diff --git a/create_vocab.py b/create_vocab.py deleted file mode 100644 index 0942d12..0000000 --- a/create_vocab.py +++ /dev/null @@ -1,30 +0,0 @@ -from itertools import islice -import regex as re -import sys -from torchtext.vocab import build_vocab_from_iterator -import lzma -import scripts - - - -def get_word_lines_from_file(file_name): - counter=0 - with lzma.open(file_name, 'r') as fh: - for line in fh: - counter+=1 - # if counter == 10000: - # break - line = line.decode("utf-8") - yield scripts.get_words_from_line(line) - - -vocab_size = scripts.vocab_size - -vocab = build_vocab_from_iterator( - get_word_lines_from_file('train/in.tsv.xz'), - max_tokens = vocab_size, - specials = ['']) - -import pickle -with open("vocab.pickle", 'wb') as handle: - pickle.dump(vocab, handle) \ No newline at end of file diff --git a/dev-0/out.tsv b/dev-0/out.tsv index bdd4288..d0ff72f 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -and:0.0382937490940094 a:0.02093913033604622 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e:0.0015433371299877763 business:0.0015244507230818272 out:0.001470720861107111 long:0.0014685953501611948 be:0.001467528403736651 any:0.0014640756417065859 railroad:0.001420518266968429 who:0.001397165353409946 several:0.0013644167920574546 latter:0.0013633808121085167 :0.7612354450393468 diff --git a/generator.py b/generator.py new file mode 100644 index 0000000..935116c --- /dev/null +++ b/generator.py @@ -0,0 +1,104 @@ +import torch +from torch import nn, optim +from torch.utils.data import DataLoader +import numpy as np +from collections import Counter +import string +import lzma +import pdb +import copy +from torch.utils.data import IterableDataset +import itertools +import lzma +import regex as re +import pickle +import string +import pdb +import utils +import os +os.environ["CUDA_VISIBLE_DEVICES"] = "0" +device = 'cuda' + +vocab_size = utils.vocab_size + +with open("vocab.pickle", 'rb') as handle: + vocab = pickle.load( handle) +vocab.set_default_index(vocab['']) +class Model(nn.Module): + def __init__(self, vocab_size): + super(Model, self).__init__() + self.lstm_size = 150 + self.embedding_dim = 200 + self.num_layers = 1 + + self.embedding = nn.Embedding( + num_embeddings=vocab_size, + embedding_dim=self.embedding_dim, + ) + self.lstm = nn.LSTM( + input_size=self.embedding_dim, + hidden_size=self.lstm_size, + num_layers=self.num_layers, + batch_first=True, + bidirectional=True, + # dropout=0.2, + ) + self.fc = nn.Linear(self.lstm_size*2, vocab_size) + + def forward(self, x, prev_state = None): + embed = self.embedding(x) + output, state = self.lstm(embed, prev_state) + logits = self.fc(output) + return logits, state + + def init_state(self, sequence_length): + return (torch.zeros(self.num_layers*2, sequence_length, self.lstm_size).to(device), + torch.zeros(self.num_layers*2, sequence_length, self.lstm_size).to(device)) + + +model = Model(vocab_size = vocab_size).to(device) + +model.load_state_dict(torch.load('lstm_step_10000.bin')) +model.eval() + +def predict(model, text_splitted): + model.eval() + words = text_splitted + + x = torch.tensor([[vocab[w] for w in words]]).to(device) + + state_h, state_c = model.init_state(x.size()[0]) + + y_pred, (state_h, state_c) = model(x, (state_h, state_c)) + + + last_word_logits = y_pred[0][-1] + p = torch.nn.functional.softmax(last_word_logits, dim=0) + + top = torch.topk(p, 10) + top_indices = top.indices.tolist() + top_words = vocab.lookup_tokens(top_indices) + if '' in top_words: + top_words.remove('') + + return np.random.choice(top_words) + +prompts = [ + 'These, and a thousand other means, by which the wealth of a nation may be greatly increase', + 'Pants, coat and vest of the latest styles, are provided. Whenever the fires need coaling,', + 'Mr. Deddrick intends to clothe it and\ngive it as nearly as possible a likeness' +] +for