} + idx2word = {} + + lang = vocab_file[-2:] path = os.path.join(self.DIR, vocab_file) with open(path, 'r', encoding='utf-8') as f: @@ -79,14 +86,24 @@ def load_vocab(self): if lines is None: raise ValueError('Vocab file is invalid') + # set padding to index 0 + word2idx[''] = 0 + idx2word[0] = '' + for index, word in enumerate(lines, start=1): - vocab[word] = index + word2idx[word] = index + idx2word[index] = word - vocabs[lang] = vocab + word2idxs[lang] = word2idx + idx2words[lang] = idx2word - return vocabs[self.CONFIG[self.DATASET]['source_lang']], vocabs[self.CONFIG[self.DATASET]['target_lang']] + return (word2idxs[self.CONFIG[self.DATASET]['source_lang']], + idx2words[self.CONFIG[self.DATASET]['source_lang']], + word2idxs[self.CONFIG[self.DATASET]['target_lang']], + idx2words[self.CONFIG[self.DATASET]['target_lang']]) def load_data(self, path): + print(f'load data from {path}') with open(path, encoding='utf-8') as f: lines = f.read().strip().split('\n') @@ -95,17 +112,19 @@ def load_data(self, path): return [f" {line} " for line in tqdm(lines)] - def tokenize(self, data, vocab): - tokenizer = tf.keras.preprocessing.text.Tokenizer(filter='', oov_token='unk') - tokenizer.word_index = vocab + def tokenize(self, data, word2idx, idx2word): + tokenizer = tf.keras.preprocessing.text.Tokenizer(filters='', oov_token='') + tokenizer.word_index = word2idx + tokenizer.index_word = idx2word sequences = tokenizer.texts_to_sequences(data) max_length = max(len(sequence) for sequence in tqdm(sequences)) - sequences = tf.keras.preprocessing.sequence.pad_sequence( # len(sequences), max_length - sequences=sequences, maxLen=max_length, padding='post' + sequences = tf.keras.preprocessing.sequence.pad_sequences( # len(sequences), max_length + sequences=sequences, maxlen=max_length, padding='post' ) return sequences, tokenizer + # TODO train, validation split function class TqdmCustom(tqdm): From 956fcc5b0f43cbbd13395ab3baef132afb16a03c Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sat, 31 Aug 2019 22:00:01 +0900 Subject: [PATCH 03/98] transformer model implementation. not tested just half implementation. i have to run this code after implement data loader and batch tester --- model.py | 279 +++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 279 insertions(+) create mode 100644 model.py diff --git a/model.py b/model.py new file mode 100644 index 0000000..b720610 --- /dev/null +++ b/model.py @@ -0,0 +1,279 @@ +import numpy as np +import tensorflow as tf + + +class Transformer(tf.keras.Model): + def __init__(self, + input_vocab_size, + target_vocab_size, + encoder_count, + decoder_count, + attention_head_count, + d_model, + d_point_wise_ff, + dropout_prob): + super(Transformer, self).__init__() + + # model hyper parameter variables + self.encoder_count = encoder_count + self.decoder_count = decoder_count + self.attention_head_count = attention_head_count + self.d_model = d_model, + self.d_point_wise_ff = d_point_wise_ff, + self.dropout_prob = dropout_prob + + self.encoder_embedding_layer = Embedding_layer(input_vocab_size, d_model) + self.encoder_embedding_dropout = tf.keras.layers.Dropout(dropout_prob) + self.decoder_embedding_layer = Embedding_layer(target_vocab_size, d_model) + self.decoder_embedding_dropout = tf.keras.layers.Dropout(dropout_prob) + + self.encoder_layers = [ + EncoderLayer( + attention_head_count, + d_model, + d_point_wise_ff, + dropout_prob + ) for _ in range(encoder_count) + ] + + self.decoder_layers = [ + DecoderLayer( + attention_head_count, + d_model, + d_point_wise_ff, + dropout_prob + )for _ in range(decoder_count) + ] + + self.linear = tf.keras.layers.Dense(target_vocab_size) + + def call(self, + input, + target, + input_padding_mask, + look_ahead_mask, + target_padding_mask): + encoder_tensor = self.encoder_embedding_layer(input) + encoder_tensor = self.encoder_embedding_dropout(encoder_tensor) + + for i in range(self.encoder_count): + encoder_tensor, _ = self.encoder_layers[i](encoder_tensor, input_padding_mask) + + target = self.decoder_embedding_layer(target) + decoder_tensor = self.decoder_embedding_dropout(target) + + for i in range(self.decoder_count): + decoder_tensor, _, _ = self.decoder_layers[i]( + decoder_tensor, + encoder_tensor, + look_ahead_mask, + target_padding_mask + ) + return self.linear(decoder_tensor) + + + +class EncoderLayer(tf.keras.layers.Layer): + def __init__(self, attention_head_count, d_model, d_point_wise_ff, dropout_prob): + super(EncoderLayer, self).__init__() + + # model hyper parameter variables + self.attention_head_count = attention_head_count + self.d_model = d_model + self.d_point_wise_ff = d_point_wise_ff + self.dropout_prob = dropout_prob + + self.multi_head_attention = MultiHeadAttention(attention_head_count, d_model, dropout_prob) + self.dropout_1 = tf.keras.layers.Dropout(dropout_prob) + self.layer_nomr_1 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + + self.position_wise_feed_forward_layer = PositionWiseFeedForwardLayer( + d_attention_dense, + d_model, + dropout_prob + ) + self.dropout_2 = tf.keras.layers.Dropout(dropout_prob) + self.layer_nomr_2 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + + + def call(self, input, mask): + output, attention = self.multi_head_attention(input, input, input, mask) + output = self.dropout_1(output) + output = self.layer_nomr_1(tf.add(input, output)) # residual network + + output = self.position_wise_feed_forward_layer(output) + output = self.dropout_2(output) + output = self.layer_norm_2(tf.add(input, output)) #residual network + + return output, attention + + +class DecoderLayer(tf.keras.layers.Layer): + def __init__(self, attention_head_count, d_model, d_point_wise_ff, dropout_prob): + super(DecoderLayer, self).__init__() + + # model hyper parameter variables + self.attention_head_count = attention_head_count + self.d_model = d_model + self.d_point_wise_ff = d_point_wise_ff + self.dropout_prob = dropout_prob + + self.masked_multi_head_attention = MultiHeadAttention(attention_head_count, d_model, dropout_prob) + self.dropout_1 = tf.keras.layers.Dropout(dropout_prob) + self.layer_nomr_1 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + + self.encoder_decoder_attention = MultiHeadAttention(attention_head_count, d_model, dropout_prob) + self.dropout_2 = tf.keras.layers.Dropout(dropout_prob) + self.layer_nomr_2 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + + self.position_wise_feed_forward_layer = PositionWiseFeedForwardLayer( + d_attention_dense, + d_model, + dropout_prob + ) + self.dropout_3 = tf.keras.layers.Dropout(dropout_prob) + self.layer_nomr_3 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + + def call(self, decoder_input, encoder_output, look_ahead_mask, padding_mask): + output, attention_1 = self.masked_multi_head_attention( + decoder_input, + decoder_input, + decoder_input, + look_ahead_mask + ) + output = self.dropout_1(output) + query = self.layer_norm_1(tf.add(decoder_input, output)) # residual network + + output, attention_2 = self.encoder_decoder_attention( + query, + encoder_output, + encoder_output, + padding_mask + ) + output = self.dropout_2(output) + encoder_decoder_attention_output = self.layer_norm_2(tf.add(output, query)) + + output = self.position_wise_feed_forward_layer(encoder_decoder_attention_output) + output = self.dropout_3(output) + output = self.layer_norm_3(tf.add(encoder_decoder_attention_output, output)) #residual network + + return output, attention_1, attention_2 + + +class PositionWiseFeedForwardLayer(tf.keras.layers.Layer): + def __init__(self, d_point_wise_ff, d_model, dropout_prob): + super(PositionWiseFeedForwardLayer, self).__init__() + self.w_1 = tf.keras.layers.Dense(d_point_wise_ff) + self.w_2 = tf.keras.layers.Dense(d_model) + self.dropout = tf.keras.layers.Dropout(dropout_prob) + + def call(self, input): + input = self.w_1(input) + input = tf.nn.relu(input) + input = self.dropout(input) + return self.w_2(input) + + +class MultiHeadAttention(tf.keras.layers.Layer): + def __init__(attention_head_count, d_model, dropout_prob): + super(MultiHeadAttention, self).__init__() + + # model hyper parameter variables + self.attention_head_count = attention_head_count + self.d_model = d_model + self.dropout_prob + + if d_model % attention_head_count != 0: + raise ValueError( + f"d_model({d_model}) % attention_head_count({attention_head_count}) is not zero." + f"d_model must be multiple of attention_head_count." + ) + + self.d_h = d_model // attention_head_count + + self.w_query = tf.keras.layers.Dense(d_model) + self.w_key = tf.keras.layers.Dense(d_model) + self.w_value = tf.keras.layers.Dense(d_model) + + self.scaled_dot_product = ScaledDotProductAttention() + + self.ff = tf.keras.layers.Dense(d_model) + + def call(self, query, key, value, mask=None): + query = self.w_query(query) + key = self.w_key(key) + value = self.w_value(value) + + query = self.split_head(query) + key = self.split_head(key) + value = self.split_head(value) + + output, attention = self.scaled_dot_product(query, key, value, mask) + output = self.concat_head(output) + + return self.ff(output), attention + + + def split_head(self, tensor): + # input tensor: (batch_size, seq_len, d_model) + return tf.transpose( + tf.reshape( + tensor, + (tf.shape(tensor)[0], -1, self.attention_head_count, self.d_h) + # tensor: (batch_size, seq_len_splited, attention_head_count, d_h) + ), + [0, 2, 1, 3] + # tensor: (batch_size, attention_head_count, seq_len_splited, d_h) + ) + + def concat_head(self, tensor): + return tf.reshape( + tf.transpose(tensor, [0, 2, 1, 3]), + (tf.shape(tensor)[0], -1, self.attention_head_count * self.d_h) + ) + +class ScaledDotProductAttention(tf.keras.layers.Layer): + def __init__(dropout_prob): + super(ScaledDotProductAttention, self).__init__() + + def call(self, query, key, value, mask=None): + matmul_q_and_transposed_k = tf.matmul(query, key, transpose_b=True) + scale = tf.sqrt(tf.cast(self.query[-1], dtype=tf.float32)) + scaled_attention_score = matmul_q_and_transposed_k / scale + + if mask is not None: + scaled_attention_score += (mask * -1e9) + + attention_weight = tf.nn.softmax(scaled_attention_score, axis=-1) + + return tf.matmul(attention_weight, v), attention_weight + + +class Embedding_layer(tf.keras.layers.Layer): + def __init__(vocab_size, d_model): + # model hyper parameter variables + self.vocab_size = vocab_size + self.d_model = d_model + + self.embedding = tf.keras.layers.Embedding(vocab,size, d_model) + + def call(self, sequences): + max_sequence_len = tf.shape(sequences)[0] + + output = self.embedding(sequences) * tf.sqrt(tf.cast(d_model, dtype=tf.float32)) + output += self.positional_encoding(max_sequence_len) + + def positional_encoding(self, max_len): + pos = np.expand_dims(np.arange(0, max_len), axis=1) + index = np.expand_dims(np.arange(0, self.d_model), axis=0) + + pe = self.angle(pos, index) + + pe[:, 0::2] = np.sin(pe[:, 0::2]) + pe[:, 1::2] = np.cos(pe[:, 1::2]) + + pe = np.expand_dims(pe, axis=0) + return tf.cast(pe, dtype=tf.float32) + + def angle(self, pos, index): + return pos / np.power(10000, (index - index % 2) / np.float32(self.d_model)) From a65d7e68cd3eef838b53cf6691770abf1b6b2467 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sat, 31 Aug 2019 22:24:26 +0900 Subject: [PATCH 04/98] fix typo --- model.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model.py b/model.py index b720610..c9a7bb7 100644 --- a/model.py +++ b/model.py @@ -42,7 +42,7 @@ def __init__(self, d_model, d_point_wise_ff, dropout_prob - )for _ in range(decoder_count) + ) for _ in range(decoder_count) ] self.linear = tf.keras.layers.Dense(target_vocab_size) From 54248f10ff684124f6cbc59f9c50385afe4eeaf9 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Mon, 2 Sep 2019 22:25:03 +0900 Subject: [PATCH 05/98] fix typo: scaled dot product attention shape typo, Embedding parameter typo --- model.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/model.py b/model.py index c9a7bb7..6972076 100644 --- a/model.py +++ b/model.py @@ -238,7 +238,7 @@ def __init__(dropout_prob): def call(self, query, key, value, mask=None): matmul_q_and_transposed_k = tf.matmul(query, key, transpose_b=True) - scale = tf.sqrt(tf.cast(self.query[-1], dtype=tf.float32)) + scale = tf.sqrt(tf.cast(tf.shape(self.query)[-1], dtype=tf.float32)) scaled_attention_score = matmul_q_and_transposed_k / scale if mask is not None: @@ -255,7 +255,7 @@ def __init__(vocab_size, d_model): self.vocab_size = vocab_size self.d_model = d_model - self.embedding = tf.keras.layers.Embedding(vocab,size, d_model) + self.embedding = tf.keras.layers.Embedding(vocab_size, d_model) def call(self, sequences): max_sequence_len = tf.shape(sequences)[0] From 5aca0b5ef53cc22743ce9a47129b55ac08a979b0 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Thu, 5 Sep 2019 10:40:16 +0900 Subject: [PATCH 06/98] Update greetings.yml --- .github/workflows/greetings.yml | 13 +++++++++++++ 1 file changed, 13 insertions(+) create mode 100644 .github/workflows/greetings.yml diff --git a/.github/workflows/greetings.yml b/.github/workflows/greetings.yml new file mode 100644 index 0000000..28ee6b2 --- /dev/null +++ b/.github/workflows/greetings.yml @@ -0,0 +1,13 @@ +name: Greetings + +on: [pull_request, issues] + +jobs: + greeting: + runs-on: ubuntu-latest + steps: + - uses: actions/first-interaction@v1 + with: + repo-token: ${{ secrets.GITHUB_TOKEN }} + issue-message: 'Message that will be displayed on users'' first issue' + pr-message: 'Message that will be displayed on users'' first pr' From 77292e7071ac7ab7c8b291d41d2bfed7cdfb7160 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sun, 8 Sep 2019 22:20:39 +0900 Subject: [PATCH 07/98] fix typo, add training mode to dropout layer --- model.py | 94 +++++++++++++++++++++++++++++--------------------------- 1 file changed, 48 insertions(+), 46 deletions(-) diff --git a/model.py b/model.py index 6972076..f6a93c4 100644 --- a/model.py +++ b/model.py @@ -42,7 +42,7 @@ def __init__(self, d_model, d_point_wise_ff, dropout_prob - ) for _ in range(decoder_count) + )for _ in range(decoder_count) ] self.linear = tf.keras.layers.Dense(target_vocab_size) @@ -52,22 +52,23 @@ def call(self, target, input_padding_mask, look_ahead_mask, - target_padding_mask): + target_padding_mask, + training + ): encoder_tensor = self.encoder_embedding_layer(input) - encoder_tensor = self.encoder_embedding_dropout(encoder_tensor) + encoder_tensor = self.encoder_embedding_dropout(encoder_tensor, training=training) for i in range(self.encoder_count): - encoder_tensor, _ = self.encoder_layers[i](encoder_tensor, input_padding_mask) - + encoder_tensor, _ = self.encoder_layers[i](encoder_tensor, input_padding_mask, training=training) target = self.decoder_embedding_layer(target) - decoder_tensor = self.decoder_embedding_dropout(target) - + decoder_tensor = self.decoder_embedding_dropout(target, training=training) for i in range(self.decoder_count): decoder_tensor, _, _ = self.decoder_layers[i]( decoder_tensor, encoder_tensor, look_ahead_mask, - target_padding_mask + target_padding_mask, + training=training ) return self.linear(decoder_tensor) @@ -85,24 +86,24 @@ def __init__(self, attention_head_count, d_model, d_point_wise_ff, dropout_prob) self.multi_head_attention = MultiHeadAttention(attention_head_count, d_model, dropout_prob) self.dropout_1 = tf.keras.layers.Dropout(dropout_prob) - self.layer_nomr_1 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + self.layer_norm_1 = tf.keras.layers.LayerNormalization(epsilon=1e-6) self.position_wise_feed_forward_layer = PositionWiseFeedForwardLayer( - d_attention_dense, + d_point_wise_ff, d_model, dropout_prob ) self.dropout_2 = tf.keras.layers.Dropout(dropout_prob) - self.layer_nomr_2 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + self.layer_norm_2 = tf.keras.layers.LayerNormalization(epsilon=1e-6) - def call(self, input, mask): + def call(self, input, mask, training): output, attention = self.multi_head_attention(input, input, input, mask) - output = self.dropout_1(output) - output = self.layer_nomr_1(tf.add(input, output)) # residual network + output = self.dropout_1(output, training=training) + output = self.layer_norm_1(tf.add(input, output)) # residual network output = self.position_wise_feed_forward_layer(output) - output = self.dropout_2(output) + output = self.dropout_2(output, training=training) output = self.layer_norm_2(tf.add(input, output)) #residual network return output, attention @@ -120,44 +121,43 @@ def __init__(self, attention_head_count, d_model, d_point_wise_ff, dropout_prob) self.masked_multi_head_attention = MultiHeadAttention(attention_head_count, d_model, dropout_prob) self.dropout_1 = tf.keras.layers.Dropout(dropout_prob) - self.layer_nomr_1 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + self.layer_norm_1 = tf.keras.layers.LayerNormalization(epsilon=1e-6) self.encoder_decoder_attention = MultiHeadAttention(attention_head_count, d_model, dropout_prob) self.dropout_2 = tf.keras.layers.Dropout(dropout_prob) - self.layer_nomr_2 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + self.layer_norm_2 = tf.keras.layers.LayerNormalization(epsilon=1e-6) self.position_wise_feed_forward_layer = PositionWiseFeedForwardLayer( - d_attention_dense, + d_point_wise_ff, d_model, dropout_prob ) self.dropout_3 = tf.keras.layers.Dropout(dropout_prob) - self.layer_nomr_3 = tf.keras.layers.LayerNormalization(epsilon=1e-6) + self.layer_norm_3 = tf.keras.layers.LayerNormalization(epsilon=1e-6) - def call(self, decoder_input, encoder_output, look_ahead_mask, padding_mask): + def call(self, decoder_input, encoder_output, look_ahead_mask, padding_mask, training): output, attention_1 = self.masked_multi_head_attention( decoder_input, decoder_input, decoder_input, look_ahead_mask ) - output = self.dropout_1(output) + output = self.dropout_1(output, training=training) query = self.layer_norm_1(tf.add(decoder_input, output)) # residual network - output, attention_2 = self.encoder_decoder_attention( query, encoder_output, encoder_output, padding_mask ) - output = self.dropout_2(output) + output = self.dropout_2(output, training=training) encoder_decoder_attention_output = self.layer_norm_2(tf.add(output, query)) output = self.position_wise_feed_forward_layer(encoder_decoder_attention_output) - output = self.dropout_3(output) + output = self.dropout_3(output, training=training) output = self.layer_norm_3(tf.add(encoder_decoder_attention_output, output)) #residual network - return output, attention_1, attention_2 + return output, attention_1, attention_2 class PositionWiseFeedForwardLayer(tf.keras.layers.Layer): @@ -165,23 +165,21 @@ def __init__(self, d_point_wise_ff, d_model, dropout_prob): super(PositionWiseFeedForwardLayer, self).__init__() self.w_1 = tf.keras.layers.Dense(d_point_wise_ff) self.w_2 = tf.keras.layers.Dense(d_model) - self.dropout = tf.keras.layers.Dropout(dropout_prob) def call(self, input): input = self.w_1(input) input = tf.nn.relu(input) - input = self.dropout(input) return self.w_2(input) class MultiHeadAttention(tf.keras.layers.Layer): - def __init__(attention_head_count, d_model, dropout_prob): + def __init__(self, attention_head_count, d_model, dropout_prob): super(MultiHeadAttention, self).__init__() # model hyper parameter variables self.attention_head_count = attention_head_count self.d_model = d_model - self.dropout_prob + self.dropout_prob = dropout_prob if d_model % attention_head_count != 0: raise ValueError( @@ -195,73 +193,77 @@ def __init__(attention_head_count, d_model, dropout_prob): self.w_key = tf.keras.layers.Dense(d_model) self.w_value = tf.keras.layers.Dense(d_model) - self.scaled_dot_product = ScaledDotProductAttention() + self.scaled_dot_product = ScaledDotProductAttention(self.d_h) self.ff = tf.keras.layers.Dense(d_model) def call(self, query, key, value, mask=None): + batch_size = tf.shape(query)[0] + query = self.w_query(query) key = self.w_key(key) value = self.w_value(value) - query = self.split_head(query) - key = self.split_head(key) - value = self.split_head(value) + query = self.split_head(query, batch_size) + key = self.split_head(key, batch_size) + value = self.split_head(value, batch_size) output, attention = self.scaled_dot_product(query, key, value, mask) - output = self.concat_head(output) + output = self.concat_head(output, batch_size) return self.ff(output), attention - def split_head(self, tensor): + def split_head(self, tensor, batch_size): # input tensor: (batch_size, seq_len, d_model) return tf.transpose( tf.reshape( tensor, - (tf.shape(tensor)[0], -1, self.attention_head_count, self.d_h) + (batch_size, -1, self.attention_head_count, self.d_h) # tensor: (batch_size, seq_len_splited, attention_head_count, d_h) ), [0, 2, 1, 3] # tensor: (batch_size, attention_head_count, seq_len_splited, d_h) ) - def concat_head(self, tensor): + def concat_head(self, tensor, batch_size): return tf.reshape( tf.transpose(tensor, [0, 2, 1, 3]), - (tf.shape(tensor)[0], -1, self.attention_head_count * self.d_h) + (batch_size, -1, self.attention_head_count * self.d_h)) ) class ScaledDotProductAttention(tf.keras.layers.Layer): - def __init__(dropout_prob): + def __init__(self, d_h): super(ScaledDotProductAttention, self).__init__() + self.d_h = d_h def call(self, query, key, value, mask=None): matmul_q_and_transposed_k = tf.matmul(query, key, transpose_b=True) - scale = tf.sqrt(tf.cast(tf.shape(self.query)[-1], dtype=tf.float32)) + scale = tf.sqrt(tf.cast(self.d_h, dtype=tf.float32)) scaled_attention_score = matmul_q_and_transposed_k / scale - if mask is not None: scaled_attention_score += (mask * -1e9) attention_weight = tf.nn.softmax(scaled_attention_score, axis=-1) - return tf.matmul(attention_weight, v), attention_weight + return tf.matmul(attention_weight, value), attention_weight class Embedding_layer(tf.keras.layers.Layer): - def __init__(vocab_size, d_model): + def __init__(self, vocab_size, d_model): # model hyper parameter variables + super(Embedding_layer, self).__init__() self.vocab_size = vocab_size self.d_model = d_model self.embedding = tf.keras.layers.Embedding(vocab_size, d_model) def call(self, sequences): - max_sequence_len = tf.shape(sequences)[0] - - output = self.embedding(sequences) * tf.sqrt(tf.cast(d_model, dtype=tf.float32)) + max_sequence_len = sequences.shape[1] + output = self.embedding(sequences) * tf.sqrt(tf.cast(self.d_model, dtype=tf.float32)) output += self.positional_encoding(max_sequence_len) + + return output def positional_encoding(self, max_len): pos = np.expand_dims(np.arange(0, max_len), axis=1) From 8e7eae77a16be462cc0d1cce4df21061b09721eb Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sun, 8 Sep 2019 22:21:26 +0900 Subject: [PATCH 08/98] add sequence save/load to pickle --- data_loader.py | 43 ++++++++++++++++++++++++++----------------- 1 file changed, 26 insertions(+), 17 deletions(-) diff --git a/data_loader.py b/data_loader.py index f023294..4fcdd82 100644 --- a/data_loader.py +++ b/data_loader.py @@ -4,7 +4,7 @@ from tqdm import tqdm import tensorflow as tf - +import pickle class DataLoader: DIR = None @@ -28,26 +28,35 @@ class DataLoader: def __init__(self, dataset_name, data_dir): if dataset_name is None or data_dir is None: raise ValueError('dataset_name and data_dir must be defined') - if not os.path.exists(data_dir): - os.makedirs(data_dir) self.DIR = data_dir self.DATASET = dataset_name def load(self): - print('#1 download data') - self.download_dataset() - - print('#2 load data') - word2idx_source, idx2word_source, word2idx_target, idx2word_target = self.load_vocab() - - source_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][0])) - target_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][1])) - - print('#3 tokenize data') - source_sequences, source_tokenizer = self.tokenize(source_data, word2idx_source, idx2word_source) - target_sequences, target_tokenizer = self.tokenize(target_data, word2idx_target, idx2word_target) - - return source_sequences, source_tokenizer, target_sequences, target_tokenizer + pickle_data_path = os.path.join(self.DIR, 'data.pickle') + if os.path.exists(pickle_data_path): + with open(pickle_data_path, 'rb') as f: + data_dict = pickle.load(f) + return ( + data_dict['source_sequences'], + data_dict['source_tokenizer'], + data_dict['target_sequences'], + data_dict['target_tokenizer'] + ) + else: + print('#1 download data') + self.download_dataset() + + print('#2 load data') + word2idx_source, idx2word_source, word2idx_target, idx2word_target = self.load_vocab() + + source_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][0])) + target_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][1])) + + print('#3 tokenize data') + source_sequences, source_tokenizer = self.tokenize(source_data, word2idx_source, idx2word_source) + target_sequences, target_tokenizer = self.tokenize(target_data, word2idx_target, idx2word_target) + + return source_sequences, source_tokenizer, target_sequences, target_tokenizer def download_dataset(self): for file in (self.CONFIG[self.DATASET]['train_files'] From c69195738f10c473aa91e53b8e72c3e7eea49895 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sun, 8 Sep 2019 22:22:22 +0900 Subject: [PATCH 09/98] Create utils.py --- utils.py | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) create mode 100644 utils.py diff --git a/utils.py b/utils.py new file mode 100644 index 0000000..f5fc23f --- /dev/null +++ b/utils.py @@ -0,0 +1,23 @@ +import tensorflow as tf + +class Mask: + @classmethod + def create_padding_mask(cls, sequences): + sequences = tf.cast(tf.math.equal(sequences, 0), dtype=tf.float32) + return sequences[:, tf.newaxis, tf.newaxis, :] + + @classmethod + def create_look_ahead_mask(cls, seq_len): + return 1 - tf.linalg.band_part(tf.ones((seq_len, seq_len)), -1, 0) + + @classmethod + def create_masks(cls, input, target): + encoder_padding_mask = Mask.create_padding_mask(input) + decoder_padding_mask = Mask.create_padding_mask(input) + + look_ahead_mask = tf.maximum( + Mask.create_look_ahead_mask(tf.shape(target)[1]), + Mask.create_padding_mask(target) + ) + + return encoder_padding_mask, look_ahead_mask, decoder_padding_mask From 888897ff3963af87e087b787bc31a13b51f18594 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sun, 8 Sep 2019 22:26:49 +0900 Subject: [PATCH 10/98] Create train.py --- train.py | 179 +++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 179 insertions(+) create mode 100644 train.py diff --git a/train.py b/train.py new file mode 100644 index 0000000..415ccf6 --- /dev/null +++ b/train.py @@ -0,0 +1,179 @@ +from __future__ import absolute_import, division, print_function, unicode_literals + +# colab mode +# try: +# %tensorflow_version 2.x +# except Exception: +# pass +# !pip install tensorflow_probability==0.8.0rc0 --upgrade + +import numpy as np +import tensorflow as tf +from sklearn.model_selection import train_test_split + +data_loader = DataLoader('wmt14/en-de', '/content/drive/My Drive/datasets') + +with tf.device('/CPU:0'): + source_sequences, source_tokenizer, target_sequences, target_tokenizer = data_loader.load() + +input_vocab_size = len(source_tokenizer.word_index) + 1 +target_vocab_size = len(target_tokenizer.word_index) + 1 +print('input vocab size: ', input_vocab_size) +print('target vocab size: ', target_vocab_size) + + +# hyper paramaters +TRAIN_RATIO = 0.9 +D_POINT_WISE_FF = 2048 +D_MODEL = 512 +ENCODER_COUNT = DECODER_COUNT = 6 +EPOCHS = 20 +ATTENTION_HEAD_COUNT = 8 +DROPOUT_PROB = 0.1 +BATCH_SIZE = 16 + +# for overfitting test hyper parameters +# BATCH_SIZE = 32 +# EPOCHS = 100 +DATA_LIMIT = None + +with tf.device('/CPU:0'): + source_sequences_train, source_sequences_val, target_sequences_train, target_sequences_val = train_test_split( + source_sequences, target_sequences, train_size=TRAIN_RATIO + ) + + if DATA_LIMIT is not None: + print('data size limit ON. limit size:', DATA_LIMIT) + source_sequences_train = source_sequences_train[:DATA_LIMIT] + target_sequences_train = target_sequences_train[:DATA_LIMIT] + + print('source_sequences_train', source_sequences_train.shape) + print('source_sequences_val', source_sequences_val.shape) + print('target_sequences_train', target_sequences_train.shape) + print('target_sequences_val', target_sequences_val.shape) + + print('train set size: ', source_sequences_train.shape[0]) + print('validation set size: ', source_sequences_val.shape[0]) + TRAIN_SET_SIZE = source_sequences_train.shape[0] + VALIDATION_SET_SIZE = source_sequences_val.shape[0] + SEQUENCE_MAX_LENGTH = source_sequences_val.shape[1] + + + +buffer_size = int(TRAIN_SET_SIZE * 0.3) +dataset = tf.data.Dataset.from_tensor_slices((source_sequences_train, target_sequences_train)).shuffle(buffer_size) +dataset = dataset.batch(BATCH_SIZE) +dataset = dataset.prefetch(tf.data.experimental.AUTOTUNE) + + transformer = Transformer( + input_vocab_size=input_vocab_size, + target_vocab_size=target_vocab_size, + encoder_count=ENCODER_COUNT, + decoder_count=DECODER_COUNT, + attention_head_count=ATTENTION_HEAD_COUNT, + d_model=D_MODEL, + d_point_wise_ff=D_POINT_WISE_FF, + dropout_prob=DROPOUT_PROB + ) + +learning_rate = CustomSchedule(D_MODEL) +optimizer = tf.optimizers.Adam(learning_rate, beta_1=0.9, beta_2=0.98, epsilon=1e-9) +loss_object = tf.losses.SparseCategoricalCrossentropy(from_logits=True, reduction='none') + +import time +import datetime +from google.colab import files + +current_day = datetime.datetime.now().strftime("%Y%m%d") +train_log_dir = '/content/drive/My Drive/logs/gradient_tape/' + current_day + '/train' +os.makedirs(train_log_dir, exist_ok=True) +train_summary_writer = tf.summary.create_file_writer(train_log_dir) + +trainer = Trainer( + model=transformer, + loss_object=loss_object, + optimizer=optimizer +) +if trainer.checkpoint_manager.latest_checkpoint: + print("Restored from {}".format(trainer.checkpoint_manager.latest_checkpoint)) +else: + print("Initializing from scratch.") + +trainer.checkpoint.restore( + trainer.checkpoint_manager.latest_checkpoint +) + +for epoch in range(EPOCHS): + start = time.time() + print('start learning') + + for (batch, (input, target)) in enumerate(dataset): + loss = trainer.train_step(input, target) + trainer.checkpoint.step.assign_add(1) + if batch % 50 == 0: + print(f"Epoch: {epoch}, Batch: {batch}, " + f"Loss:{trainer.train_loss.result()}, Accuracy: {trainer.train_accuracy.result()}") + print(f"Epoch: {epoch} Loss:{trainer.train_loss.result()}, Accuracy: {trainer.train_accuracy.result()}, time: {time.time() - start} sec") + with train_summary_writer.as_default(): + tf.summary.scalar('train_loss', trainer.train_loss.result(), step=epoch) + tf.summary.scalar('train_accuracy', trainer.train_accuracy.result(), step=epoch) + + trainer.checkpoint_manager.save() + + trainer.train_loss.reset_states() + trainer.train_accuracy.reset_states() + trainer.validation_loss.reset_states() + trainer.validation_accuracy.reset_states() +trainer.checkpoint_manager.save() + +class Trainer: + def __init__(self, model, loss_object, optimizer, checkpoint_dir='/content/drive/My Drive/checkpoints'): + self.model = model + self.loss_object = loss_object + self.optimizer = optimizer + self.checkpoint_dir = checkpoint_dir + os.makedirs(self.checkpoint_dir, exist_ok=True) +# self.checkpoint = tf.train.Checkpoint(optimizer=self.optimizer, model=self.model) + self.checkpoint = tf.train.Checkpoint(step=tf.Variable(1), optimizer=self.optimizer, model=self.model) + self.checkpoint_manager = tf.train.CheckpointManager(self.checkpoint, self.checkpoint_dir, max_to_keep=3) + + # metrics + self.train_loss = tf.keras.metrics.Mean('train_loss', dtype=tf.float32) + self.train_accuracy = tf.keras.metrics.SparseCategoricalAccuracy('train_accuracy') + self.validation_loss = tf.keras.metrics.Mean('validation_loss', dtype=tf.float32) + self.validation_accuracy = tf.keras.metrics.SparseCategoricalAccuracy('validation_accuracy') + + def train_step(self, input, target): + target_include_start = target[:, :-1] + target_include_end = target[:, 1:] + encoder_padding_mask, look_ahead_mask, decoder_padding_mask = Mask.create_masks( + input, target_include_start + ) + + with tf.GradientTape() as tape: + pred = self.model.call( + input=input, + target=target_include_start, + input_padding_mask=encoder_padding_mask, + look_ahead_mask=look_ahead_mask, + target_padding_mask=decoder_padding_mask, + training=True + ) + + loss = self.loss_function(target_include_end, pred) + gradients = tape.gradient(loss, self.model.trainable_variables) + self.optimizer.apply_gradients(zip(gradients, self.model.trainable_variables)) + + self.train_loss(loss) + self.train_accuracy(target_include_end, pred) + + return tf.reduce_mean(loss) + + def loss_function(self, real, pred): + mask = tf.math.logical_not(tf.math.equal(real, 0)) + loss = self.loss_object(real, pred) + + mask = tf.cast(mask, dtype=loss.dtype) + + loss *= mask + return tf.reduce_mean(loss) From 3c6aac74a474e2f227f965301f0d1a5a0076b880 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Mon, 9 Sep 2019 13:30:39 +0900 Subject: [PATCH 11/98] change dir to Relative path --- train.