From 9c381a9eea867cbef022453ad724c5348f8e1af1 Mon Sep 17 00:00:00 2001 From: Jan Nowak <95jan.nowak@gmail.com> Date: Sat, 7 May 2022 14:53:24 +0200 Subject: [PATCH] Bigram neural finish. --- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ run.py | 55 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 17979 insertions(+), 17942 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 088af42..649cb2e 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -from:-11.443729400634766 along:-11.459705352783203 or:-11.629770278930664 out:-11.761079788208008 of:-11.973257064819336 and:-12.029897689819336 line:-12.05947208404541 by:-12.113113403320312 with:-12.113189697265625 parallel:-12.142242431640625 the:-12.22904109954834 hut:-12.236814498901367 :-0.004364805402450088 -the:-6.7453293800354 a:-7.4670867919921875 for:-7.640696048736572 furnish:-7.6723432540893555 choice:-7.682445526123047 in:-7.843418598175049 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:0.6622694246470928 diff --git a/run.py b/run.py index 7632b42..7f3f71e 100644 --- a/run.py +++ b/run.py @@ -9,6 +9,8 @@ from torch.utils.data import IterableDataset import itertools from torch.utils.data import DataLoader import numpy as np +from nltk.tokenize import RegexpTokenizer +from nltk import trigrams # def get_words_from_line(file_path): @@ -20,6 +22,13 @@ import numpy as np # if index == 10000: # break +tokenizer = RegexpTokenizer(r"\w+") + +def read_file_6(file): + for line in file: + text = line.split("\t") + yield re.sub(r"[^\w\d'\s]+", '', re.sub(' +', ' ', text[6].replace("\\n", " ").replace("\n", "").lower())) + def get_words_from_line(line): line = line.rstrip() @@ -34,11 +43,11 @@ def get_words_lines_from_file(file_path): for index, line in enumerate(file): text = line.split("\t") yield get_words_from_line(re.sub(r"[^\w\d'\s]+", '', re.sub(' +', ' ', ' '.join([text[6], text[7]]).replace("\\n", " ").replace("\n", "").lower()))) - if index == 50000: - break + # if index == 1000: + # break -vocab_size = 20000 +vocab_size = 30000 vocab = build_vocab_from_iterator( get_words_lines_from_file('train/in.tsv.xz'), @@ -88,7 +97,7 @@ class Bigrams(IterableDataset): def train(): - batch_size = 22000 + batch_size = 15000 train_dataset = Bigrams('train/in.tsv.xz', vocab_size) @@ -117,23 +126,32 @@ def train(): loss.backward() # Update Weights optimizer.step() + print(step) torch.save(model.state_dict(), 'model1.bin') -def predict(): +def predict(word): device = 'cuda' model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device) model.load_state_dict(torch.load('model1.bin')) model.eval() - ixs = torch.tensor(vocab.forward(['for'])).to(device) + ixs = torch.tensor(vocab.forward([word])).to(device) out = model(ixs) - top = torch.topk(out[0], 10) + top = torch.topk(out[0], 8) top_indices = top.indices.tolist() top_probs = top.values.tolist() top_words = vocab.lookup_tokens(top_indices) - print(list(zip(top_words, top_indices, top_probs))) + str_predictions = "" + lht = 1.0 + for pred_word in list(zip(top_words, top_indices, top_probs)): + if lht - pred_word[2] >= 0: + str_predictions += f"{pred_word[0]}:{pred_word[2]} " + lht -= pred_word[2] + if lht != 1.0: + str_predictions += f":{lht}" + return str_predictions def similar(): @@ -158,6 +176,25 @@ def similar(): print(list(zip(top_words, top_indices, top_probs))) +def generate_outputs(input_file, output_file): + with open(output_file, 'w') as outputf: + with lzma.open(input_file, mode='rt') as file: + for index, text in enumerate(read_file_6(file)): + tokens = tokenizer.tokenize(text) + if len(tokens) < 4: + prediction = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1' + else: + prediction = predict(tokens[-1]) + outputf.write(prediction + '\n') + + if __name__ == "__main__": # train() - predict() + # predict() + # generate_outputs("dev-0/in.tsv.xz", "dev-0/out.tsv") + generate_outputs("test-A/in.tsv.xz", "test-A/out.tsv") + # count_words = 0 + # for i in get_words_lines_from_file('train/in.tsv.xz'): + # for j in i: + # count_words += 1 + # print(count_words) diff --git a/test-A/out.tsv b/test-A/out.tsv index 3a1b009..94e830c 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -which:-4.751832485198975 to:-4.881979942321777 of:-5.021569728851318 all:-5.127026557922363 by:-5.165681838989258 and:-5.232698917388916 in:-5.2365031242370605 board:-5.300424575805664 with:-5.364731788635254 it:-5.436776161193848 at:-5.447414875030518 that:-5.487475395202637 :-0.004364805402450088 -time:-7.610520839691162 the:-7.693059921264648 this:-7.828616142272949 that:-7.8331122398376465 and:-7.959856986999512 in:-7.964969635009766 to:-8.024139404296875 ply:-8.127793312072754 a:-8.132242202758789 tolerable:-8.176915168762207 his:-8.226696014404297 of:-8.2470703125 :-0.004364805402450088 -time:-7.176756858825684 day:-7.63896369934082 land:-7.730370044708252 state:-7.824470520019531 up:-7.824816703796387 condition:-7.864649295806885 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