p in prompts: + answer = '' + for i in range(10): + answer += predict(model, p.split()) + ' ' + print('Prompt: ', p) + print('Answer: ', answer) + +# Prompt: These, and a thousand other means, by which the wealth of a nation may be greatly increase +# Answer: as the of as and to in to for in +# Prompt: Pants, coat and vest of the latest styles, are provided. Whenever the fires need coaling, +# Answer: in that The a the of the to the for +# Prompt: Mr. Deddrick intends to clothe it and +# give it as nearly as possible a likeness +# Answer: and of\nthe for man in of\nthe and of man of diff --git a/inference.py b/inference.py index 0ee9ee0..bc88236 100644 --- a/inference.py +++ b/inference.py @@ -1,107 +1,118 @@ -from torch import nn + import torch - - +from torch import nn, optim +from torch.utils.data import DataLoader +import numpy as np +from collections import Counter +import string +import lzma +import pdb +import copy from torch.utils.data import IterableDataset import itertools import lzma import regex as re import pickle -import scripts +import string +import pdb +import utils import os -os.environ["CUDA_VISIBLE_DEVICES"] = "1" - -class SimpleTrigramNeuralLanguageModel(nn.Module): - def __init__(self, vocabulary_size, embedding_size): - super(SimpleTrigramNeuralLanguageModel, self).__init__() - self.embedings = nn.Embedding(vocabulary_size, embedding_size) - self.linear = nn.Linear(embedding_size*2, vocabulary_size) - - self.linear_first_layer = nn.Linear(embedding_size*2, embedding_size*2) - self.relu = nn.ReLU() - self.softmax = nn.Softmax() - - # self.model = nn.Sequential( - # nn.Embedding(vocabulary_size, embedding_size), - # nn.Linear(embedding_size, vocabulary_size), - # nn.Softmax() - # ) - - def forward(self, x): - emb_1 = self.embedings(x[0]) - emb_2 = self.embedings(x[1]) - - first_layer = self.linear_first_layer(torch.cat((emb_1, emb_2), dim=1)) - after_relu = self.relu(first_layer) - concated = self.linear(after_relu) - - y = self.softmax(concated) - - return y - -vocab_size = scripts.vocab_size -embed_size = 100 +os.environ["CUDA_VISIBLE_DEVICES"] = "0" device = 'cuda' -model = SimpleTrigramNeuralLanguageModel(vocab_size, embed_size).to(device) - -model.load_state_dict(torch.load('batch_model_epoch_0.bin')) -model.eval() +vocab_size = utils.vocab_size with open("vocab.pickle", 'rb') as handle: - vocab = pickle.load(handle) + vocab = pickle.load( handle) vocab.set_default_index(vocab['']) +class Model(nn.Module): + def __init__(self, vocab_size): + super(Model, self).__init__() + self.lstm_size = 150 + self.embedding_dim = 200 + self.num_layers = 1 + + self.embedding = nn.Embedding( + num_embeddings=vocab_size, + embedding_dim=self.embedding_dim, + ) + self.lstm = nn.LSTM( + input_size=self.embedding_dim, + hidden_size=self.lstm_size, + num_layers=self.num_layers, + batch_first=True, + bidirectional=True, + # dropout=0.2, + ) + self.fc = nn.Linear(self.lstm_size*2, vocab_size) + + def forward(self, x, prev_state = None): + embed = self.embedding(x) + output, state = self.lstm(embed, prev_state) + logits = self.fc(output) + return logits, state + + def init_state(self, sequence_length): + return (torch.zeros(self.num_layers*2, sequence_length, self.lstm_size).to(device), + torch.zeros(self.num_layers*2, sequence_length, self.lstm_size).to(device)) -step = 0 +model = Model(vocab_size = vocab_size).to(device) + +model.load_state_dict(torch.load('lstm_step_10000.bin')) +model.eval() +def predict(model, text_splitted): + model.eval() + words = text_splitted + + x = torch.tensor([[vocab[w] for w in words]]).to(device) + + state_h, state_c = model.init_state(x.size()[0]) + + y_pred, (state_h, state_c) = model(x, (state_h, state_c)) -with lzma.open('dev-0/in.tsv.xz', 'rb') as file: + last_word_logits = y_pred[0][-1] + p = torch.nn.functional.softmax(last_word_logits, dim=0) + + top = torch.topk(p, 64) + top_indices = top.indices.tolist() + top_probs = top.values.tolist() + top_words = vocab.lookup_tokens(top_indices) + return top_words, top_probs + +inference_result = [] +with lzma.open(f'test-A/in.tsv.xz', 'r') as file: for line in file: - line = line.decode('utf-8') + line = line.decode("utf-8") line = line.rstrip() - # line = line.lower() - line = line.replace("\\\\n", ' ') + line = line.translate(str.maketrans('', '', string.punctuation)) + line_splitted_by_tab = line.split('\t') + left_context = line_splitted_by_tab[-2] + left_context_splitted = list(utils.get_words_from_line(left_context)) - line_splitted = line.split('\t')[-2:] - - prev = list(scripts.get_words_from_line(line_splitted[0]))[-1] - next = list(scripts.get_words_from_line(line_splitted[1]))[0] - - # prev = line[0].split(' ')[-1] - # next = line[1].split(' ')[0] - - - x = torch.tensor(vocab.forward([prev])) - z = torch.tensor(vocab.forward([next])) - x = x.to(device) - z = z.to(device) - ypredicted = model([x, z]) - - try: - - top = torch.topk(ypredicted[0], 128) - except: - print(ypredicted[0]) - raise Exception('aa') - top_indices = top.indices.tolist() - top_probs = top.values.tolist() - top_words = vocab.lookup_tokens(top_indices) + top_words, top_probs = predict(model, left_context_splitted) string_to_print = '' - sum_probs = 0 + sum_probs = 0 for w, p in zip(top_words, top_probs): + # print(top_words) if '' in w: continue - if re.search(r'\p{L}+', w): - string_to_print += f"{w}:{p} " - sum_probs += p + string_to_print += f"{w}:{p} " + sum_probs += p + if string_to_print == '': - print(f"the:0.2 a:0.3 :0.5") + inference_result.append("the:0.2 a:0.3 :0.5") continue unknow_prob = 1 - sum_probs string_to_print += f":{unknow_prob}" - print(string_to_print) \ No newline at end of file + inference_result.append(string_to_print) + +with open('test-A/out.tsv', 'w') as f: + for line in inference_result: + f.write(line+'\n') +print('All done') \ No newline at end of file diff --git a/lstm.py b/lstm.py new file mode 100644 index 0000000..566bc50 --- /dev/null +++ b/lstm.py @@ -0,0 +1,189 @@ +import torch +from torch import nn, optim +from torch.utils.data import DataLoader +import numpy as np +from collections import Counter +import string +import lzma +import pdb +import copy +from torch.utils.data import IterableDataset +import itertools +import lzma +import regex as re +import pickle +import string +import pdb +import utils +import os +os.environ["CUDA_VISIBLE_DEVICES"] = "1" +device = 'cuda' + +with open("vocab.pickle", 'rb') as handle: + vocab = pickle.load( handle) +vocab.set_default_index(vocab['']) + +def get_word_lines_from_file(file_name): + counter=0 + seq_len = 10 + with lzma.open(file_name, 'r') as fh: + for line in fh: + counter+=1 + # if counter == 100000: + # break + line = line.decode("utf-8") + + line_splitted = utils.get_words_from_line(line) + + vocab_line = [vocab[t] for t in line_splitted] + + for i in range(len(vocab_line) - seq_len): + yield torch.tensor(vocab_line[i:i+seq_len]), torch.tensor(vocab_line[i+1 :i+seq_len+1]) + + + + +class Grams_10(IterableDataset): + + def __init__(self, text_file, vocab): + self.vocab = vocab + self.vocab.set_default_index(self.vocab['']) + self.text_file = text_file + + def __iter__(self): + return get_word_lines_from_file(self.text_file) + +vocab_size = utils.vocab_size + +train_dataset = Grams_10('train/in.tsv.xz', vocab) + + +BATCH_SIZE = 1024 + + +class Model(nn.Module): + def __init__(self, vocab_size): + super(Model, self).