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/train.py b/train.py index 415ccf6..a880ff0 100644 --- a/train.py +++ b/train.py @@ -11,7 +11,7 @@ import tensorflow as tf from sklearn.model_selection import train_test_split -data_loader = DataLoader('wmt14/en-de', '/content/drive/My Drive/datasets') +data_loader = DataLoader('wmt14/en-de', './datasets') with tf.device('/CPU:0'): source_sequences, source_tokenizer, target_sequences, target_tokenizer = data_loader.load() @@ -85,7 +85,7 @@ from google.colab import files current_day = datetime.datetime.now().strftime("%Y%m%d") -train_log_dir = '/content/drive/My Drive/logs/gradient_tape/' + current_day + '/train' +train_log_dir = './logs/gradient_tape/' + current_day + '/train' os.makedirs(train_log_dir, exist_ok=True) train_summary_writer = tf.summary.create_file_writer(train_log_dir) @@ -127,7 +127,7 @@ trainer.checkpoint_manager.save() class Trainer: - def __init__(self, model, loss_object, optimizer, checkpoint_dir='/content/drive/My Drive/checkpoints'): + def __init__(self, model, loss_object, optimizer, checkpoint_dir='./checkpoints'): self.model = model self.loss_object = loss_object self.optimizer = optimizer From f4942c276cce68906cb707ef8417d4df58aa0a12 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Mon, 9 Sep 2019 13:34:57 +0900 Subject: [PATCH 12/98] remove f string to run in python 3.5 --- data_loader.py | 6 +++--- model.py | 5 +++-- train.py | 8 ++++---- 3 files changed, 10 insertions(+), 9 deletions(-) diff --git a/data_loader.py b/data_loader.py index 4fcdd82..117c4f8 100644 --- a/data_loader.py +++ b/data_loader.py @@ -63,7 +63,7 @@ def download_dataset(self): + self.CONFIG[self.DATASET]['vocab_files'] + self.CONFIG[self.DATASET]['dictionary_files'] + self.CONFIG[self.DATASET]['test_files']): - self._download(f"{self.CONFIG[self.DATASET]['base_url']}{file}") + self._download("{}{}".format(self.CONFIG[self.DATASET]['base_url'], file)) def _download(self, url): path = os.path.join(self.DIR, url.split('/')[-1]) @@ -112,14 +112,14 @@ def load_vocab(self): idx2words[self.CONFIG[self.DATASET]['target_lang']]) def load_data(self, path): - print(f'load data from {path}') + print('load data from {}'.format(path)) with open(path, encoding='utf-8') as f: lines = f.read().strip().split('\n') if lines is None: raise ValueError('Vocab file is invalid') - return [f" {line} " for line in tqdm(lines)] + return [" {} ".format(line) for line in tqdm(lines)] def tokenize(self, data, word2idx, idx2word): tokenizer = tf.keras.preprocessing.text.Tokenizer(filters='', oov_token='') diff --git a/model.py b/model.py index f6a93c4..d48fa7e 100644 --- a/model.py +++ b/model.py @@ -183,8 +183,9 @@ def __init__(self, attention_head_count, d_model, dropout_prob): if d_model % attention_head_count != 0: raise ValueError( - f"d_model({d_model}) % attention_head_count({attention_head_count}) is not zero." - f"d_model must be multiple of attention_head_count." + "d_model({}) % attention_head_count({}) is not zero.d_model must be multiple of attention_head_count.".format( + d_model, attention_head_count + ) ) self.d_h = d_model // attention_head_count diff --git a/train.py b/train.py index a880ff0..9af60e7 100644 --- a/train.py +++ b/train.py @@ -82,7 +82,6 @@ import time import datetime -from google.colab import files current_day = datetime.datetime.now().strftime("%Y%m%d") train_log_dir = './logs/gradient_tape/' + current_day + '/train' @@ -111,9 +110,10 @@ loss = trainer.train_step(input, target) trainer.checkpoint.step.assign_add(1) if batch % 50 == 0: - print(f"Epoch: {epoch}, Batch: {batch}, " - f"Loss:{trainer.train_loss.result()}, Accuracy: {trainer.train_accuracy.result()}") - print(f"Epoch: {epoch} Loss:{trainer.train_loss.result()}, Accuracy: {trainer.train_accuracy.result()}, time: {time.time() - start} sec") + print("Epoch: {}, Batch: {}, Loss:{}, Accuracy: {}".format(epoch, batch, trainer.train_loss.result(), trainer.train_accuracy.result())) + print("Epoch: {} Loss:{}, Accuracy: {}, time: {} sec". format( + epoch, trainer.train_loss.result(), trainer.train_accuracy.result(), time.time() - start + )) with train_summary_writer.as_default(): tf.summary.scalar('train_loss', trainer.train_loss.result(), step=epoch) tf.summary.scalar('train_accuracy', trainer.train_accuracy.result(), step=epoch) From 02044fcab5e0586aa44cd6732fb1be706aa50fef Mon Sep 17 00:00:00 2001 From: strutive07 Date: Mon, 9 Sep 2019 13:37:35 +0900 Subject: [PATCH 13/98] move Trainer class to utils --- train.py | 59 +++++------------------------------------------- utils.py | 68 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 73 insertions(+), 54 deletions(-) diff --git a/train.py b/train.py index 9af60e7..cce2076 100644 --- a/train.py +++ b/train.py @@ -10,6 +10,9 @@ import numpy as np import tensorflow as tf from sklearn.model_selection import train_test_split +from utils import Mask, CustomSchedule, Trainer +from data_loader import DataLoader +from model import * data_loader = DataLoader('wmt14/en-de', './datasets') @@ -65,7 +68,7 @@ dataset = dataset.batch(BATCH_SIZE) dataset = dataset.prefetch(tf.data.experimental.AUTOTUNE) - transformer = Transformer( +transformer = Transformer( input_vocab_size=input_vocab_size, target_vocab_size=target_vocab_size, encoder_count=ENCODER_COUNT, @@ -74,7 +77,7 @@ d_model=D_MODEL, d_point_wise_ff=D_POINT_WISE_FF, dropout_prob=DROPOUT_PROB - ) +) learning_rate = CustomSchedule(D_MODEL) optimizer = tf.optimizers.Adam(learning_rate, beta_1=0.9, beta_2=0.98, epsilon=1e-9) @@ -125,55 +128,3 @@ trainer.validation_loss.reset_states() trainer.validation_accuracy.reset_states() trainer.checkpoint_manager.save() - -class Trainer: - def __init__(self, model, loss_object, optimizer, checkpoint_dir='./checkpoints'): - self.model = model - self.loss_object = loss_object - self.optimizer = optimizer - self.checkpoint_dir = checkpoint_dir - os.makedirs(self.checkpoint_dir, exist_ok=True) -# self.checkpoint = tf.train.Checkpoint(optimizer=self.optimizer, model=self.model) - self.checkpoint = tf.train.Checkpoint(step=tf.Variable(1), optimizer=self.optimizer, model=self.model) - self.checkpoint_manager = tf.train.CheckpointManager(self.checkpoint, self.checkpoint_dir, max_to_keep=3) - - # metrics - self.train_loss = tf.keras.metrics.Mean('train_loss', dtype=tf.float32) - self.train_accuracy = tf.keras.metrics.SparseCategoricalAccuracy('train_accuracy') - self.validation_loss = tf.keras.metrics.Mean('validation_loss', dtype=tf.float32) - self.validation_accuracy = tf.keras.metrics.SparseCategoricalAccuracy('validation_accuracy') - - def train_step(self, input, target): - target_include_start = target[:, :-1] - target_include_end = target[:, 1:] - encoder_padding_mask, look_ahead_mask, decoder_padding_mask = Mask.create_masks( - input, target_include_start - ) - - with tf.GradientTape() as tape: - pred = self.model.call( - input=input, - target=target_include_start, - input_padding_mask=encoder_padding_mask, - look_ahead_mask=look_ahead_mask, - target_padding_mask=decoder_padding_mask, - training=True - ) - - loss = self.loss_function(target_include_end, pred) - gradients = tape.gradient(loss, self.model.trainable_variables) - self.optimizer.apply_gradients(zip(gradients, self.model.trainable_variables)) - - self.train_loss(loss) - self.train_accuracy(target_include_end, pred) - - return tf.reduce_mean(loss) - - def loss_function(self, real, pred): - mask = tf.math.logical_not(tf.math.equal(real, 0)) - loss = self.loss_object(real, pred) - - mask = tf.cast(mask, dtype=loss.dtype) - - loss *= mask - return tf.reduce_mean(loss) diff --git a/utils.py b/utils.py index f5fc23f..5520bc1 100644 --- a/utils.py +++ b/utils.py @@ -21,3 +21,71 @@ def create_masks(cls, input, target): ) return encoder_padding_mask, look_ahead_mask, decoder_padding_mask + + +class CustomSchedule(tf.keras.optimizers.schedules.LearningRateSchedule): + def __init__(self, d_model, warmup_steps=4000): + super(CustomSchedule, self).__init__() + self.d_model = d_model + self.d_model = tf.cast(self.d_model, tf.float32) + + self.warmup_steps = warmup_steps + + def __call__(self, step): + arg1 = tf.math.rsqrt(step) + arg2 = step * (self.warmup_steps ** -1.5) + + return tf.math.rsqrt(self.d_model) * tf.math.minimum(arg1, arg2) + + +class Trainer: + def __init__(self, model, loss_object, optimizer, checkpoint_dir='./checkpoints'): + self.model = model + self.loss_object = loss_object + self.optimizer = optimizer + self.checkpoint_dir = checkpoint_dir + os.makedirs(self.checkpoint_dir, exist_ok=True) + # self.checkpoint = tf.train.Checkpoint(optimizer=self.optimizer, model=self.model) + self.checkpoint = tf.train.Checkpoint(step=tf.Variable(1), optimizer=self.optimizer, model=self.model) + self.checkpoint_manager = tf.train.CheckpointManager(self.checkpoint, self.checkpoint_dir, max_to_keep=3) + + # metrics + self.train_loss = tf.keras.metrics.Mean('train_loss', dtype=tf.float32) + self.train_accuracy = tf.keras.metrics.SparseCategoricalAccuracy('train_accuracy') + self.validation_loss = tf.keras.metrics.Mean('validation_loss', dtype=tf.float32) + self.validation_accuracy = tf.keras.metrics.SparseCategoricalAccuracy('validation_accuracy') + + def train_step(self, input, target): + target_include_start = target[:, :-1] + target_include_end = target[:, 1:] + encoder_padding_mask, look_ahead_mask, decoder_padding_mask = Mask.create_masks( + input, target_include_start + ) + + with tf.GradientTape() as tape: + pred = self.model.call( + input=input, + target=target_include_start, + input_padding_mask=encoder_padding_mask, + look_ahead_mask=look_ahead_mask, + target_padding_mask=decoder_padding_mask, + training=True + ) + + loss = self.loss_function(target_include_end, pred) + gradients = tape.gradient(loss, self.model.trainable_variables) + self.optimizer.apply_gradients(zip(gradients, self.model.trainable_variables)) + + self.train_loss(loss) + self.train_accuracy(target_include_end, pred) + + return tf.reduce_mean(loss) + + def loss_function(self, real, pred): + mask = tf.math.logical_not(tf.math.equal(real, 0)) + loss = self.loss_object(real, pred) + + mask = tf.cast(mask, dtype=loss.dtype) + + loss *= mask + return tf.reduce_mean(loss) \ No newline at end of file From 7c7311e54d21062c47621eb03817927f42015b28 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Mon, 9 Sep 2019 13:40:14 +0900 Subject: [PATCH 14/98] fix typo --- model.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/model.py b/model.py index d48fa7e..c694ab8 100644 --- a/model.py +++ b/model.py @@ -213,7 +213,6 @@ def call(self, query, key, value, mask=None): output = self.concat_head(output, batch_size) return self.ff(output), attention - def split_head(self, tensor, batch_size): # input tensor: (batch_size, seq_len, d_model) @@ -229,10 +228,11 @@ def split_head(self, tensor, batch_size): def concat_head(self, tensor, batch_size): return tf.reshape( - tf.transpose(tensor, [0, 2, 1, 3]), - (batch_size, -1, self.attention_head_count * self.d_h)) + tf.transpose(tensor, [0, 2, 1, 3]), + (batch_size, -1, self.attention_head_count * self.d_h) ) + class ScaledDotProductAttention(tf.keras.layers.Layer): def __init__(self, d_h): super(ScaledDotProductAttention, self).__init__() From d9e7dc5c9d9b60e0ca68bf677f45432bc26907be Mon Sep 17 00:00:00 2001 From: strutive07 Date: Mon, 9 Sep 2019 13:42:23 +0900 Subject: [PATCH 15/98] env install script --- ..._cuda10_cudnn7_tensorflow2.0rc0_install.sh | 43 +++++++++++++++++++ 1 file changed, 43 insertions(+) create mode 100755 ubuntu16_04_cuda10_cudnn7_tensorflow2.0rc0_install.sh diff --git a/ubuntu16_04_cuda10_cudnn7_tensorflow2.0rc0_install.sh b/ubuntu16_04_cuda10_cudnn7_tensorflow2.0rc0_install.sh new file mode 100755 index 0000000..0cf095d --- /dev/null +++ b/ubuntu16_04_cuda10_cudnn7_tensorflow2.0rc0_install.sh @@ -0,0 +1,43 @@ +#!/usr/bin/env bash +sudo apt-get install gnupg-curl +wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/cuda-repo-ubuntu1604_10.0.130-1_amd64.deb +sudo dpkg -i cuda-repo-ubuntu1604_10.0.130-1_amd64.deb +sudo apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/7fa2af80.pub +sudo apt-get update +wget http://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64/nvidia-machine-learning-repo-ubuntu1604_1.0.0-1_amd64.deb +sudo apt install ./nvidia-machine-learning-repo-ubuntu1604_1.0.0-1_amd64.deb +sudo apt-get update + +# Install NVIDIA driver +# Issue with driver install requires creating /usr/lib/nvidia +sudo mkdir /usr/lib/nvidia +sudo apt-get install --no-install-recommends nvidia-410 +# Reboot. Check that GPUs are visible using the command: nvidia-smi + +# Install development and runtime libraries (~4GB) +sudo apt-get install --no-install-recommends \ + cuda-10-0 \ + libcudnn7=7.4.1.5-1+cuda10.0 \ + libcudnn7-dev=7.4.1.5-1+cuda10.0 + + +# Install TensorRT. Requires that libcudnn7 is installed above. +sudo apt-get update && \ + sudo apt-get install nvinfer-runtime-trt-repo-ubuntu1604-5.0.2-ga-cuda10.0 \ + && sudo apt-get update \ + && sudo apt-get install -y --no-install-recommends libnvinfer-dev=5.0.2-1+cuda10.0 + +nvidia-smi +python3 -V + +sudo apt-get install language-pack-ko -y +sudo locale-gen ko_KR.UTF-8 +sudo apt install python3-dev python3-pip -y +sudo pip3 install -U virtualenv # system-wide install +virtualenv --system-site-packages -p python3 ./venv +source ./venv/bin/activate + +python -V +pip install --upgrade pip +pip install tensorflow-gpu==2.0.0-rc0 skleran jupyter tqdm +python -c "import tensorflow as tf;print(tf.reduce_sum(tf.random.normal([1000, 1000])))" \ No newline at end of file From d121fb6408d571a277700668e32328263b596823 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Mon, 9 Sep 2019 13:51:19 +0900 Subject: [PATCH 16/98] fix imports --- data_loader.py | 10 ++++++++++ model.py | 2 +- 2 files changed, 11 insertions(+), 1 deletion(-) diff --git a/data_loader.py b/data_loader.py index 117c4f8..b039f56 100644 --- a/data_loader.py +++ b/data_loader.py @@ -56,6 +56,16 @@ def load(self): source_sequences, source_tokenizer = self.tokenize(source_data, word2idx_source, idx2word_source) target_sequences, target_tokenizer = self.tokenize(target_data, word2idx_target, idx2word_target) + with open(pickle_data_path, 'wb') as f: + data_dict = { + 'source_sequences': source_sequences, + 'source_tokenizer': source_tokenizer, + 'target_sequences': target_sequences, + 'target_tokenizer': target_tokenizer + } + + pickle.dump(data_dict, f) + return source_sequences, source_tokenizer, target_sequences, target_tokenizer def download_dataset(self): diff --git a/model.py b/model.py index c694ab8..45e7ac9 100644 --- a/model.py +++ b/model.py @@ -1,6 +1,6 @@ import numpy as np import tensorflow as tf - +import os class Transformer(tf.keras.Model): def __init__(self, From d9e8cfc4a43570a3db1c48288df1eb389b5de059 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Mon, 9 Sep 2019 13:57:16 +0900 Subject: [PATCH 17/98] fix imports --- utils.