From 3161a6a902cc50f1c6e6502fa801ead566b0de7f Mon Sep 17 00:00:00 2001 From: adnovac Date: Fri, 29 Apr 2022 13:01:36 +0200 Subject: [PATCH] nn - bigrams --- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ run.py | 62 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 17971 insertions(+), 17957 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 3cc52d1..b85daba 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:0.3064567446708679 :0.052480392158031464 a:0.04355975240468979 his:0.025966426357626915 this:0.021542880684137344 their:0.016099581494927406 tho:0.015957575291395187 which:0.013645060360431671 our:0.013225496746599674 said:0.010856186039745808 :0.01 -:0.0906219333410263 own:0.01150647271424532 way:0.010549372062087059 power:0.008154425770044327 contents:0.005669788923114538 course:0.005458539817482233 members:0.0047555952332913876 operation:0.004344910383224487 doors:0.004061609972268343 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import DataLoader @@ -11,7 +22,7 @@ from os.path import exists vocab_size = 30000 embed_size = 150 -#%% + # funkcje pomocnicze def clean(text): text = str(text).strip().lower() @@ -32,7 +43,7 @@ def get_word_lines_from_data(d): for line in d: yield get_words_from_line(line) -#%% + class Model(torch.nn.Module): def __init__(self, vocabulary_size, embedding_size): super(Model, self).__init__() @@ -45,7 +56,7 @@ class Model(torch.nn.Module): def forward(self, x): return self.model(x) -#%% + class Trigrams(torch.utils.data.IterableDataset): def __init__(self, data, vocabulary_size): self.vocab = build_vocab_from_iterator( @@ -69,45 +80,48 @@ class Trigrams(torch.utils.data.IterableDataset): (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_data(self.data)))) -#%% # ładowanie danych treningowych -train_in = pd.read_csv("train/in.tsv.xz", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=300000)[[6, 7]] -train_expected = pd.read_csv("train/expected.tsv", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=300000) +train_in = pd.read_csv("gdrive/MyDrive/train/in.tsv.xz", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=300000)[[6, 7]] +train_expected = pd.read_csv("gdrive/MyDrive/train/expected.tsv", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=300000) train_data = pd.concat([train_in, train_expected], axis=1) train_data = train_data[6] + train_data[0] + train_data[7] train_data = train_data.apply(clean) train_dataset = Trigrams(train_data, vocab_size) -#%% # trenowanie/wczytywanie modelu device = 'cuda' if torch.cuda.is_available() else 'cpu' model = Model(vocab_size, embed_size).to(device) +print(device) if(not exists('model1.bin')): - data = DataLoader(train_dataset, batch_size=200) + data = DataLoader(train_dataset, batch_size=8000) optimizer = torch.optim.Adam(model.parameters()) criterion = torch.nn.NLLLoss() model.train() step = 0 - for x, y in data: - x = x.to(device) - y = y.to(device) - optimizer.zero_grad() - ypredicted = model(x) - loss = criterion(torch.log(ypredicted), y) - if step % 100 == 0: - print(step, loss) - step += 1 - loss.backward() - optimizer.step() + for i in range(2): + print(f"EPOCH {i}=========================") + for x, y in data: + x = x.to(device) + y = y.to(device) + optimizer.zero_grad() + ypredicted = model(x) + loss = criterion(torch.log(ypredicted), y) + if step % 100 == 0: + print(step, loss) + step += 1 + loss.backward() + optimizer.step() torch.save(model.state_dict(), 'model1.bin') else: model.load_state_dict(torch.load('model1.bin')) -#%% + vocab = train_dataset.vocab +import nltk +nltk.download('punkt') def predict(tokens): ixs = torch.tensor(vocab.forward(tokens)).to(device) out = model(ixs) @@ -134,11 +148,11 @@ def predict_file(result_path, data): f.write(result + "\n") print(result) -#%% -dev_data = pd.read_csv("dev-0/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6] + +dev_data = pd.read_csv("gdrive/MyDrive/dev-0/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6] dev_data = dev_data.apply(clean) predict_file("dev-0/out.tsv", dev_data) -test_data = pd.read_csv("test-A/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6] +test_data = pd.read_csv("gdrive/MyDrive/test-A/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6] test_data = test_data.apply(clean) predict_file("test-A/out.tsv", test_data) \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv index 25e8393..fa23ee2 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -:0.05613324046134949 of:0.04087143391370773 time:0.03824989125132561 day:0.03703920543193817 and:0.023961886763572693 to:0.01844116300344467 place:0.018380213528871536 class:0.016939057037234306 the:0.012981224805116653 in:0.012765802443027496 :0.01 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