__init__() + self.lstm_size = 150 + self.embedding_dim = 200 + self.num_layers = 1 + + self.embedding = nn.Embedding( + num_embeddings=vocab_size, + embedding_dim=self.embedding_dim, + ) + self.lstm = nn.LSTM( + input_size=self.embedding_dim, + hidden_size=self.lstm_size, + num_layers=self.num_layers, + batch_first=True, + bidirectional=True, + # dropout=0.2, + ) + self.fc = nn.Linear(self.lstm_size*2, vocab_size) + + def forward(self, x, prev_state = None): + embed = self.embedding(x) + output, state = self.lstm(embed, prev_state) + logits = self.fc(output) + return logits, state + + def init_state(self, sequence_length): + return (torch.zeros(self.num_layers*2, sequence_length, self.lstm_size).to(device), + torch.zeros(self.num_layers*2, sequence_length, self.lstm_size).to(device)) + + +def train(dataloader, model, max_epochs): + model.train() + + criterion = nn.CrossEntropyLoss() + optimizer = optim.Adam(model.parameters(), lr=0.01) + + for epoch in range(max_epochs): + step = 0 + for batch_i, (x, y) in enumerate(dataloader): + # pdb.set_trace() + + x = x.to(device) + y = y.to(device) + optimizer.zero_grad() + + y_pred, (state_h, state_c) = model(x) + # pdb.set_trace() + loss = criterion(y_pred.transpose(1, 2), y) + + loss.backward() + optimizer.step() + + step+=1 + if step % 500 == 0: + print({ 'epoch': epoch,'step': step ,'loss': loss.item(), }) + # torch.save(model.state_dict(), f'lstm_step_{step}.bin') + if step % 5000 == 0: + print({ 'epoch': epoch, 'step': step, 'loss': loss.item() }) + torch.save(model.state_dict(), f'lstm_step_{step}.bin') + torch.save(model.state_dict(), f'lstm_epoch_{epoch}.bin') + # break +print('Halko zaczynamy trenowanie') +model = Model(vocab_size = vocab_size).to(device) + +dataset = DataLoader(train_dataset, batch_size=BATCH_SIZE) +train(dataset, model, 1) +torch.save(model.state_dict(), f'lstm.bin') + + +# def predict(model, text_splitted): +# model.eval() +# words = text_splitted + +# x = torch.tensor([[vocab[w] for w in words]]).to(device) +# state_h, state_c = model.init_state(x.size()[0]) + +# y_pred, (state_h, state_c) = model(x, (state_h, state_c)) + + +# last_word_logits = y_pred[0][-1] +# p = torch.nn.functional.softmax(last_word_logits, dim=0) + +# top = torch.topk(p, 64) +# top_indices = top.indices.tolist() +# top_probs = top.values.tolist() +# top_words = vocab.lookup_tokens(top_indices) +# return top_words, top_probs + +# print('Halko zaczynamy predykcje') +# inference_result = [] +# with lzma.open(f'dev-0/in.tsv.xz', 'r') as file: +# for line in file: +# line = line.decode("utf-8") +# line = line.rstrip() +# line = line.translate(str.maketrans('', '', string.punctuation)) +# line_splitted_by_tab = line.split('\t') +# left_context = line_splitted_by_tab[-2] + +# left_context_splitted = list(utils.get_words_from_line(left_context)) + +# top_words, top_probs = predict(model, left_context_splitted) + +# string_to_print = '' + +# sum_probs = 0 +# for w, p in zip(top_words, top_probs): +# # print(top_words) +# if '' in w: +# continue +# string_to_print += f"{w}:{p} " +# sum_probs += p + +# if string_to_print == '': +# inference_result.append("the:0.2 a:0.3 :0.5") +# continue +# unknow_prob = 1 - sum_probs +# string_to_print += f":{unknow_prob}" + +# inference_result.append(string_to_print) + +# with open('dev-0/out.tsv', 'w') as f: +# for line in inference_result: +# f.write(line+'\n') +print('All done') \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv index e42a050..ea4b54a 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -of:0.48844465613365173 to:0.04927114397287369 and:0.048863913863897324 in:0.02629862353205681 ofnthe:0.016513315960764885 was:0.01526525616645813 the:0.011351325549185276 were:0.01088770292699337 by:0.008720222860574722 mrs:0.008602222427725792 on:0.007247245870530605 that:0.006914971396327019 at:0.006256185472011566 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up:0.0036026001907885075 In:0.0035488500725477934 be:0.0034758783876895905 It:0.0033935110550373793 there:0.0033904146403074265 was:0.0032486128620803356 had:0.0030945667531341314 so:0.0030876987148076296 into:0.002988804131746292 is:0.0028919356409460306 