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/utils.py b/utils.py index 5520bc1..9509d7b 100644 --- a/utils.py +++ b/utils.py @@ -1,3 +1,4 @@ +import os import tensorflow as tf class Mask: @@ -88,4 +89,4 @@ def loss_function(self, real, pred): mask = tf.cast(mask, dtype=loss.dtype) loss *= mask - return tf.reduce_mean(loss) \ No newline at end of file + return tf.reduce_mean(loss) From 391e9dc651fc9cd16a6f468ca13a85045d04c93a Mon Sep 17 00:00:00 2001 From: strutive07 Date: Wed, 11 Sep 2019 00:14:40 +0900 Subject: [PATCH 18/98] add distributed training --- distributed_train.py | 138 +++++++++++++++++++++++++++++++++++++++++++ utils.py | 29 +++++++-- 2 files changed, 162 insertions(+), 5 deletions(-) create mode 100644 distributed_train.py diff --git a/distributed_train.py b/distributed_train.py new file mode 100644 index 0000000..1962e87 --- /dev/null +++ b/distributed_train.py @@ -0,0 +1,138 @@ +from __future__ import absolute_import, division, print_function, unicode_literals + +# colab mode +# try: +# %tensorflow_version 2.x +# except Exception: +# pass +# !pip install tensorflow_probability==0.8.0rc0 --upgrade + +import numpy as np +import tensorflow as tf +from sklearn.model_selection import train_test_split +from utils import Mask, CustomSchedule, Trainer +from data_loader import DataLoader +from model import * + +data_loader = DataLoader('wmt14/en-de', './datasets') + +with tf.device('/CPU:0'): + source_sequences, source_tokenizer, target_sequences, target_tokenizer = data_loader.load() + +input_vocab_size = len(source_tokenizer.word_index) + 1 +target_vocab_size = len(target_tokenizer.word_index) + 1 +print('input vocab size: ', input_vocab_size) +print('target vocab size: ', target_vocab_size) + +# hyper paramaters +TRAIN_RATIO = 0.9 +D_POINT_WISE_FF = 2048 +D_MODEL = 512 +ENCODER_COUNT = DECODER_COUNT = 6 +EPOCHS = 20 +ATTENTION_HEAD_COUNT = 8 +DROPOUT_PROB = 0.1 +BATCH_SIZE = 64 + +# for overfitting test hyper parameters +# BATCH_SIZE = 32 +# EPOCHS = 100 +DATA_LIMIT = None + +with tf.device('/CPU:0'): + source_sequences_train, source_sequences_val, target_sequences_train, target_sequences_val = train_test_split( + source_sequences, target_sequences, train_size=TRAIN_RATIO + ) + + if DATA_LIMIT is not None: + print('data size limit ON. limit size:', DATA_LIMIT) + source_sequences_train = source_sequences_train[:DATA_LIMIT] + target_sequences_train = target_sequences_train[:DATA_LIMIT] + + print('source_sequences_train', source_sequences_train.shape) + print('source_sequences_val', source_sequences_val.shape) + print('target_sequences_train', target_sequences_train.shape) + print('target_sequences_val', target_sequences_val.shape) + + print('train set size: ', source_sequences_train.shape[0]) + print('validation set size: ', source_sequences_val.shape[0]) + TRAIN_SET_SIZE = source_sequences_train.shape[0] + VALIDATION_SET_SIZE = source_sequences_val.shape[0] + SEQUENCE_MAX_LENGTH = source_sequences_val.shape[1] + +strategy = tf.distribute.MirroredStrategy() + +GLOBAL_BATCH_SIZE = (BATCH_SIZE * + strategy.num_replicas_in_sync) + + +buffer_size = int(TRAIN_SET_SIZE * 0.3) +dataset = tf.data.Dataset.from_tensor_slices((source_sequences_train, target_sequences_train)).shuffle(buffer_size) +dataset = dataset.batch(GLOBAL_BATCH_SIZE) +dataset = dataset.prefetch(tf.data.experimental.AUTOTUNE) + +transformer = Transformer( + input_vocab_size=input_vocab_size, + target_vocab_size=target_vocab_size, + encoder_count=ENCODER_COUNT, + decoder_count=DECODER_COUNT, + attention_head_count=ATTENTION_HEAD_COUNT, + d_model=D_MODEL, + d_point_wise_ff=D_POINT_WISE_FF, + dropout_prob=DROPOUT_PROB +) + +learning_rate = CustomSchedule(D_MODEL) +optimizer = tf.optimizers.Adam(learning_rate, beta_1=0.9, beta_2=0.98, epsilon=1e-9) +loss_object = tf.losses.SparseCategoricalCrossentropy(from_logits=True, reduction='none') + +import time +import datetime + +current_day = datetime.datetime.now().strftime("%Y%m%d") +train_log_dir = './logs/gradient_tape/' + current_day + '/train' +os.makedirs(train_log_dir, exist_ok=True) +train_summary_writer = tf.summary.create_file_writer(train_log_dir) + +trainer = Trainer( + model=transformer, + loss_object=loss_object, + optimizer=optimizer, + batch_size=GLOBAL_BATCH_SIZE, + distribute_strategy=strategy +) +if trainer.checkpoint_manager.latest_checkpoint: + print("Restored from {}".format(trainer.checkpoint_manager.latest_checkpoint)) +else: + print("Initializing from scratch.") + +trainer.checkpoint.restore( + trainer.checkpoint_manager.latest_checkpoint +) + + +with strategy.scope(): + for epoch in range(EPOCHS): + start = time.time() + print('start learning') + + for (batch, (input, target)) in enumerate(dataset): + loss = trainer.distributed_train_step(input, target) + trainer.checkpoint.step.assign_add(1) + if batch % 50 == 0: + print("Epoch: {}, Batch: {}, Loss:{}, Accuracy: {}".format(epoch, batch, trainer.train_loss.result(), + trainer.train_accuracy.result())) + print("Epoch: {} Loss:{}, Accuracy: {}, time: {} sec".format( + epoch, trainer.train_loss.result(), trainer.train_accuracy.result(), time.time() - start + )) + with train_summary_writer.as_default(): + tf.summary.scalar('train_loss', trainer.train_loss.result(), step=epoch) + tf.summary.scalar('train_accuracy', trainer.train_accuracy.result(), step=epoch) + + trainer.checkpoint_manager.save() + + trainer.train_loss.reset_states() + trainer.train_accuracy.reset_states() + trainer.validation_loss.reset_states() + trainer.validation_accuracy.reset_states() + trainer.checkpoint_manager.save() diff --git a/utils.py b/utils.py index 9509d7b..a6c0dfc 100644 --- a/utils.py +++ b/utils.py @@ -40,7 +40,9 @@ def __call__(self, step): class Trainer: - def __init__(self, model, loss_object, optimizer, checkpoint_dir='./checkpoints'): + def __init__(self, model, loss_object, optimizer, checkpoint_dir='./checkpoints', batch_size=None, distribute_strategy=None): + self.batch_size = batch_size + self.distribute_strategy = distribute_strategy self.model = model self.loss_object = loss_object self.optimizer = optimizer @@ -56,6 +58,10 @@ def __init__(self, model, loss_object, optimizer, checkpoint_dir='./checkpoints' self.validation_loss = tf.keras.metrics.Mean('validation_loss', dtype=tf.float32) self.validation_accuracy = tf.keras.metrics.SparseCategoricalAccuracy('validation_accuracy') + def distributed_train_step(self, input, target): + loss = self.distribute_strategy.experimental_run_v2(self.train_step, args=(input, target)) + return self.distribute_strategy.reduce(tf.distribute.ReduceOp.MEAN, loss, axis=0) + def train_step(self, input, target): target_include_start = target[:, :-1] target_include_end = target[:, 1:] @@ -72,15 +78,19 @@ def train_step(self, input, target): target_padding_mask=decoder_padding_mask, training=True ) - - loss = self.loss_function(target_include_end, pred) + if self.distribute_strategy is None: + loss = self.loss_function(target_include_end, pred) + else: + loss = self.distribute_strategy(target_include_end, pred) gradients = tape.gradient(loss, self.model.trainable_variables) self.optimizer.apply_gradients(zip(gradients, self.model.trainable_variables)) self.train_loss(loss) self.train_accuracy(target_include_end, pred) - - return tf.reduce_mean(loss) + if self.distribute_strategy is None: + return tf.reduce_mean(loss) + else: + return loss def loss_function(self, real, pred): mask = tf.math.logical_not(tf.math.equal(real, 0)) @@ -90,3 +100,12 @@ def loss_function(self, real, pred): loss *= mask return tf.reduce_mean(loss) + + def distributed_loss_function(self, real, pred): + mask = tf.math.logical_not(tf.math.equal(real, 0)) + loss = self.loss_object(real, pred) + + mask = tf.cast(mask, dtype=loss.dtype) + + loss *= mask + return tf.reduce_mean(loss) / (1.0 / self.batch_size) From 5c755c4a309cf709102008d89d56a98cfbf56505 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Wed, 11 Sep 2019 10:50:51 +0900 Subject: [PATCH 19/98] distributed dataset config --- distributed_train.py | 1 + 1 file changed, 1 insertion(+) diff --git a/distributed_train.py b/distributed_train.py index 1962e87..1cb9da0 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -112,6 +112,7 @@ with strategy.scope(): + dataset = strategy.experimental_distribute_dataset(dataset) for epoch in range(EPOCHS): start = time.time() print('start learning') From a7470b8734709dc974b8078ab1e046f5d264b85c Mon Sep 17 00:00:00 2001 From: strutive07 Date: Wed, 11 Sep 2019 10:53:06 +0900 Subject: [PATCH 20/98] fix typo --- utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/utils.py b/utils.py index a6c0dfc..108b221 100644 --- a/utils.py +++ b/utils.py @@ -81,7 +81,7 @@ def train_step(self, input, target): if self.distribute_strategy is None: loss = self.loss_function(target_include_end, pred) else: - loss = self.distribute_strategy(target_include_end, pred) + loss = self.distributed_loss_function(target_include_end, pred) gradients = tape.gradient(loss, self.model.trainable_variables) self.optimizer.apply_gradients(zip(gradients, self.model.trainable_variables)) From b0502bfa071b453e9b7ace25866cbd0b03f84c15 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Wed, 11 Sep 2019 11:14:12 +0900 Subject: [PATCH 21/98] add reducemean to distributed loss --- distributed_train.py | 2 +- utils.py | 3 ++- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/distributed_train.py b/distributed_train.py index 1cb9da0..60d83b1 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -32,7 +32,7 @@ EPOCHS = 20 ATTENTION_HEAD_COUNT = 8 DROPOUT_PROB = 0.1 -BATCH_SIZE = 64 +BATCH_SIZE = 32 # for overfitting test hyper parameters # BATCH_SIZE = 32 diff --git a/utils.py b/utils.py index 108b221..39d8fa0 100644 --- a/utils.py +++ b/utils.py @@ -60,7 +60,8 @@ def __init__(self, model, loss_object, optimizer, checkpoint_dir='./checkpoints' def distributed_train_step(self, input, target): loss = self.distribute_strategy.experimental_run_v2(self.train_step, args=(input, target)) - return self.distribute_strategy.reduce(tf.distribute.ReduceOp.MEAN, loss, axis=0) + loss_value = self.distribute_strategy.reduce(tf.distribute.ReduceOp.MEAN, loss, axis=None) + return tf.reduce_mean(loss_value) def train_step(self, input, target): target_include_start = target[:, :-1] From 5024d3f1c0d39a10dfd3d1e48f02f134b516b867 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Wed, 11 Sep 2019 11:15:24 +0900 Subject: [PATCH 22/98] disable warning message --- distributed_train.py | 2 ++ utils.py | 2 ++ 2 files changed, 4 insertions(+) diff --git a/distributed_train.py b/distributed_train.py index 60d83b1..ac58ee3 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -6,6 +6,8 @@ # except Exception: # pass # !pip install tensorflow_probability==0.8.0rc0 --upgrade +import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' import numpy as np import tensorflow as tf diff --git a/utils.py b/utils.py index 39d8fa0..56e44f1 100644 --- a/utils.py +++ b/utils.py @@ -1,5 +1,7 @@ import os import tensorflow as tf +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' + class Mask: @classmethod From e8fc019c03218f6dfe38dc2bb6c548a4da7e7f2a Mon Sep 17 00:00:00 2001 From: strutive07 Date: Wed, 11 Sep 2019 11:16:04 +0900 Subject: [PATCH 23/98] add print global batch size --- distributed_train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/distributed_train.py b/distributed_train.py index ac58ee3..6f59aea 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -66,7 +66,7 @@ GLOBAL_BATCH_SIZE = (BATCH_SIZE * strategy.num_replicas_in_sync) - +print('GLOBAL_BATCH_SIZE ', GLOBAL_BATCH_SIZE) buffer_size = int(TRAIN_SET_SIZE * 0.3) dataset = tf.data.Dataset.from_tensor_slices((source_sequences_train, target_sequences_train)).shuffle(buffer_size) From 7ef9e387593e35d0a596955b92fa4b3bc7a385f0 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Wed, 11 Sep 2019 11:22:18 +0900 Subject: [PATCH 24/98] change function to tf.function --- utils.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/utils.py b/utils.py index 56e44f1..9fb2ff3 100644 --- a/utils.py +++ b/utils.py @@ -60,11 +60,13 @@ def __init__(self, model, loss_object, optimizer, checkpoint_dir='./checkpoints' self.validation_loss = tf.keras.metrics.Mean('validation_loss', dtype=tf.float32) self.validation_accuracy = tf.keras.metrics.SparseCategoricalAccuracy('validation_accuracy') + @tf.function def distributed_train_step(self, input, target): loss = self.distribute_strategy.experimental_run_v2(self.train_step, args=(input, target)) loss_value = self.distribute_strategy.reduce(tf.distribute.ReduceOp.MEAN, loss, axis=None) return tf.reduce_mean(loss_value) + @tf.function def train_step(self, input, target): target_include_start = target[:, :-1] target_include_end = target[:, 1:] @@ -95,6 +97,7 @@ def train_step(self, input, target): else: return loss + @tf.function def loss_function(self, real, pred): mask = tf.math.logical_not(tf.math.equal(real, 0)) loss = self.loss_object(real, pred) @@ -104,6 +107,7 @@ def loss_function(self, real, pred): loss *= mask return tf.reduce_mean(loss) + @tf.function def distributed_loss_function(self, real, pred): mask = tf.math.logical_not(tf.math.equal(real, 0)) loss = self.loss_object(real, pred) From fb0165b788bd0f541831c3d5d2becdba3b354602 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Wed, 11 Sep 2019 11:26:02 +0900 Subject: [PATCH 25/98] remove tf.function --- utils.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/utils.py b/utils.py index 9fb2ff3..4e9fb37 100644 --- a/utils.py +++ b/utils.py @@ -66,7 +66,6 @@ def distributed_train_step(self, input, target): loss_value = self.distribute_strategy.reduce(tf.distribute.ReduceOp.MEAN, loss, axis=None) return tf.reduce_mean(loss_value) - @tf.function def train_step(self, input, target): target_include_start = target[:, :-1] target_include_end = target[:, 1:] @@ -97,7 +96,6 @@ def train_step(self, input, target): else: return loss - @tf.function def loss_function(self, real, pred): mask = tf.math.logical_not(tf.math.equal(real, 0)) loss = self.loss_object(real, pred) @@ -107,7 +105,6 @@ def loss_function(self, real, pred): loss *= mask return tf.reduce_mean(loss) - @tf.function def distributed_loss_function(self, real, pred): mask = tf.math.logical_not(tf.math.equal(real, 0)) loss = self.loss_object(real, pred) From 1e02598681c045ab3111cfea25757a68c00b9bab Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 12 Sep 2019 15:32:11 +0900 Subject: [PATCH 26/98] change loss --- model.py | 1 + utils.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/model.py b/model.py index 45e7ac9..75495b6 100644 --- a/model.py +++ b/model.py @@ -1,5 +1,6 @@ import numpy as np import tensorflow as tf +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' import os class Transformer(tf.keras.Model): diff --git a/utils.py b/utils.py index 4e9fb37..0a6dd22 100644 --- a/utils.py +++ b/utils.py @@ -112,4 +112,4 @@ def distributed_loss_function(self, real, pred): mask = tf.cast(mask, dtype=loss.dtype) loss *= mask - return tf.reduce_mean(loss) / (1.0 / self.batch_size) + return tf.reduce_mean(loss) From cf8e7fdd33d354403678548bd15612e8d5273121 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 12 Sep 2019 15:33:18 +0900 Subject: [PATCH 27/98] fix import error --- model.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/model.py b/model.py index 75495b6..80697f8 100644 --- a/model.py +++ b/model.py @@ -1,7 +1,8 @@ import numpy as np import tensorflow as tf -os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' + class Transformer(tf.keras.Model): def __init__(self, From 55a947db87544210e0941e6289006fbd09ff261c Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Fri, 13 Sep 2019 18:40:16 +0900 Subject: [PATCH 28/98] Update train.py --- train.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/train.py b/train.py index cce2076..fee2bf5 100644 --- a/train.py +++ b/train.py @@ -114,6 +114,8 @@ trainer.checkpoint.step.assign_add(1) if batch % 50 == 0: print("Epoch: {}, Batch: {}, Loss:{}, Accuracy: {}".format(epoch, batch, trainer.train_loss.result(), trainer.train_accuracy.result())) + if batch % 10000 == 0 and batch != 0: + trainer.checkpoint_manager.save() print("Epoch: {} Loss:{}, Accuracy: {}, time: {} sec". format( epoch, trainer.train_loss.result(), trainer.train_accuracy.result(), time.time() - start )) From b6f305584606b69014e0df573f59fccffb7da9b0 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Fri, 13 Sep 2019 18:53:34 +0900 Subject: [PATCH 29/98] Update distributed_train.py --- distributed_train.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/distributed_train.py b/distributed_train.py index 6f59aea..1caf2b7 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -14,6 +14,7 @@ from sklearn.model_selection import train_test_split from utils import Mask, CustomSchedule, Trainer from data_loader import DataLoader +import datetime from model import * data_loader = DataLoader('wmt14/en-de', './datasets') @@ -125,8 +126,10 @@ if batch % 50 == 0: print("Epoch: {}, Batch: {}, Loss:{}, Accuracy: {}".format(epoch, batch, trainer.train_loss.result(), trainer.train_accuracy.result())) - print("Epoch: {} Loss:{}, Accuracy: {}, time: {} sec".format( - epoch, trainer.train_loss.result(), trainer.train_accuracy.result(), time.time() - start + if batch % 10000 == 0 and batch != 0: + trainer.checkpoint_manager.save() + print("{} | Epoch: {} Loss:{}, Accuracy: {}, time: {} sec".format( + datetime.datetime.now(), epoch, trainer.train_loss.result(), trainer.train_accuracy.result(), time.time() - start )) with train_summary_writer.as_default(): tf.summary.scalar('train_loss', trainer.train_loss.result(), step=epoch) From e305ddf799b3015cea4b35f80cd0f284b25606a9 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Mon, 23 Sep 2019 22:02:54 +0900 Subject: [PATCH 30/98] Update README.md --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 9158039..688295f 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,4 @@ # transformer-tensorflow2.0 transformer in tensorflow 2.0 + +paper review: https://github.com/strutive07/TIL/blob/master/paper_review/Attention%20is%20all%20you%20need.md From 977b556a86bf4642939ba200eb72e0701c911cb9 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sat, 28 Sep 2019 20:55:54 +0900 Subject: [PATCH 31/98] Change preprocess from word tokenizing to byte pair encoding --- data_loader.py | 248 ++++++++++++++++++++++++++++++------------------- 1 file changed, 154 insertions(+), 94 deletions(-) diff --git a/data_loader.py b/data_loader.py index b039f56..ec9760d 100644 --- a/data_loader.py +++ b/data_loader.py @@ -5,9 +5,22 @@ import tensorflow as tf import pickle +import sentencepiece class DataLoader: DIR = None + PATHS = {} + BPE_VOCAB_SIZE=0 + dictionary = { + 'source': { + 'token2idx':None, + 'idx2token':None, + }, + 'target': { + 'token2idx':None, + 'idx2token':None, + } + } CONFIG = { 'wmt14/en-de': { 'source_lang': 'en', @@ -24,127 +37,174 @@ class DataLoader: ] } } + BPE_MODEL_SUFFIX= '.model' + BPE_VOCAB_SUFFIX= '.vocab' + BPE_RESULT_SUFFIX= '.sequences' - def __init__(self, dataset_name, data_dir): + def __init__(self, dataset_name, data_dir, bpe_vocab_size=32000): if dataset_name is None or data_dir is None: raise ValueError('dataset_name and data_dir must be defined') self.DIR = data_dir self.DATASET = dataset_name + self.BPE_VOCAB_SIZE = bpe_vocab_size - def load(self): - pickle_data_path = os.path.join(self.DIR, 'data.pickle') - if os.path.exists(pickle_data_path): - with open(pickle_data_path, 'rb') as f: - data_dict = pickle.load(f) - return ( - data_dict['source_sequences'], - data_dict['source_tokenizer'], - data_dict['target_sequences'], - data_dict['target_tokenizer'] - ) - else: - print('#1 download data') - self.download_dataset() + self.PATHS['source_data'] = os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][0]) + self.PATHS['source_bpe_prefix'] = self.PATHS['source_data'] + '.segmented' - print('#2 load data') - word2idx_source, idx2word_source, word2idx_target, idx2word_target = self.load_vocab() + self.PATHS['target_data'] = os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][1]) + self.PATHS['target_bpe_prefix'] = self.PATHS['target_data'] + '.segmented' - source_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][0])) - target_data = self.load_data(os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][1])) - - print('#3 tokenize data') - source_sequences, source_tokenizer = self.tokenize(source_data, word2idx_source, idx2word_source) - target_sequences, target_tokenizer = self.tokenize(target_data, word2idx_target, idx2word_target) - - with open(pickle_data_path, 'wb') as f: - data_dict = { - 'source_sequences': source_sequences, - 'source_tokenizer': source_tokenizer, - 'target_sequences': target_sequences, - 'target_tokenizer': target_tokenizer - } + def load(self): + pickle_data_path = os.path.join(self.DIR, 'data.pickle') + print('#1 download data') + self.download_dataset() + + print('#2 parse data') + source_data = self.parse_data_and_save(self.PATHS['source_data']) + target_data = self.parse_data_and_save(self.PATHS['target_data']) + + print('#3 train bpe') + + self.train_bpe(self.PATHS['source_data'], self.PATHS['source_bpe_prefix']) + self.train_bpe(self.PATHS['target_data'], self.PATHS['target_bpe_prefix']) + + print('#4 load bpe vocab') + + self.dictionary['source']['token2idx'], self.dictionary['source']['idx2token'] = self.load_bpe_vocab(self.PATHS['source_bpe_prefix'] + self.BPE_VOCAB_SUFFIX) + self.dictionary['target']['token2idx'], self.dictionary['target']['idx2token'] = self.load_bpe_vocab(self.PATHS['target_bpe_prefix'] + self.BPE_VOCAB_SUFFIX) + + print('#5 encode data with bpe') + source_sequences = self.texts_to_sequences( + self.sentence_piece( + source_data, + self.PATHS['source_bpe_prefix'] + self.BPE_MODEL_SUFFIX, + self.PATHS['source_bpe_prefix'] + self.BPE_RESULT_SUFFIX + ), + mode="source" + ) + target_sequences = self.texts_to_sequences( + self.sentence_piece( + target_data, + self.PATHS['target_bpe_prefix'] + self.BPE_MODEL_SUFFIX, + self.PATHS['target_bpe_prefix'] + self.BPE_RESULT_SUFFIX + ), + mode="target" + ) - pickle.dump(data_dict, f) + print('source sequence example:', source_sequences[0]) + print('target sequence example:', target_sequences[0]) - return source_sequences, source_tokenizer, target_sequences, target_tokenizer + return source_sequences, target_sequences def download_dataset(self): for file in (self.CONFIG[self.DATASET]['train_files'] + self.CONFIG[self.DATASET]['vocab_files'] + self.CONFIG[self.DATASET]['dictionary_files'] + self.CONFIG[self.DATASET]['test_files']): - self._download("{}{}".format(self.CONFIG[self.DATASET]['base_url'], file)) + self._download(f"{self.CONFIG[self.DATASET]['base_url']}{file}") def _download(self, url): path = os.path.join(self.DIR, url.split('/')[-1]) if not os.path.exists(path): with TqdmCustom(unit='B', unit_scale=True, unit_divisor=1024, miniters=1, desc=url) as t: urlretrieve(url, path, t.update_to) - - def load_vocab(self): - word2idxs = { - self.CONFIG[self.DATASET]['source_lang']: {}, - self.CONFIG[self.DATASET]['target_lang']: {} - } - - idx2words = { - self.CONFIG[self.DATASET]['source_lang']: {}, - self.CONFIG[self.DATASET]['target_lang']: {} - } - - for vocab_file in self.CONFIG[self.DATASET]['vocab_files']: - word2idx = {} - idx2word = {} - - lang = vocab_file[-2:] - path = os.path.join(self.DIR, vocab_file) - - with open(path, 'r', encoding='utf-8') as f: - lines = f.read().strip().split('\n') - - if lines is None: - raise ValueError('Vocab file is invalid') - - # set padding to index 0 - word2idx[''] = 0 - idx2word[0] = '' - - for index, word in enumerate(lines, start=1): - word2idx[word] = index - idx2word[index] = word - - word2idxs[lang] = word2idx - idx2words[lang] = idx2word - - return (word2idxs[self.CONFIG[self.DATASET]['source_lang']], - idx2words[self.CONFIG[self.DATASET]['source_lang']], - word2idxs[self.CONFIG[self.DATASET]['target_lang']], - idx2words[self.CONFIG[self.DATASET]['target_lang']]) - - def load_data(self, path): - print('load data from {}'.format(path)) + + def parse_data_and_save(self, path): + print(f'load data from {path}') with open(path, encoding='utf-8') as f: lines = f.read().strip().split('\n') if lines is None: raise ValueError('Vocab file is invalid') - - return [" {} ".format(line) for line in tqdm(lines)] - - def tokenize(self, data, word2idx, idx2word): - tokenizer = tf.keras.preprocessing.text.Tokenizer(filters='', oov_token='') - tokenizer.word_index = word2idx - tokenizer.index_word = idx2word - sequences = tokenizer.texts_to_sequences(data) - - max_length = max(len(sequence) for sequence in tqdm(sequences)) - - sequences = tf.keras.preprocessing.sequence.pad_sequences( # len(sequences), max_length - sequences=sequences, maxlen=max_length, padding='post' - ) - return sequences, tokenizer - # TODO train, validation split function - + + with open(path, 'w', encoding='utf-8') as f: + f.write('\n'.join(lines)) + + return lines + + def train_bpe(self, data_path, model_prefix): + model_path = model_prefix + self.BPE_MODEL_SUFFIX + vocab_path = model_prefix + self.BPE_VOCAB_SUFFIX + + if not(os.path.exists(model_path) and os.path.exists(vocab_path)): + print('bpe model does not exist. train bpe. model path:', model_path, ' vocab path:', vocab_path) + train_source_params = "--input={} \ + --pad_id=0 \ + --unk_id=1 \ + --bos_id=2 \ + --eos_id=3 \ + --model_prefix={} \ + --vocab_size={} \ + --model_type=bpe ".format( + data_path, + model_prefix, + self.BPE_VOCAB_SIZE + ) + sentencepiece.SentencePieceTrainer.Train(train_source_params) + else: + print('bpe model exist. load bpe. model path:', model_path, ' vocab path:', vocab_path) + + def sentence_piece(self, source_data, source_bpe_model_path, result_data_path): + sp = sentencepiece.SentencePieceProcessor() + sp.load(source_bpe_model_path) + + if os.path.exists(result_data_path): + print('encoded data exist. load data. path:', result_data_path) + with open(result_data_path, 'r', encoding='utf-8') as f: + sequences = f.read().strip().split('\n') + return sequences + + print('encoded data does not exist. encode data. path:', result_data_path) + sequences = [] + with open(result_data_path, 'w') as f: + for sentence in tqdm(source_data): + pieces = sp.EncodeAsPieces(sentence) + sequence = " ".join(pieces) + sequences.append(sequence) + f.write(sequence + "\n") + return sequences + + def load_bpe_vocab(self, bpe_vocab_path): + vocab = [line.split()[0] for line in open(bpe_vocab_path, 'r').read().splitlines()] + token2idx = {} + idx2token = {} + + for idx, token in enumerate(vocab): + token2idx[token] = idx + idx2token[idx] = token + return token2idx, idx2token + + def texts_to_sequences(self, texts, mode='source'): + if mode != 'source' and mode != 'target': + ValueError('not allowed mode.') + + sequences = [] + for text in texts: + text_list = [""] + text.split() + [""] + sequence = [ + self.dictionary[mode]['token2idx'].get( + token, self.dictionary[mode]['token2idx'][""] + ) + for token in text_list + ] + sequences.append(sequence) + return sequences + + def sequences_to_texts(self, sequences, mode='source'): + if mode != 'source' and mode != 'target': + ValueError('not allowed mode.') + + texts = [] + for sequence in sequences: + text = [ + self.dictionary[mode]['idx2token'].get( + idx, + self.dictionary[mode]['idx2token'][1] + ) + for idx in sequence + ] + texts.append(text) + return texts class TqdmCustom(tqdm): From 931f187a92b65c5ae589f3543628958562ddc1f4 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sat, 28 Sep 2019 21:23:19 +0900 Subject: [PATCH 32/98] Update distributed_train.py --- distributed_train.py | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/distributed_train.py b/distributed_train.py index 1caf2b7..a4234c8 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -20,7 +20,7 @@ data_loader = DataLoader('wmt14/en-de', './datasets') with tf.device('/CPU:0'): - source_sequences, source_tokenizer, target_sequences, target_tokenizer = data_loader.load() + source_sequences, target_sequences = data_loader.load() input_vocab_size = len(source_tokenizer.word_index) + 1 target_vocab_size = len(target_tokenizer.word_index) + 1 @@ -44,7 +44,7 @@ with tf.device('/CPU:0'): source_sequences_train, source_sequences_val, target_sequences_train, target_sequences_val = train_test_split( - source_sequences, target_sequences, train_size=TRAIN_RATIO + source_texts, target_texts, train_size=TRAIN_RATIO ) if DATA_LIMIT is not None: @@ -52,16 +52,16 @@ source_sequences_train = source_sequences_train[:DATA_LIMIT] target_sequences_train = target_sequences_train[:DATA_LIMIT] - print('source_sequences_train', source_sequences_train.shape) - print('source_sequences_val', source_sequences_val.shape) - print('target_sequences_train', target_sequences_train.shape) - print('target_sequences_val', target_sequences_val.shape) + print('source_sequences_train', len(source_sequences_train)) + print('source_sequences_val', len(source_sequences_val)) + print('target_sequences_train', len(target_sequences_train)) + print('target_sequences_val', len(target_sequences_val)) - print('train set size: ', source_sequences_train.shape[0]) - print('validation set size: ', source_sequences_val.shape[0]) - TRAIN_SET_SIZE = source_sequences_train.shape[0] - VALIDATION_SET_SIZE = source_sequences_val.shape[0] - SEQUENCE_MAX_LENGTH = source_sequences_val.shape[1] + print('train set size: ', len(source_sequences_train)) + print('validation set size: ', len(source_sequences_val)) + TRAIN_SET_SIZE = len(source_sequences_train) + VALIDATION_SET_SIZE = len(source_sequences_val) + SEQUENCE_MAX_LENGTH = len(source_sequences_train[0]) strategy = tf.distribute.MirroredStrategy() From cdbcd7d212d3ae97e27ce52365a684f2fe8fcc95 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sat, 28 Sep 2019 21:26:42 +0900 Subject: [PATCH 33/98] Update distributed_train.py --- distributed_train.py | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/distributed_train.py b/distributed_train.py index 1caf2b7..a4234c8 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -20,7 +20,7 @@ data_loader = DataLoader('wmt14/en-de', './datasets') with tf.device('/CPU:0'): - source_sequences, source_tokenizer, target_sequences, target_tokenizer = data_loader.load() + source_sequences, target_sequences = data_loader.load() input_vocab_size = len(source_tokenizer.word_index) + 1 target_vocab_size = len(target_tokenizer.word_index) + 1 @@ -44,7 +44,7 @@ with tf.device('/CPU:0'): source_sequences_train, source_sequences_val, target_sequences_train, target_sequences_val = train_test_split( - source_sequences, target_sequences, train_size=TRAIN_RATIO + source_texts, target_texts, train_size=TRAIN_RATIO ) if DATA_LIMIT is not None: @@ -52,16 +52,16 @@ source_sequences_train = source_sequences_train[:DATA_LIMIT] target_sequences_train = target_sequences_train[:DATA_LIMIT] - print('source_sequences_train', source_sequences_train.shape) - print('source_sequences_val', source_sequences_val.shape) - print('target_sequences_train', target_sequences_train.shape) - print('target_sequences_val', target_sequences_val.shape) + print('source_sequences_train', len(source_sequences_train)) + print('source_sequences_val', len(source_sequences_val)) + print('target_sequences_train', len(target_sequences_train)) + print('target_sequences_val', len(target_sequences_val)) - print('train set size: ', source_sequences_train.shape[0]) - print('validation set size: ', source_sequences_val.shape[0]) - TRAIN_SET_SIZE = source_sequences_train.shape[0] - VALIDATION_SET_SIZE = source_sequences_val.shape[0] - SEQUENCE_MAX_LENGTH = source_sequences_val.shape[1] + print('train set size: ', len(source_sequences_train)) + print('validation set size: ', len(source_sequences_val)) + TRAIN_SET_SIZE = len(source_sequences_train) + VALIDATION_SET_SIZE = len(source_sequences_val) + SEQUENCE_MAX_LENGTH = len(source_sequences_train[0]) strategy = tf.distribute.MirroredStrategy() From b28cce89455d86d6fa38657236024ee3b22122d1 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sat, 28 Sep 2019 21:29:54 +0900 Subject: [PATCH 34/98] remove f string --- data_loader.