about:0.0028918907046318054 their:0.0027244016528129578 an:0.0026493133045732975 out:0.0025571451988071203 when:0.002471260027959943 upon:0.002344792475923896 than:0.002218523295596242 who:0.00211756257340312 over:0.002047777408733964 have:0.0020102690905332565 him:0.0019931085407733917 her:0.001959733199328184 He:0.0019461733754724264 under:0.0018892250955104828 which:0.001888762810267508 one:0.001882839947938919 these:0.0018642692593857646 we:0.0017977108946070075 any:0.0017725504003465176 will:0.0017100360710173845 they:0.0016485516680404544 If:0.001574112568050623 tho:0.001538772601634264 them:0.0015062560560181737 only:0.0014610262587666512 some:0.0014598716516047716 good:0.0014249078230932355 no:0.001420402666553855 :0.5055413290392607 +and:0.04702232405543327 of:0.03300287574529648 the:0.03216952085494995 to:0.026522373780608177 in:0.017062325030565262 a:0.015445707365870476 at:0.007431203965097666 for:0.007105070631951094 The:0.00690082972869277 that:0.006818301510065794 I:0.006415788549929857 was:0.00593947060406208 is:0.005806633736938238 from:0.0056814891286194324 with:0.005484829191118479 by:0.005434416234493256 or:0.0052802301943302155 as:0.004870682489126921 it:0.0046419319696724415 on:0.004166536498814821 he:0.0037110995035618544 1:0.003460929961875081 not:0.003275191178545356 but:0.003206727560609579 had:0.0031747317407280207 It:0.002988309133797884 his:0.00297326291911304 be:0.0029709895607084036 has:0.002965758088976145 will:0.0029581906273961067 who:0.0029466142877936363 In:0.0029019229114055634 which:0.0027812032494693995 have:0.0027751438319683075 this:0.002706102328374982 are:0.002461249940097332 all:0.002367744455114007 an:0.0023246598429977894 were:0.0022799556609243155 one:0.0022530185524374247 ;:0.0021460566204041243 about:0.0019367733038961887 He:0.0018528166692703962 la:0.0018499580910429358 Mr.:0.0018076737178489566 A:0.0017899519298225641 we:0.0017883531982079148 there:0.0017683579353615642 their:0.001721925218589604 would:0.0016961898654699326 if:0.0016927882097661495 do:0.0016187934670597315 they:0.0015272034797817469 her:0.0014120902633294463 when:0.0013320937287062407 more:0.0013301755534484982 ,:0.001306637772358954 aud:0.0012962536420673132 -:0.0012939440784975886 under:0.0012881578877568245 into:0.0012636571191251278 than:0.0012502351310104132 over:0.0012187870452180505 :0.6531257794704288 +United:0.01903003454208374 State:0.012398974038660526 said:0.00569478515535593 city:0.00502824829891324 most:0.0038739389274269342 County:0.0038182276766747236 new:0.0034900049213320017 United\nStates:0.0034019420854747295 District:0.0033461893908679485 House:0.0029809644911438227 Court:0.0029496168717741966 same:0.0029146666638553143 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deleted file mode 100644 index 5a923b5..0000000 --- a/train.py +++ /dev/null @@ -1,124 +0,0 @@ - - -from torch import nn -import torch - - -from torch.utils.data import IterableDataset -import itertools -import lzma -import regex as re -import pickle -import scripts - - -def look_ahead_iterator(gen): - prev = None - current = None - next = None - for next in gen: - if prev is not None and current is not None: - yield (prev, current, next) - prev = current - current = next - - -def get_word_lines_from_file(file_name): - counter=0 - with lzma.open(file_name, 'r') as fh: - for line in fh: - counter+=1 - if counter == 100000: - break - line = line.decode("utf-8") - yield scripts.get_words_from_line(line) - - - -class Trigrams(IterableDataset): - def load_vocab(self): - with open("vocab.pickle", 'rb') as handle: - vocab = pickle.load( handle) - return vocab - - def __init__(self, text_file, vocabulary_size): - self.vocab = self.load_vocab() - self.vocab.set_default_index(self.vocab['']) - self.vocabulary_size = vocabulary_size - self.text_file = text_file - - def __iter__(self): - return look_ahead_iterator( - (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_file(self.text_file)))) - -vocab_size = scripts.vocab_size - -train_dataset = Trigrams('train/in.tsv.xz', vocab_size) - - - -#=== trenowanie -from torch import nn -import torch -from torch.utils.data import DataLoader -embed_size = 100 - -class SimpleTrigramNeuralLanguageModel(nn.Module): - def __init__(self, vocabulary_size, embedding_size): - super(SimpleTrigramNeuralLanguageModel, self).