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/data_loader.py b/data_loader.py index ec9760d..e667458 100644 --- a/data_loader.py +++ b/data_loader.py @@ -101,7 +101,7 @@ def download_dataset(self): + self.CONFIG[self.DATASET]['vocab_files'] + self.CONFIG[self.DATASET]['dictionary_files'] + self.CONFIG[self.DATASET]['test_files']): - self._download(f"{self.CONFIG[self.DATASET]['base_url']}{file}") + self._download("{}{}".format(self.CONFIG[self.DATASET]['base_url'], file)) def _download(self, url): path = os.path.join(self.DIR, url.split('/')[-1]) @@ -110,7 +110,7 @@ def _download(self, url): urlretrieve(url, path, t.update_to) def parse_data_and_save(self, path): - print(f'load data from {path}') + print('load data from {}'.format(path)) with open(path, encoding='utf-8') as f: lines = f.read().strip().split('\n') From ca150e7daa1ac34cc06fba0014db9f1173d12b08 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sat, 28 Sep 2019 21:35:26 +0900 Subject: [PATCH 35/98] remove deprecated variables - vocab size --- distributed_train.py | 5 ----- 1 file changed, 5 deletions(-) diff --git a/distributed_train.py b/distributed_train.py index a4234c8..7e9766d 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -22,11 +22,6 @@ with tf.device('/CPU:0'): source_sequences, target_sequences = data_loader.load() -input_vocab_size = len(source_tokenizer.word_index) + 1 -target_vocab_size = len(target_tokenizer.word_index) + 1 -print('input vocab size: ', input_vocab_size) -print('target vocab size: ', target_vocab_size) - # hyper paramaters TRAIN_RATIO = 0.9 D_POINT_WISE_FF = 2048 From b321751887e0df4d3ca609226fad252f13d5a122 Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Sat, 28 Sep 2019 21:41:23 +0900 Subject: [PATCH 36/98] typo fix --- distributed_train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/distributed_train.py b/distributed_train.py index 7e9766d..b6a1112 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -39,7 +39,7 @@ with tf.device('/CPU:0'): source_sequences_train, source_sequences_val, target_sequences_train, target_sequences_val = train_test_split( - source_texts, target_texts, train_size=TRAIN_RATIO + source_sequences, target_sequences, train_size=TRAIN_RATIO ) if DATA_LIMIT is not None: From 2e743579177494aa3a9a8ed451694939780b8e92 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Sun, 29 Sep 2019 00:07:45 +0900 Subject: [PATCH 37/98] move create dataset to data loader --- data_loader.py | 148 ++++++++++++++++++++++++++++++++----------- distributed_train.py | 50 +++++---------- 2 files changed, 127 insertions(+), 71 deletions(-) diff --git a/data_loader.py b/data_loader.py index e667458..9206c8b 100644 --- a/data_loader.py +++ b/data_loader.py @@ -1,24 +1,24 @@ import os +import pickle from urllib.request import urlretrieve from tqdm import tqdm - import tensorflow as tf -import pickle import sentencepiece +from sklearn.model_selection import train_test_split class DataLoader: DIR = None PATHS = {} - BPE_VOCAB_SIZE=0 + BPE_VOCAB_SIZE = 0 dictionary = { 'source': { - 'token2idx':None, - 'idx2token':None, + 'token2idx': None, + 'idx2token': None, }, 'target': { - 'token2idx':None, - 'idx2token':None, + 'token2idx': None, + 'idx2token': None, } } CONFIG = { @@ -37,16 +37,29 @@ class DataLoader: ] } } - BPE_MODEL_SUFFIX= '.model' - BPE_VOCAB_SUFFIX= '.vocab' - BPE_RESULT_SUFFIX= '.sequences' + BPE_MODEL_SUFFIX = '.model' + BPE_VOCAB_SUFFIX = '.vocab' + BPE_RESULT_SUFFIX = '.sequences' + SEQ_MAX_LEN = { + 'source': 100, + 'target': 100 + } + DATA_LIMIT = None + TRAIN_RATIO = 0.9 + BATCH_SIZE = 16 - def __init__(self, dataset_name, data_dir, bpe_vocab_size=32000): + def __init__(self, dataset_name, data_dir, batch_size=16, bpe_vocab_size=32000, seq_max_len_source=100, + seq_max_len_target=100, data_limit=None, train_ratio=0.9): if dataset_name is None or data_dir is None: raise ValueError('dataset_name and data_dir must be defined') self.DIR = data_dir self.DATASET = dataset_name self.BPE_VOCAB_SIZE = bpe_vocab_size + self.SEQ_MAX_LEN['source'] = seq_max_len_source + self.SEQ_MAX_LEN['target'] = seq_max_len_target + self.DATA_LIMIT = data_limit + self.TRAIN_RATIO = train_ratio + self.BATCH_SIZE = batch_size self.PATHS['source_data'] = os.path.join(self.DIR, self.CONFIG[self.DATASET]['train_files'][0]) self.PATHS['source_bpe_prefix'] = self.PATHS['source_data'] + '.segmented' @@ -62,16 +75,18 @@ def load(self): print('#2 parse data') source_data = self.parse_data_and_save(self.PATHS['source_data']) target_data = self.parse_data_and_save(self.PATHS['target_data']) - + print('#3 train bpe') - + self.train_bpe(self.PATHS['source_data'], self.PATHS['source_bpe_prefix']) self.train_bpe(self.PATHS['target_data'], self.PATHS['target_bpe_prefix']) print('#4 load bpe vocab') - self.dictionary['source']['token2idx'], self.dictionary['source']['idx2token'] = self.load_bpe_vocab(self.PATHS['source_bpe_prefix'] + self.BPE_VOCAB_SUFFIX) - self.dictionary['target']['token2idx'], self.dictionary['target']['idx2token'] = self.load_bpe_vocab(self.PATHS['target_bpe_prefix'] + self.BPE_VOCAB_SUFFIX) + self.dictionary['source']['token2idx'], self.dictionary['source']['idx2token'] = self.load_bpe_vocab( + self.PATHS['source_bpe_prefix'] + self.BPE_VOCAB_SUFFIX) + self.dictionary['target']['token2idx'], self.dictionary['target']['idx2token'] = self.load_bpe_vocab( + self.PATHS['target_bpe_prefix'] + self.BPE_VOCAB_SUFFIX) print('#5 encode data with bpe') source_sequences = self.texts_to_sequences( @@ -94,7 +109,37 @@ def load(self): print('source sequence example:', source_sequences[0]) print('target sequence example:', target_sequences[0]) - return source_sequences, target_sequences + source_sequences_train, source_sequences_val, target_sequences_train, target_sequences_val = train_test_split( + source_sequences, target_sequences, train_size=self.TRAIN_RATIO + ) + + if self.DATA_LIMIT is not None: + print('data size limit ON. limit size:', self.DATA_LIMIT) + source_sequences_train = source_sequences_train[:self.DATA_LIMIT] + target_sequences_train = target_sequences_train[:self.DATA_LIMIT] + + print('source_sequences_train', len(source_sequences_train)) + print('source_sequences_val', len(source_sequences_val)) + print('target_sequences_train', len(target_sequences_train)) + print('target_sequences_val', len(target_sequences_val)) + + print('train set size: ', len(source_sequences_train)) + print('validation set size: ', len(source_sequences_val)) + TRAIN_SET_SIZE = len(source_sequences_train) + VALIDATION_SET_SIZE = len(source_sequences_val) + SEQUENCE_MAX_LENGTH = len(source_sequences_train[0]) + + train_dataset = self.create_dataset( + source_sequences_train, + target_sequences_train + ) + + val_dataset = self.create_dataset( + source_sequences_val, + target_sequences_val + ) + + return train_dataset, val_dataset def download_dataset(self): for file in (self.CONFIG[self.DATASET]['train_files'] @@ -108,7 +153,7 @@ def _download(self, url): if not os.path.exists(path): with TqdmCustom(unit='B', unit_scale=True, unit_divisor=1024, miniters=1, desc=url) as t: urlretrieve(url, path, t.update_to) - + def parse_data_and_save(self, path): print('load data from {}'.format(path)) with open(path, encoding='utf-8') as f: @@ -116,17 +161,17 @@ def parse_data_and_save(self, path): if lines is None: raise ValueError('Vocab file is invalid') - + with open(path, 'w', encoding='utf-8') as f: f.write('\n'.join(lines)) - + return lines - + def train_bpe(self, data_path, model_prefix): model_path = model_prefix + self.BPE_MODEL_SUFFIX vocab_path = model_prefix + self.BPE_VOCAB_SUFFIX - if not(os.path.exists(model_path) and os.path.exists(vocab_path)): + if not (os.path.exists(model_path) and os.path.exists(vocab_path)): print('bpe model does not exist. train bpe. model path:', model_path, ' vocab path:', vocab_path) train_source_params = "--input={} \ --pad_id=0 \ @@ -147,12 +192,12 @@ def train_bpe(self, data_path, model_prefix): def sentence_piece(self, source_data, source_bpe_model_path, result_data_path): sp = sentencepiece.SentencePieceProcessor() sp.load(source_bpe_model_path) - + if os.path.exists(result_data_path): print('encoded data exist. load data. path:', result_data_path) with open(result_data_path, 'r', encoding='utf-8') as f: - sequences = f.read().strip().split('\n') - return sequences + sequences = f.read().strip().split('\n') + return sequences print('encoded data does not exist. encode data. path:', result_data_path) sequences = [] @@ -163,7 +208,7 @@ def sentence_piece(self, source_data, source_bpe_model_path, result_data_path): sequences.append(sequence) f.write(sequence + "\n") return sequences - + def load_bpe_vocab(self, bpe_vocab_path): vocab = [line.split()[0] for line in open(bpe_vocab_path, 'r').read().splitlines()] token2idx = {} @@ -173,19 +218,20 @@ def load_bpe_vocab(self, bpe_vocab_path): token2idx[token] = idx idx2token[idx] = token return token2idx, idx2token - + def texts_to_sequences(self, texts, mode='source'): if mode != 'source' and mode != 'target': ValueError('not allowed mode.') - + sequences = [] for text in texts: text_list = [""] + text.split() + [""] + sequence = [ - self.dictionary[mode]['token2idx'].get( - token, self.dictionary[mode]['token2idx'][""] - ) - for token in text_list + self.dictionary[mode]['token2idx'].get( + token, self.dictionary[mode]['token2idx'][""] + ) + for token in text_list ] sequences.append(sequence) return sequences @@ -193,22 +239,48 @@ def texts_to_sequences(self, texts, mode='source'): def sequences_to_texts(self, sequences, mode='source'): if mode != 'source' and mode != 'target': ValueError('not allowed mode.') - + texts = [] for sequence in sequences: text = [ - self.dictionary[mode]['idx2token'].get( - idx, - self.dictionary[mode]['idx2token'][1] - ) - for idx in sequence + self.dictionary[mode]['idx2token'].get( + idx, + self.dictionary[mode]['idx2token'][1] + ) + for idx in sequence ] texts.append(text) return texts + def create_dataset(self, source_sequences, target_sequences): + new_source_sequences = [] + new_target_sequences = [] + for source, target in zip(source, target): + if len(source) > self.SEQ_MAX_LEN['source']: + continue + if len(target) > self.SEQ_MAX_LEN['target']: + continue + new_source_sequences.append(source) + new_target_sequences.append(target) + + source_sequences = tf.keras.preprocessing.sequence.pad_sequences( + sequences=new_source_sequences, maxlen=self.SEQ_MAX_LEN['source'], padding='post' + ) + target_sequences = tf.keras.preprocessing.sequence.pad_sequences( + sequences=new_target_sequences, maxlen=self.SEQ_MAX_LEN['target'], padding='post' + ) + buffer_size = int(source_sequences.shape[0] * 0.3) + dataset = tf.data.Dataset.from_tensor_slices( + (source_sequences, target_sequences) + ).shuffle(buffer_size) + dataset = dataset.prefetch(tf.data.experimental.AUTOTUNE) + + return dataset + + class TqdmCustom(tqdm): def update_to(self, b=1, bsize=1, tsize=None): if tsize is not None: self.total = tsize - self.update(b * bsize - self.n) + self.update(b * bsize - self.n) \ No newline at end of file diff --git a/distributed_train.py b/distributed_train.py index b6a1112..bca4a82 100644 --- a/distributed_train.py +++ b/distributed_train.py @@ -11,17 +11,11 @@ import numpy as np import tensorflow as tf -from sklearn.model_selection import train_test_split from utils import Mask, CustomSchedule, Trainer from data_loader import DataLoader import datetime from model import * -data_loader = DataLoader('wmt14/en-de', './datasets') - -with tf.device('/CPU:0'): - source_sequences, target_sequences = data_loader.load() - # hyper paramaters TRAIN_RATIO = 0.9 D_POINT_WISE_FF = 2048 @@ -31,47 +25,37 @@ ATTENTION_HEAD_COUNT = 8 DROPOUT_PROB = 0.1 BATCH_SIZE = 32 +SEQ_MAX_LEN_SOURCE = 100 +SEQ_MAX_LEN_TARGET = 100 +BPE_VOCAB_SIZE = 32000 # for overfitting test hyper parameters # BATCH_SIZE = 32 # EPOCHS = 100 DATA_LIMIT = None -with tf.device('/CPU:0'): - source_sequences_train, source_sequences_val, target_sequences_train, target_sequences_val = train_test_split( - source_sequences, target_sequences, train_size=TRAIN_RATIO - ) - - if DATA_LIMIT is not None: - print('data size limit ON. limit size:', DATA_LIMIT) - source_sequences_train = source_sequences_train[:DATA_LIMIT] - target_sequences_train = target_sequences_train[:DATA_LIMIT] - - print('source_sequences_train', len(source_sequences_train)) - print('source_sequences_val', len(source_sequences_val)) - print('target_sequences_train', len(target_sequences_train)) - print('target_sequences_val', len(target_sequences_val)) - - print('train set size: ', len(source_sequences_train)) - print('validation set size: ', len(source_sequences_val)) - TRAIN_SET_SIZE = len(source_sequences_train) - VALIDATION_SET_SIZE = len(source_sequences_val) - SEQUENCE_MAX_LENGTH = len(source_sequences_train[0]) - strategy = tf.distribute.MirroredStrategy() GLOBAL_BATCH_SIZE = (BATCH_SIZE * strategy.num_replicas_in_sync) print('GLOBAL_BATCH_SIZE ', GLOBAL_BATCH_SIZE) -buffer_size = int(TRAIN_SET_SIZE * 0.3) -dataset = tf.data.Dataset.from_tensor_slices((source_sequences_train, target_sequences_train)).shuffle(buffer_size) -dataset = dataset.batch(GLOBAL_BATCH_SIZE) -dataset = dataset.prefetch(tf.data.experimental.AUTOTUNE) +data_loader = DataLoader( + dataset_name='wmt14/en-de', + data_dir='./datasets', + batch_size=GLOBAL_BATCH_SIZE, + bpe_vocab_size=BPE_VOCAB_SIZE, + seq_max_len_source=SEQ_MAX_LEN_SOURCE, + seq_max_len_target=SEQ_MAX_LEN_TARGET, + data_limit=DATA_LIMIT, + train_ratio=TRAIN_RATIO +) + +dataset, val_dataset = data_loader.load() transformer = Transformer( - input_vocab_size=input_vocab_size, - target_vocab_size=target_vocab_size, + input_vocab_size=BPE_VOCAB_SIZE, + target_vocab_size=BPE_VOCAB_SIZE, encoder_count=ENCODER_COUNT, decoder_count=DECODER_COUNT, attention_head_count=ATTENTION_HEAD_COUNT, From b1dafa07bb994e80482157092ca5049e70d0a879 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Sun, 29 Sep 2019 00:16:08 +0900 Subject: [PATCH 38/98] fix typo --- data_loader.