__init__() - self.embedings = nn.Embedding(vocabulary_size, embedding_size) - self.linear = nn.Linear(embedding_size*2, vocabulary_size) - - self.linear_first_layer = nn.Linear(embedding_size*2, embedding_size*2) - self.relu = nn.ReLU() - self.softmax = nn.Softmax() - - # self.model = nn.Sequential( - # nn.Embedding(vocabulary_size, embedding_size), - # nn.Linear(embedding_size, vocabulary_size), - # nn.Softmax() - # ) - - def forward(self, x): - emb_1 = self.embedings(x[0]) - emb_2 = self.embedings(x[1]) - - first_layer = self.linear_first_layer(torch.cat((emb_1, emb_2), dim=1)) - after_relu = self.relu(first_layer) - concated = self.linear(after_relu) - - y = self.softmax(concated) - - return y - -model = SimpleTrigramNeuralLanguageModel(vocab_size, embed_size) - -vocab = train_dataset.vocab - - -device = 'cuda' -model = SimpleTrigramNeuralLanguageModel(vocab_size, embed_size).to(device) -data = DataLoader(train_dataset, batch_size=12800) -optimizer = torch.optim.Adam(model.parameters(), lr=scripts.learning_rate) -criterion = torch.nn.NLLLoss() - -model.train() -step = 0 -epochs = 4 -for i in range(epochs): - for x, y, z in data: - x = x.to(device) - y = y.to(device) - z = z.to(device) - optimizer.zero_grad() - ypredicted = model([x, z]) - loss = criterion(torch.log(ypredicted), y) - if step % 2000 == 0: - print(step, loss) - # torch.save(model.state_dict(), f'model1_{step}.bin') - step += 1 - loss.backward() - optimizer.step() - torch.save(model.state_dict(), f'batch_model_epoch_{i}.bin') - print(step, loss, f'model_epoch_{i}.bin') -torch.save(model.state_dict(), 'model_tri1.bin') \ No newline at end of file diff --git a/utils.py b/utils.py new file mode 100644 index 0000000..d6bbc9c --- /dev/null +++ b/utils.py @@ -0,0 +1,25 @@ +import regex as re +import string +from torch import nn +import torch +from torch.utils.data import DataLoader + +from torch.utils.data import IterableDataset +import itertools +import lzma +import regex as re +import pickle +import string + + +def get_words_from_line(line): + line = line.rstrip() + line = line.strip() + # yield '' + for m in line.split(): + yield m + # yield '' + +vocab_size = 20000 +device = 'cuda' + diff --git a/x_train.py b/x_train.py deleted file mode 100644 index fc4c237..0000000 --- a/x_train.py +++ /dev/null @@ -1,348 +0,0 @@ -from torch import nn -import torch -from torch.utils.data import DataLoader -import copy -from torch.utils.data import IterableDataset -import itertools -import lzma -import regex as re -import pickle -import scripts -import string -import pdb -import utils - -def divide_chunks(l, n): - - # looping till length l - for i in range(0, len(l), n): - yield l[i:i + n] - - -with open("vocab.pickle", 'rb') as handle: - vocab = pickle.load( handle) -vocab.set_default_index(vocab['']) - - - -def look_ahead_iterator(gen): - seq = [] - counter = 0 - for item in gen: - seq.append(item) - if counter % 11 == 0 and counter !