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/data_loader.py b/data_loader.py index 9206c8b..b8ef6ce 100644 --- a/data_loader.py +++ b/data_loader.py @@ -255,7 +255,7 @@ def sequences_to_texts(self, sequences, mode='source'): def create_dataset(self, source_sequences, target_sequences): new_source_sequences = [] new_target_sequences = [] - for source, target in zip(source, target): + for source, target in zip(source_sequences, target_sequences): if len(source) > self.SEQ_MAX_LEN['source']: continue if len(target) > self.SEQ_MAX_LEN['target']: From 0f2761d99fc9d2dc2171fff04f286c732a7b4cc2 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Sun, 29 Sep 2019 00:27:55 +0900 Subject: [PATCH 39/98] move dataset to data loader in single gpu train --- train.py | 81 ++++++++++++++++++++++---------------------------------- 1 file changed, 32 insertions(+), 49 deletions(-) diff --git a/train.py b/train.py index fee2bf5..f9d0b1d 100644 --- a/train.py +++ b/train.py @@ -6,25 +6,16 @@ # except Exception: # pass # !pip install tensorflow_probability==0.8.0rc0 --upgrade +import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' import numpy as np import tensorflow as tf -from sklearn.model_selection import train_test_split from utils import Mask, CustomSchedule, Trainer from data_loader import DataLoader +import datetime from model import * -data_loader = DataLoader('wmt14/en-de', './datasets') - -with tf.device('/CPU:0'): - source_sequences, source_tokenizer, target_sequences, target_tokenizer = data_loader.load() - -input_vocab_size = len(source_tokenizer.word_index) + 1 -target_vocab_size = len(target_tokenizer.word_index) + 1 -print('input vocab size: ', input_vocab_size) -print('target vocab size: ', target_vocab_size) - - # hyper paramaters TRAIN_RATIO = 0.9 D_POINT_WISE_FF = 2048 @@ -33,52 +24,43 @@ EPOCHS = 20 ATTENTION_HEAD_COUNT = 8 DROPOUT_PROB = 0.1 -BATCH_SIZE = 16 +BATCH_SIZE = 32 +SEQ_MAX_LEN_SOURCE = 100 +SEQ_MAX_LEN_TARGET = 100 +BPE_VOCAB_SIZE = 32000 # for overfitting test hyper parameters # BATCH_SIZE = 32 # EPOCHS = 100 DATA_LIMIT = None -with tf.device('/CPU:0'): - source_sequences_train, source_sequences_val, target_sequences_train, target_sequences_val = train_test_split( - source_sequences, target_sequences, train_size=TRAIN_RATIO - ) - - if DATA_LIMIT is not None: - print('data size limit ON. limit size:', DATA_LIMIT) - source_sequences_train = source_sequences_train[:DATA_LIMIT] - target_sequences_train = target_sequences_train[:DATA_LIMIT] - - print('source_sequences_train', source_sequences_train.shape) - print('source_sequences_val', source_sequences_val.shape) - print('target_sequences_train', target_sequences_train.shape) - print('target_sequences_val', target_sequences_val.shape) +GLOBAL_BATCH_SIZE = (BATCH_SIZE * 1) +print('GLOBAL_BATCH_SIZE ', GLOBAL_BATCH_SIZE) + +data_loader = DataLoader( + dataset_name='wmt14/en-de', + data_dir='./datasets', + batch_size=GLOBAL_BATCH_SIZE, + bpe_vocab_size=BPE_VOCAB_SIZE, + seq_max_len_source=SEQ_MAX_LEN_SOURCE, + seq_max_len_target=SEQ_MAX_LEN_TARGET, + data_limit=DATA_LIMIT, + train_ratio=TRAIN_RATIO +) - print('train set size: ', source_sequences_train.shape[0]) - print('validation set size: ', source_sequences_val.shape[0]) - TRAIN_SET_SIZE = source_sequences_train.shape[0] - VALIDATION_SET_SIZE = source_sequences_val.shape[0] - SEQUENCE_MAX_LENGTH = source_sequences_val.shape[1] - - - -buffer_size = int(TRAIN_SET_SIZE * 0.3) -dataset = tf.data.Dataset.from_tensor_slices((source_sequences_train, target_sequences_train)).shuffle(buffer_size) -dataset = dataset.batch(BATCH_SIZE) -dataset = dataset.prefetch(tf.data.experimental.AUTOTUNE) +dataset, val_dataset = data_loader.load() transformer = Transformer( - input_vocab_size=input_vocab_size, - target_vocab_size=target_vocab_size, - encoder_count=ENCODER_COUNT, - decoder_count=DECODER_COUNT, - attention_head_count=ATTENTION_HEAD_COUNT, - d_model=D_MODEL, - d_point_wise_ff=D_POINT_WISE_FF, - dropout_prob=DROPOUT_PROB + input_vocab_size=BPE_VOCAB_SIZE, + target_vocab_size=BPE_VOCAB_SIZE, + encoder_count=ENCODER_COUNT, + decoder_count=DECODER_COUNT, + attention_head_count=ATTENTION_HEAD_COUNT, + d_model=D_MODEL, + d_point_wise_ff=D_POINT_WISE_FF, + dropout_prob=DROPOUT_PROB ) - + learning_rate = CustomSchedule(D_MODEL) optimizer = tf.optimizers.Adam(learning_rate, beta_1=0.9, beta_2=0.98, epsilon=1e-9) loss_object = tf.losses.SparseCategoricalCrossentropy(from_logits=True, reduction='none') @@ -94,7 +76,8 @@ trainer = Trainer( model=transformer, loss_object=loss_object, - optimizer=optimizer + optimizer=optimizer, + batch_size=GLOBAL_BATCH_SIZE ) if trainer.checkpoint_manager.latest_checkpoint: print("Restored from {}".format(trainer.checkpoint_manager.latest_checkpoint)) From 0cd882d5f74357cff0448c02079e14a75d9381ac Mon Sep 17 00:00:00 2001 From: strutive07 Date: Sun, 29 Sep 2019 11:27:08 +0900 Subject: [PATCH 40/98] tmp py --- tmpdistributed_train.py | 129 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 129 insertions(+) create mode 100644 tmpdistributed_train.py diff --git a/tmpdistributed_train.py b/tmpdistributed_train.py new file mode 100644 index 0000000..3b70496 --- /dev/null +++ b/tmpdistributed_train.py @@ -0,0 +1,129 @@ +from __future__ import absolute_import, division, print_function, unicode_literals + +# colab mode +# try: +# %tensorflow_version 2.x +# except Exception: +# pass +# !pip install tensorflow_probability==0.8.0rc0 --upgrade +import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' + +import numpy as np +import tensorflow as tf +from utils import Mask, CustomSchedule, Trainer +from data_loader import DataLoader +import datetime +from model import * + +def tmp1(): + # hyper paramaters + TRAIN_RATIO = 0.9 + D_POINT_WISE_FF = 2048 + D_MODEL = 512 + ENCODER_COUNT = DECODER_COUNT = 6 + EPOCHS = 20 + ATTENTION_HEAD_COUNT = 8 + DROPOUT_PROB = 0.1 + BATCH_SIZE = 32 + SEQ_MAX_LEN_SOURCE = 100 + SEQ_MAX_LEN_TARGET = 100 + BPE_VOCAB_SIZE = 32000 + + # for overfitting test hyper parameters + # BATCH_SIZE = 32 + # EPOCHS = 100 + DATA_LIMIT = None + + strategy = tf.distribute.MirroredStrategy() + + GLOBAL_BATCH_SIZE = (BATCH_SIZE * + strategy.num_replicas_in_sync) + print('GLOBAL_BATCH_SIZE ', GLOBAL_BATCH_SIZE) + + data_loader = DataLoader( + dataset_name='wmt14/en-de', + data_dir='./datasets', + batch_size=GLOBAL_BATCH_SIZE, + bpe_vocab_size=BPE_VOCAB_SIZE, + seq_max_len_source=SEQ_MAX_LEN_SOURCE, + seq_max_len_target=SEQ_MAX_LEN_TARGET, + data_limit=DATA_LIMIT, + train_ratio=TRAIN_RATIO + ) + + dataset, val_dataset = data_loader.load() + + transformer = Transformer( + input_vocab_size=BPE_VOCAB_SIZE, + target_vocab_size=BPE_VOCAB_SIZE, + encoder_count=ENCODER_COUNT, + decoder_count=DECODER_COUNT, + attention_head_count=ATTENTION_HEAD_COUNT, + d_model=D_MODEL, + d_point_wise_ff=D_POINT_WISE_FF, + dropout_prob=DROPOUT_PROB + ) + + learning_rate = CustomSchedule(D_MODEL) + optimizer = tf.optimizers.Adam(learning_rate, beta_1=0.9, beta_2=0.98, epsilon=1e-9) + loss_object = tf.losses.SparseCategoricalCrossentropy(from_logits=True, reduction='none') + + import time + import datetime + + current_day = datetime.datetime.now().strftime("%Y%m%d") + train_log_dir = './logs/gradient_tape/' + current_day + '/train' + os.makedirs(train_log_dir, exist_ok=True) + train_summary_writer = tf.summary.create_file_writer(train_log_dir) + + trainer = Trainer( + model=transformer, + loss_object=loss_object, + optimizer=optimizer, + batch_size=GLOBAL_BATCH_SIZE, + distribute_strategy=strategy + ) + if trainer.checkpoint_manager.latest_checkpoint: + print("Restored from {}".format(trainer.checkpoint_manager.latest_checkpoint)) + else: + print("Initializing from scratch.") + + trainer.checkpoint.restore( + trainer.checkpoint_manager.latest_checkpoint + ) + return strategy, dataset, data_loader, trainer, train_summary_writer, EPOCHS + +def train(strategy, dataset, data_loader, trainer, train_summary_writer, EPOCHS): + + import time + import datetime + + with strategy.scope(): + dataset = strategy.experimental_distribute_dataset(dataset) + for epoch in range(EPOCHS): + start = time.time() + print('start learning') + + for (batch, (input, target)) in enumerate(dataset): + loss = trainer.distributed_train_step(input, target) + trainer.checkpoint.step.assign_add(1) + if batch % 50 == 0: + print("Epoch: {}, Batch: {}, Loss:{}, Accuracy: {}".format(epoch, batch, trainer.train_loss.result(), + trainer.train_accuracy.result())) + if batch % 10000 == 0 and batch != 0: + trainer.checkpoint_manager.save() + print("{} | Epoch: {} Loss:{}, Accuracy: {}, time: {} sec".format( + datetime.datetime.now(), epoch, trainer.train_loss.result(), trainer.train_accuracy.result(), time.time() - start + )) + with train_summary_writer.as_default(): + tf.summary.scalar('train_loss', trainer.train_loss.result(), step=epoch) + tf.summary.scalar('train_accuracy', trainer.train_accuracy.result(), step=epoch) + + trainer.checkpoint_manager.save() + + trainer.train_loss.reset_states() + trainer.train_accuracy.reset_states() + trainer.validation_loss.reset_states() + trainer.validation_accuracy.reset_states() + trainer.checkpoint_manager.save() From d1cbce22cec35c0601ff3ab823c126a7dabfc00e Mon Sep 17 00:00:00 2001 From: strutive07 Date: Sun, 29 Sep 2019 11:38:18 +0900 Subject: [PATCH 41/98] add batch option to dataset --- data_loader.py | 1 + 1 file changed, 1 insertion(+) diff --git a/data_loader.py b/data_loader.py index b8ef6ce..d81e574 100644 --- a/data_loader.py +++ b/data_loader.py @@ -273,6 +273,7 @@ def create_dataset(self, source_sequences, target_sequences): dataset = tf.data.Dataset.from_tensor_slices( (source_sequences, target_sequences) ).shuffle(buffer_size) + dataset = dataset.batch(self.BATCH_SIZE) dataset = dataset.prefetch(tf.data.experimental.AUTOTUNE) return dataset From 196be9963241b491759ff66732667ab0565c722b Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 3 Oct 2019 14:17:29 +0900 Subject: [PATCH 42/98] delete tmp files --- tmpdistributed_train.py | 129 ---------------------------------------- 1 file changed, 129 deletions(-) delete mode 100644 tmpdistributed_train.py diff --git a/tmpdistributed_train.py b/tmpdistributed_train.py deleted file mode 100644 index 3b70496..0000000 --- a/tmpdistributed_train.py +++ /dev/null @@ -1,129 +0,0 @@ -from __future__ import absolute_import, division, print_function, unicode_literals - -# colab mode -# try: -# %tensorflow_version 2.x -# except Exception: -# pass -# !pip install tensorflow_probability==0.8.0rc0 --upgrade -import os -os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' - -import numpy as np -import tensorflow as tf -from utils import Mask, CustomSchedule, Trainer -from data_loader import DataLoader -import datetime -from model import * - -def tmp1(): - # hyper paramaters - TRAIN_RATIO = 0.9 - D_POINT_WISE_FF = 2048 - D_MODEL = 512 - ENCODER_COUNT = DECODER_COUNT = 6 - EPOCHS = 20 - ATTENTION_HEAD_COUNT = 8 - DROPOUT_PROB = 0.1 - BATCH_SIZE = 32 - SEQ_MAX_LEN_SOURCE = 100 - SEQ_MAX_LEN_TARGET = 100 - BPE_VOCAB_SIZE = 32000 - - # for overfitting test hyper parameters - # BATCH_SIZE = 32 - # EPOCHS = 100 - DATA_LIMIT = None - - strategy = tf.distribute.MirroredStrategy() - - GLOBAL_BATCH_SIZE = (BATCH_SIZE * - strategy.num_replicas_in_sync) - print('GLOBAL_BATCH_SIZE ', GLOBAL_BATCH_SIZE) - - data_loader = DataLoader( - dataset_name='wmt14/en-de', - data_dir='./datasets', - batch_size=GLOBAL_BATCH_SIZE, - bpe_vocab_size=BPE_VOCAB_SIZE, - seq_max_len_source=SEQ_MAX_LEN_SOURCE, - seq_max_len_target=SEQ_MAX_LEN_TARGET, - data_limit=DATA_LIMIT, - train_ratio=TRAIN_RATIO - ) - - dataset, val_dataset = data_loader.load() - - transformer = Transformer( - input_vocab_size=BPE_VOCAB_SIZE, - target_vocab_size=BPE_VOCAB_SIZE, - encoder_count=ENCODER_COUNT, - decoder_count=DECODER_COUNT, - attention_head_count=ATTENTION_HEAD_COUNT, - d_model=D_MODEL, - d_point_wise_ff=D_POINT_WISE_FF, - dropout_prob=DROPOUT_PROB - ) - - learning_rate = CustomSchedule(D_MODEL) - optimizer = tf.optimizers.Adam(learning_rate, beta_1=0.9, beta_2=0.98, epsilon=1e-9) - loss_object = tf.losses.SparseCategoricalCrossentropy(from_logits=True, reduction='none') - - import time - import datetime - - current_day = datetime.datetime.now().strftime("%Y%m%d") - train_log_dir = './logs/gradient_tape/' + current_day + '/train' - os.makedirs(train_log_dir, exist_ok=True) - train_summary_writer = tf.summary.create_file_writer(train_log_dir) - - trainer = Trainer( - model=transformer, - loss_object=loss_object, - optimizer=optimizer, - batch_size=GLOBAL_BATCH_SIZE, - distribute_strategy=strategy - ) - if trainer.checkpoint_manager.latest_checkpoint: - print("Restored from {}".format(trainer.checkpoint_manager.latest_checkpoint)) - else: - print("Initializing from scratch.") - - trainer.checkpoint.restore( - trainer.checkpoint_manager.latest_checkpoint - ) - return strategy, dataset, data_loader, trainer, train_summary_writer, EPOCHS - -def train(strategy, dataset, data_loader, trainer, train_summary_writer, EPOCHS): - - import time - import datetime - - with strategy.scope(): - dataset = strategy.experimental_distribute_dataset(dataset) - for epoch in range(EPOCHS): - start = time.time() - print('start learning') - - for (batch, (input, target)) in enumerate(dataset): - loss = trainer.distributed_train_step(input, target) - trainer.checkpoint.step.assign_add(1) - if batch % 50 == 0: - print("Epoch: {}, Batch: {}, Loss:{}, Accuracy: {}".format(epoch, batch, trainer.train_loss.result(), - trainer.train_accuracy.result())) - if batch % 10000 == 0 and batch != 0: - trainer.checkpoint_manager.save() - print("{} | Epoch: {} Loss:{}, Accuracy: {}, time: {} sec".format( - datetime.datetime.now(), epoch, trainer.train_loss.result(), trainer.train_accuracy.result(), time.time() - start - )) - with train_summary_writer.as_default(): - tf.summary.scalar('train_loss', trainer.train_loss.result(), step=epoch) - tf.summary.scalar('train_accuracy', trainer.train_accuracy.result(), step=epoch) - - trainer.checkpoint_manager.save() - - trainer.train_loss.reset_states() - trainer.train_accuracy.reset_states() - trainer.validation_loss.reset_states() - trainer.validation_accuracy.reset_states() - trainer.checkpoint_manager.save() From d07ad2a1db40b1803bbd8e0d637d60c92b3dade3 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 3 Oct 2019 16:24:54 +0900 Subject: [PATCH 43/98] add test codes --- data_loader.py | 18 +++++++++++- test.py | 78 ++++++++++++++++++++++++++++++++++++++++++++++++++ utils.py | 47 +++++++++++++++++++++++++++++- 3 files changed, 141 insertions(+), 2 deletions(-) create mode 100644 test.py diff --git a/data_loader.py b/data_loader.py index d81e574..b8789c2 100644 --- a/data_loader.py +++ b/data_loader.py @@ -68,7 +68,6 @@ def __init__(self, dataset_name, data_dir, batch_size=16, bpe_vocab_size=32000, self.PATHS['target_bpe_prefix'] = self.PATHS['target_data'] + '.segmented' def load(self): - pickle_data_path = os.path.join(self.DIR, 'data.pickle') print('#1 download data') self.download_dataset() @@ -141,6 +140,23 @@ def load(self): return train_dataset, val_dataset + def load_test(self, index=-1): + print('#1 download data') + self.download_dataset() + + print('#2 parse data') + source_data = self.parse_data_and_save(self.PATHS['test_files'][index][0]) + target_data = self.parse_data_and_save(self.PATHS['test_files'][index][1]) + + print('#3 load bpe vocab') + + self.dictionary['source']['token2idx'], self.dictionary['source']['idx2token'] = self.load_bpe_vocab( + self.PATHS['source_bpe_prefix'] + self.BPE_VOCAB_SUFFIX) + self.dictionary['target']['token2idx'], self.dictionary['target']['idx2token'] = self.load_bpe_vocab( + self.PATHS['target_bpe_prefix'] + self.BPE_VOCAB_SUFFIX) + + return source_data, target_data + def download_dataset(self): for file in (self.CONFIG[self.DATASET]['train_files'] + self.CONFIG[self.DATASET]['vocab_files'] diff --git a/test.py b/test.py new file mode 100644 index 0000000..99c514f --- /dev/null +++ b/test.py @@ -0,0 +1,78 @@ +from __future__ import absolute_import, division, print_function, unicode_literals +import time +import datetime + +# colab mode +# try: +# %tensorflow_version 2.x +# except Exception: +# pass +# !pip install tensorflow_probability==0.8.0rc0 --upgrade +import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' + +import numpy as np +import tensorflow as tf +from utils import Mask, CustomSchedule, Trainer, translate +from data_loader import DataLoader +import datetime +from model import * +from tqdm import tqdm + +# hyper paramaters +TRAIN_RATIO = 0.9 +D_POINT_WISE_FF = 2048 +D_MODEL = 512 +ENCODER_COUNT = DECODER_COUNT = 6 +EPOCHS = 20 +ATTENTION_HEAD_COUNT = 8 +DROPOUT_PROB = 0.1 +BATCH_SIZE = 32 +SEQ_MAX_LEN_SOURCE = 100 +SEQ_MAX_LEN_TARGET = 100 +BPE_VOCAB_SIZE = 32000 + + +data_loader = DataLoader( + dataset_name='wmt14/en-de', + data_dir='./datasets' +) + +source_data, target_data = data_loader.load_test(index=-1) +data = zip(source_data, target_data) + +transformer = Transformer( + input_vocab_size=BPE_VOCAB_SIZE, + target_vocab_size=BPE_VOCAB_SIZE, + encoder_count=ENCODER_COUNT, + decoder_count=DECODER_COUNT, + attention_head_count=ATTENTION_HEAD_COUNT, + d_model=D_MODEL, + d_point_wise_ff=D_POINT_WISE_FF, + dropout_prob=DROPOUT_PROB +) + +trainer = Trainer(model=transformer, checkpoint_dir='./checkpoints') +if trainer.checkpoint_manager.latest_checkpoint: + print("Restored from {}".format(trainer.checkpoint_manager.latest_checkpoint)) +else: + print("Initializing from scratch.") + +trainer.checkpoint.restore( + trainer.checkpoint_manager.latest_checkpoint +) + +translated_data = [] + +for source, target in tqdm(data): + output = translate(source, data_loader, trainer, SEQ_MAX_LEN_TARGET) + res = data_loader.sequences_to_texts([output.numpy().tolist()], mode='target') + translated_data.append({ + 'source': source, + 'target': target, + 'output': res + }) + +import pickle +with open('translated_data.pickle', 'wb') as f: + pickle.dump(pickle, f) diff --git a/utils.py b/utils.py index 0a6dd22..c385741 100644 --- a/utils.py +++ b/utils.py @@ -42,7 +42,7 @@ def __call__(self, step): class Trainer: - def __init__(self, model, loss_object, optimizer, checkpoint_dir='./checkpoints', batch_size=None, distribute_strategy=None): + def __init__(self, model, loss_object=None, optimizer=None, checkpoint_dir='./checkpoints', batch_size=None, distribute_strategy=None): self.batch_size = batch_size self.distribute_strategy = distribute_strategy self.model = model @@ -113,3 +113,48 @@ def distributed_loss_function(self, real, pred): loss *= mask return tf.reduce_mean(loss) + + +def translate(input, data_loader, trainer, seq_max_len_target=100): + if data_loader is None: + ValueError('data loader is None') + + if trainer is None: + ValueError('trainer is None') + + if trainer.model is None: + ValueError('model is None') + + if not isinstance(seq_max_len_target, int): + ValueError('seq_max_len_target is not int') + + encoded_data = data_loader.encode_data(input, mode='source') + encoded_data = data_loader.texts_to_sequences([encoded_data]) + encoder_input = tf.convert_to_tensor( + encoded_data, + dtype=tf.int32 + ) + decoder_input = [data_loader.dictionary['target']['token2idx']['']] + decoder_input = tf.expand_dims(decoder_input, 0) + decoder_end_token = data_loader.dictionary['target']['token2idx'][''] + + for i in range(SEQ_MAX_LEN_TARGET): + encoder_padding_mask, look_ahead_mask, decoder_padding_mask = Mask.create_masks( + encoder_input, decoder_input + ) + pred = trainer.model.call( + input=encoder_input, + target=decoder_input, + input_padding_mask=encoder_padding_mask, + look_ahead_mask=look_ahead_mask, + target_padding_mask=decoder_padding_mask, + training=False + ) + pred = pred[:, -1:, :] + predicted_id = tf.cast(tf.argmax(pred, axis=-1), dtype=tf.int32) + + if predicted_id == decoder_end_token: + return tf.squeeze(decoder_input, axis=0) + decoder_input = tf.concat([decoder_input, predicted_id], axis=-1) + + return tf.squeeze(decoder_input, axis=0) \ No newline at end of file From 370dae5d6575258547705c7b925bc49ff7ba3a85 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 3 Oct 2019 16:28:07 +0900 Subject: [PATCH 44/98] fix paths --- data_loader.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/data_loader.py b/data_loader.py index b8789c2..339c18b 100644 --- a/data_loader.py +++ b/data_loader.py @@ -145,8 +145,12 @@ def load_test(self, index=-1): self.download_dataset() print('#2 parse data') - source_data = self.parse_data_and_save(self.PATHS['test_files'][index][0]) - target_data = self.parse_data_and_save(self.PATHS['test_files'][index][1]) + + source_test_data_path = os.path.join(self.DIR, self.CONFIG[self.DATASET]['test_files'][index][0]) + target_test_data_path = os.path.join(self.DIR, self.CONFIG[self.DATASET]['test_files'][index][1]) + + source_data = self.parse_data_and_save(source_test_data_path) + target_data = self.parse_data_and_save(target_test_data_path) print('#3 load bpe vocab') From 830c705461001e3a30d04e77fee58ee823797b25 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 3 Oct 2019 16:34:22 +0900 Subject: [PATCH 45/98] fix dataset ranges --- data_loader.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/data_loader.py b/data_loader.py index 339c18b..d1a2ae3 100644 --- a/data_loader.py +++ b/data_loader.py @@ -141,13 +141,15 @@ def load(self): return train_dataset, val_dataset def load_test(self, index=-1): + if index < 0 or index >= len(self.CONFIG[self.DATASET]['test_files']) // 2: + ValueError('test file index out of range. min: 0, max: {}'.format(len(self.CONFIG[self.DATASET]['test_files']) // 2 - 1)) print('#1 download data') self.download_dataset() print('#2 parse data') - source_test_data_path = os.path.join(self.DIR, self.CONFIG[self.DATASET]['test_files'][index][0]) - target_test_data_path = os.path.join(self.DIR, self.CONFIG[self.DATASET]['test_files'][index][1]) + source_test_data_path = os.path.join(self.DIR, self.CONFIG[self.DATASET]['test_files'][index * 2]) + target_test_data_path = os.path.join(self.DIR, self.CONFIG[self.DATASET]['test_files'][index * 2 + 1]) source_data = self.parse_data_and_save(source_test_data_path) target_data = self.parse_data_and_save(target_test_data_path) From cef536ddfc598d402590cf31812719d12819eeda Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 3 Oct 2019 16:40:59 +0900 Subject: [PATCH 46/98] load checkpoint from None optimizer --- data_loader.py | 4 ++-- test.py | 2 +- utils.py | 5 ++++- 3 files changed, 7 insertions(+), 4 deletions(-) diff --git a/data_loader.py b/data_loader.py index d1a2ae3..a949dd9 100644 --- a/data_loader.py +++ b/data_loader.py @@ -140,9 +140,9 @@ def load(self): return train_dataset, val_dataset - def load_test(self, index=-1): + def load_test(self, index=0): if index < 0 or index >= len(self.CONFIG[self.DATASET]['test_files']) // 2: - ValueError('test file index out of range. min: 0, max: {}'.format(len(self.CONFIG[self.DATASET]['test_files']) // 2 - 1)) + raise ValueError('test file index out of range. min: 0, max: {}'.format(len(self.CONFIG[self.DATASET]['test_files']) // 2 - 1)) print('#1 download data') self.download_dataset() diff --git a/test.py b/test.py index 99c514f..5ac1fe5 100644 --- a/test.py +++ b/test.py @@ -38,7 +38,7 @@ data_dir='./datasets' ) -source_data, target_data = data_loader.load_test(index=-1) +source_data, target_data = data_loader.load_test(index=3) data = zip(source_data, target_data) transformer = Transformer( diff --git a/utils.py b/utils.py index c385741..bd7785f 100644 --- a/utils.py +++ b/utils.py @@ -51,7 +51,10 @@ def __init__(self, model, loss_object=None, optimizer=None, checkpoint_dir='./ch self.checkpoint_dir = checkpoint_dir os.makedirs(self.checkpoint_dir, exist_ok=True) # self.checkpoint = tf.train.Checkpoint(optimizer=self.optimizer, model=self.model) - self.checkpoint = tf.train.Checkpoint(step=tf.Variable(1), optimizer=self.optimizer, model=self.model) + if self.optimizer is None: + self.checkpoint = tf.train.Checkpoint(step=tf.Variable(1), model=self.model) + else: + self.checkpoint = tf.train.Checkpoint(step=tf.Variable(1), optimizer=self.optimizer, model=self.model) self.checkpoint_manager = tf.train.CheckpointManager(self.checkpoint, self.checkpoint_dir, max_to_keep=3) # metrics From 2fef6139ce9cbc869a7c8b1ae0ff6c9be19b807e Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 3 Oct 2019 16:45:06 +0900 Subject: [PATCH 47/98] add data encoder --- data_loader.py | 45 ++++++++++++++++++++++++++++++++++++++------- 1 file changed, 38 insertions(+), 7 deletions(-) diff --git a/data_loader.py b/data_loader.py index a949dd9..8765da6 100644 --- a/data_loader.py +++ b/data_loader.py @@ -48,6 +48,9 @@ class DataLoader: TRAIN_RATIO = 0.9 BATCH_SIZE = 16 + source_sp = None + target_sp = None + def __init__(self, dataset_name, data_dir, batch_size=16, bpe_vocab_size=32000, seq_max_len_source=100, seq_max_len_target=100, data_limit=None, train_ratio=0.9): if dataset_name is None or data_dir is None: @@ -231,6 +234,31 @@ def sentence_piece(self, source_data, source_bpe_model_path, result_data_path): f.write(sequence + "\n") return sequences + def encode_data(self, input, mode='source'): + if mode != 'source' and mode != 'target': + ValueError('not allowed mode.') + + if mode == 'source': + if self.source_sp is None: + self.source_sp = sentencepiece.SentencePieceProcessor() + self.source_sp.load(self.PATHS['source_bpe_prefix'] + self.BPE_MODEL_SUFFIX) + + pieces = self.source_sp.EncodeAsPieces(input) + sequence = " ".join(pieces) + + return sequence + elif mode == 'target': + if self.target_sp is None: + self.target_sp = sentencepiece.SentencePieceProcessor() + self.target_sp.load(self.PATHS['target_bpe_prefix'] + self.BPE_MODEL_SUFFIX) + + pieces = self.target_sp.EncodeAsPieces(input) + sequence = " ".join(pieces) + + return sequence + else: + ValueError('not allowed mode.') + def load_bpe_vocab(self, bpe_vocab_path): vocab = [line.split()[0] for line in open(bpe_vocab_path, 'r').read().splitlines()] token2idx = {} @@ -264,13 +292,16 @@ def sequences_to_texts(self, sequences, mode='source'): texts = [] for sequence in sequences: - text = [ - self.dictionary[mode]['idx2token'].get( - idx, - self.dictionary[mode]['idx2token'][1] - ) - for idx in sequence - ] + if mode == 'source': + if self.source_sp is None: + self.source_sp = sentencepiece.SentencePieceProcessor() + self.source_sp.load(self.PATHS['source_bpe_prefix'] + self.BPE_MODEL_SUFFIX) + text = self.source_sp.DecodeIds(sequence) + else: + if self.target_sp is None: + self.target_sp = sentencepiece.SentencePieceProcessor() + self.target_sp.load(self.PATHS['target_bpe_prefix'] + self.BPE_MODEL_SUFFIX) + text = self.target_sp.DecodeIds(sequence) texts.append(text) return texts From b03194a63095b003827fdb445e2ffc39929c0d98 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 3 Oct 2019 16:46:20 +0900 Subject: [PATCH 48/98] fix typo --- utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/utils.py b/utils.py index bd7785f..373750d 100644 --- a/utils.py +++ b/utils.py @@ -141,7 +141,7 @@ def translate(input, data_loader, trainer, seq_max_len_target=100): decoder_input = tf.expand_dims(decoder_input, 0) decoder_end_token = data_loader.dictionary['target']['token2idx'][''] - for i in range(SEQ_MAX_LEN_TARGET): + for i in range(seq_max_len_target): encoder_padding_mask, look_ahead_mask, decoder_padding_mask = Mask.create_masks( encoder_input, decoder_input ) From e36c015f3e458ae925d2a19b400d3bfdcd180829 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 3 Oct 2019 16:59:14 +0900 Subject: [PATCH 49/98] add multiprocessing --- test.py | 22 +++++++++++++++++----- 1 file changed, 17 insertions(+), 5 deletions(-) diff --git a/test.py b/test.py index 5ac1fe5..4b71a22 100644 --- a/test.py +++ b/test.py @@ -18,6 +18,7 @@ import datetime from model import * from tqdm import tqdm +from multiprocessing import Pool # hyper paramaters TRAIN_RATIO = 0.9 @@ -62,17 +63,28 @@ trainer.checkpoint_manager.latest_checkpoint ) -translated_data = [] +from multiprocessing import Pool -for source, target in tqdm(data): + +def do_translate(input): + index = input[0] + source = input[1][0] + target = input[1][1] + print(index) output = translate(source, data_loader, trainer, SEQ_MAX_LEN_TARGET) res = data_loader.sequences_to_texts([output.numpy().tolist()], mode='target') - translated_data.append({ + return { 'source': source, 'target': target, 'output': res - }) + } + +pool = Pool(16) +import time +start_time = int(time.time()) +translated_data = pool.map(do_translate, enumerate(data)) +print('sec:', time.time() - start_time) import pickle with open('translated_data.pickle', 'wb') as f: - pickle.dump(pickle, f) + pickle.dump(translated_data, f) \ No newline at end of file From bc6d1f6ab34374601859d10f7e16b03aa118f722 Mon Sep 17 00:00:00 2001 From: strutive07 Date: Thu, 3 Oct 2019 17:10:57 +0900 Subject: [PATCH 50/98] remove multiprocess --- test.py | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/test.py b/test.py index 4b71a22..1a25267 100644 --- a/test.py +++ b/test.py @@ -63,9 +63,6 @@ trainer.checkpoint_manager.latest_checkpoint ) -from multiprocessing import Pool - - def do_translate(input): index = input[0] source = input[1][0] @@ -79,11 +76,11 @@ def do_translate(input): 'output': res } -pool = Pool(16) -import time -start_time = int(time.time()) -translated_data = pool.map(do_translate, enumerate(data)) -print('sec:', time.time() - start_time) +translated_data = [] + +for input in data: + res = do_translate(input) + translated_data.append(res) import pickle with open('translated_data.pickle', 'wb') as f: From c300569df41f7724770cd86b923c048f4c143e2e Mon Sep 17 00:00:00 2001 From: wonjun Jang Date: Fri, 4 Oct 2019 23:44:01 +0900 Subject: [PATCH 51/98] Add paper review as pdf file --- Attention is all you need.pdf | Bin 0 -> 972690 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 Attention is all you need.pdf diff --git a/Attention is all you need.pdf b/Attention is all you need.pdf new file mode 100644 index 0000000000000000000000000000000000000000..e55110e03d11a384b31e098ffbf5c3668f321d7e GIT binary patch literal 972690 zcmdpcWmH^E^Ct-wAV6>nmLLi4?(XjH&JbX51_{9fgy8OO!C}zgE`vM4-6agR!}GlV zl`s2k&+gedbI!eUyKZ%LRd>~|s)kxcLW+@Tv%LDk}vGg_D^bs(=8qxQnGJ z(8-13lemqGlcTMh<7ZT66&EK9H*-taLv?#wQ)bw^6pmb6uz`PwZJhuTra()IPZE4= 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