=0: - if len(seq) == 11: - yield seq - seq = [] - counter+=1 - -def get_word_lines_from_file(file_name): - counter=0 - with lzma.open(file_name, 'r') as fh: - for line in fh: - counter+=1 - # if counter == 100000: - # break - line = line.decode("utf-8") - yield scripts.get_words_from_line(line) - - - -class Grams_10(IterableDataset): - def load_vocab(self): - with open("vocab.pickle", 'rb') as handle: - vocab = pickle.load( handle) - return vocab - - def __init__(self, text_file, vocab): - self.vocab = vocab - self.vocab.set_default_index(self.vocab['']) - self.text_file = text_file - - def __iter__(self): - return look_ahead_iterator( - (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_file(self.text_file)))) - -vocab_size = scripts.vocab_size - -train_dataset = Grams_10('train/in.tsv.xz', vocab) -BATCH_SIZE = 2048 - -train_data = DataLoader(train_dataset, batch_size=BATCH_SIZE) - - -PREFIX_TRAIN = 'train' -PREFIX_VALID = 'dev-0' -BATCHES = [] -# def read_train_file(folder_prefix, vocab): -# dataset_x = [] -# dataset_y = [] -# counter_lines = 0 -# seq_len = 10 -# with lzma.open(f'{folder_prefix}/in.tsv.xz', 'r') as train, open(f'{folder_prefix}/expected.tsv', 'r') as expected: -# for t_line, e_line in zip(train, expected): -# t_line = t_line.decode("utf-8") -# t_line = t_line.rstrip() -# e_line = e_line.rstrip() -# t_line = t_line.translate(str.maketrans('', '', string.punctuation)) -# t_line_splitted_by_tab = t_line.split('\t') -# # t_line_cleared = t_line_splitted_by_tab[-2] + ' ' + e_line + ' ' + t_line_splitted_by_tab[-1] - - -# whole_line = t_line_splitted_by_tab[-2] + ' ' + e_line + ' ' + t_line_splitted_by_tab[-1] - -# whole_line_splitted = list(scripts.get_words_from_line(whole_line)) - -# whole_lines_splitted = divide_chunks(whole_line_splitted, 11) - -# for chunk_line in whole_line_splitted: - - -# left_context_splitted = chunk_line[0:10] - -# seq_x = [] -# for i in range(seq_len): -# index = -1 - i -# if len(left_context_splitted) < i + 1: -# seq_x.insert(0, '') -# else: -# seq_x.insert(0, left_context_splitted[-1 -i]) - -# left_vocabed = [vocab[t] for t in seq_x] - - -# dataset_x.append(left_vocabed ) -# dataset_y.append([vocab[chunk_line[10]]]) - -# counter_lines+=1 -# # if counter_lines > 20000: -# # break -# return dataset_x, dataset_y - -def read_dev_file(folder_prefix, vocab): - dataset_x = [] - dataset_y = [] - counter_lines = 0 - seq_len = 10 - with lzma.open(f'{folder_prefix}/in.tsv.xz', 'r') as train, open(f'{folder_prefix}/expected.tsv', 'r') as expected: - for t_line, e_line in zip(train, expected): - t_line = t_line.decode("utf-8") - t_line = t_line.rstrip() - e_line = e_line.rstrip() - t_line = t_line.translate(str.maketrans('', '', string.punctuation)) - t_line_splitted_by_tab = t_line.split('\t') - # t_line_cleared = t_line_splitted_by_tab[-2] + ' ' + e_line + ' ' + t_line_splitted_by_tab[-1] - - left_context = t_line_splitted_by_tab[-2] - left_context_splitted = list(scripts.get_words_from_line(left_context)) - - - seq_x = [] - for i in range(seq_len): - index = -1 - i - if len(left_context_splitted) < i + 1: - seq_x.insert(0, '') - else: - seq_x.insert(0, left_context_splitted[-1 -i]) - - left_vocabed = [vocab[t] for t in seq_x] - - - dataset_x.append(left_vocabed ) - dataset_y.append([vocab[e_line]]) - - counter_lines+=1 - # if counter_lines > 20000: - # break - return dataset_x, dataset_y - -def read_test_file(folder_prefix, vocab): - dataset_x = [] - dataset_y = [] - counter_lines = 0 - seq_len = 10 - with lzma.open(f'{folder_prefix}/in.tsv.xz', 'r') as train: - for t_line in train: - t_line = t_line.decode("utf-8") - t_line = t_line.rstrip() - t_line = t_line.translate(str.maketrans('', '', string.punctuation)) - t_line_splitted_by_tab = t_line.split('\t') - # t_line_cleared = t_line_splitted_by_tab[-2] + ' ' + e_line + ' ' + t_line_splitted_by_tab[-1] - - left_context = t_line_splitted_by_tab[-2] - left_context_splitted = list(scripts.get_words_from_line(left_context)) - - - seq_x = [] - for i in range(seq_len): - index = -1 - i - if len(left_context_splitted) < i + 1: - seq_x.insert(0, '') - else: - seq_x.insert(0, left_context_splitted[-1 -i]) - - left_vocabed = [vocab[t] for t in seq_x] - - - dataset_x.append(left_vocabed ) - - counter_lines+=1 - # if counter_lines > 20000: - # break - return dataset_x - - - -# train_set_x, train_set_y = read_file(PREFIX_TRAIN, vocab) -dev_set_x, dev_set_y = read_dev_file(PREFIX_VALID, vocab) - -test_set_x = read_test_file('test-A', vocab) - -# train_data_x = DataLoader(train_set_x, batch_size=4048) -# train_data_y = DataLoader(train_set_y, batch_size=4048) - -# train_data_x = DataLoader(train_set_x, batch_size=4048) -# train_data_y = DataLoader(train_set_y, batch_size=4048) - - -dev_data_x = DataLoader(dev_set_x, batch_size=1) -dev_data_y = DataLoader(dev_set_y, batch_size=1) - - - -test_set_x = DataLoader(test_set_x, batch_size=1) -# pdb.set_trace() -device = utils.device - -model = utils.LanguageModel(scripts.vocab_size, utils.embed_size).to(device) -optimizer = torch.optim.Adam(model.parameters(), lr=utils.learning_rate) -criterion = torch.nn.NLLLoss() -model.train() - -step = 0 -last_best_acc = -1 -epochs = 3 -for epoch in range(epochs): - model.train() - for batch in train_data: - x = batch[:10] - y = [batch[10]] - - x = [i.to(device) for i in x] - y = y[0].to(device) - optimizer.zero_grad() - ypredicted = model(x) - # pdb.set_trace() - loss = criterion(torch.log(ypredicted), y) - if step % 10000 == 0: - print('Step: ', step, loss) - # torch.save(model.state_dict(), f'model1_{step}.bin') - step += 1 - loss.backward() - optimizer.step() - - # evaluation - model.eval() - y_predeicted = [] - top_50_true = 0 - for d_x, d_y in zip(dev_data_x, dev_data_y): - # pdb.set_trace() - d_x = [i.to(device) for i in d_x] - # d_y = d_y.to(device) - - optimizer.zero_grad() - ypredicted = model(d_x) - - top = torch.topk(ypredicted[0], 64) - top_indices = top.indices.tolist() - if d_y[0] in top_indices: - top_50_true+=1 - my_acc = top_50_true/len(dev_data_y) - print('My_accuracy: ', my_acc, ", epoch: ", epoch) - if my_acc > last_best_acc: - print('NEW BEST -- My_accuracy: ', my_acc, ", epoch: ", epoch) - last_best_acc = my_acc - best_model = copy.deepcopy(model) - torch.save(model.state_dict(), f'model_last_best_.bin') - if epoch % 15 == 0: - print('Epoch: ', epoch, step, loss) - # torch.save(model.state_dict(), f'model_epoch_{epoch}_.bin') - - - -# inference -print('inference') -inference_result = [] -for d_x, d_y in zip(dev_data_x, dev_data_y): - # pdb.set_trace() - d_x = [i.to(device) for i in d_x] - # d_y = d_y.to(device) - - optimizer.zero_grad() - ypredicted = model(d_x) - - top = torch.topk(ypredicted[0], 10) - top_indices = top.indices.tolist() - top_probs = top.values.tolist() - top_words = vocab.lookup_tokens(top_indices) - - string_to_print = '' - - sum_probs = 0 - for w, p in zip(top_words, top_probs): - # print(top_words) - if '' in w: - continue - string_to_print += f"{w}:{p} " - sum_probs += p - - if string_to_print == '': - inference_result.append("the:0.2 a:0.3 :0.5") - continue - unknow_prob = 1 - sum_probs - string_to_print += f":{unknow_prob}" - - inference_result.append(string_to_print) - -with open('dev-0/out.tsv', 'w') as f: - for line in inference_result: - f.write(line+'\n') - - -print('inference test') -inference_result = [] -for d_x in test_set_x: - # pdb.set_trace() - d_x = [i.to(device) for i in d_x] - # d_y = d_y.to(device) - - optimizer.zero_grad() - ypredicted = model(d_x) - - top = torch.topk(ypredicted[0], 64) - top_indices = top.indices.tolist() - top_probs = top.values.tolist() - top_words = vocab.lookup_tokens(top_indices) - - string_to_print = '' - - sum_probs = 0 - for w, p in zip(top_words, top_probs): - # print(top_words) - if '' in w: - continue - string_to_print += f"{w}:{p} " - sum_probs += p - - if string_to_print == '': - inference_result.append("the:0.2 a:0.3 :0.5") - continue - unknow_prob = 1 - sum_probs - string_to_print += f":{unknow_prob}" - - inference_result.append(string_to_print) - -with open('test-A/out.tsv', 'w') as f: - for line in inference_result: - f.write(line+'\n') -print('All done') \ No newline at end of file