336 KiB
336 KiB
import torch
import lzma
from itertools import islice
import regex as re
import sys
from torchtext.vocab import build_vocab_from_iterator
from torch import nn
from torch.utils.data import IterableDataset
import itertools
"values,index =prob_dist.topk(20)
for x,y in (values,index):
print(x,y)"
# with lzma.open("train/in.tsv.xz", encoding='utf8', mode="rt") as fh:
# for line in fh:
# # print(line)
# pattern = r'\^\^|\n|\\\\|[<>]|[()]'
# line = re.sub(pattern, '', line)
# print(line)
def get_words_from_line(line):
line = line.rstrip()
yield '<s>'
for t in line.split():
yield t
yield '</s>'
def get_word_lines_from_file(file_name):
with lzma.open(file_name, encoding='utf8', mode="rt") as fh:
for line in fh:
pattern = r'\^\^|\n|\\\\|[<>]|[()]'
line = re.sub(pattern, '', line)
yield get_words_from_line(line)
vocab_size = 2500
vocab = build_vocab_from_iterator(
get_word_lines_from_file("train/in.tsv.xz"),
max_tokens = vocab_size,
specials = ['<unk>'])
def look_ahead_iterator(gen):
prev = None
for item in gen:
if prev is not None:
yield (prev, item)
prev = item
class Bigrams(IterableDataset):
def __init__(self, text_file, vocabulary_size):
self.vocab = vocab
self.vocab.set_default_index(self.vocab['<unk>'])
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))))
train_dataset = Bigrams("train/in.tsv.xz", vocab_size)
from torch.utils.data import DataLoader
next(iter(train_dataset))
(24, 0)
next(iter(DataLoader(train_dataset, batch_size=5)))
[tensor([ 24, 0, 1021, 25, 0]), tensor([ 0, 1021, 25, 0, 0])]
embed_size = 200
class SimpleBigramNeuralLanguageModel(nn.Module):
def __init__(self, vocabulary_size, embedding_size):
super(SimpleBigramNeuralLanguageModel, self).__init__()
self.model = nn.Sequential(
nn.Embedding(vocabulary_size, embedding_size),
nn.Linear(embedding_size, vocabulary_size),
nn.Softmax()
)
def forward(self, x):
return self.model(x)
model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size)
vocab.set_default_index(vocab['<unk>'])
ixs = torch.tensor(vocab.forward(['is']))
out = model(ixs)
out[0][vocab['is']]
c:\Users\User\anaconda3\lib\site-packages\torch\nn\modules\container.py:141: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument. input = module(input)
tensor(0.0002, grad_fn=<SelectBackward0>)
device = 'cpu'
model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)
data = DataLoader(train_dataset, batch_size=6000)
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()
0 tensor(8.0177, grad_fn=<NllLossBackward0>) 100 tensor(5.2132, grad_fn=<NllLossBackward0>)
[1;31m---------------------------------------------------------------------------[0m [1;31mKeyboardInterrupt[0m Traceback (most recent call last) [1;32mc:\Users\User\VisualStudio\challenging-america-word-gap-prediction\lab7.ipynb Cell 8[0m in [0;36m<cell line: 9>[1;34m()[0m [0;32m <a href='vscode-notebook-cell:/c%3A/Users/User/VisualStudio/challenging-america-word-gap-prediction/lab7.ipynb#X10sZmlsZQ%3D%3D?line=15'>16</a>[0m [39mprint[39m(step, loss) [0;32m <a href='vscode-notebook-cell:/c%3A/Users/User/VisualStudio/challenging-america-word-gap-prediction/lab7.ipynb#X10sZmlsZQ%3D%3D?line=16'>17</a>[0m step [39m+[39m[39m=[39m [39m1[39m [1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/User/VisualStudio/challenging-america-word-gap-prediction/lab7.ipynb#X10sZmlsZQ%3D%3D?line=17'>18</a>[0m loss[39m.[39;49mbackward() [0;32m <a href='vscode-notebook-cell:/c%3A/Users/User/VisualStudio/challenging-america-word-gap-prediction/lab7.ipynb#X10sZmlsZQ%3D%3D?line=18'>19</a>[0m optimizer[39m.[39mstep() File [1;32mc:\Users\User\anaconda3\lib\site-packages\torch\_tensor.py:363[0m, in [0;36mTensor.backward[1;34m(self, gradient, retain_graph, create_graph, inputs)[0m [0;32m 354[0m [39mif[39;00m has_torch_function_unary([39mself[39m): [0;32m 355[0m [39mreturn[39;00m handle_torch_function( [0;32m 356[0m Tensor[39m.[39mbackward, [0;32m 357[0m ([39mself[39m,), [1;32m (...)[0m [0;32m 361[0m create_graph[39m=[39mcreate_graph, [0;32m 362[0m inputs[39m=[39minputs) [1;32m--> 363[0m torch[39m.[39;49mautograd[39m.[39;49mbackward([39mself[39;49m, gradient, retain_graph, create_graph, inputs[39m=[39;49minputs) File [1;32mc:\Users\User\anaconda3\lib\site-packages\torch\autograd\__init__.py:173[0m, in [0;36mbackward[1;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)[0m [0;32m 168[0m retain_graph [39m=[39m create_graph [0;32m 170[0m [39m# The reason we repeat same the comment below is that[39;00m [0;32m 171[0m [39m# some Python versions print out the first line of a multi-line function[39;00m [0;32m 172[0m [39m# calls in the traceback and some print out the last line[39;00m [1;32m--> 173[0m Variable[39m.[39;49m_execution_engine[39m.[39;49mrun_backward( [39m# Calls into the C++ engine to run the backward pass[39;49;00m [0;32m 174[0m tensors, grad_tensors_, retain_graph, create_graph, inputs, [0;32m 175[0m allow_unreachable[39m=[39;49m[39mTrue[39;49;00m, accumulate_grad[39m=[39;49m[39mTrue[39;49;00m) [1;31mKeyboardInterrupt[0m:
torch.save(model.state_dict(), 'model1.bin')
device = 'cpu'
model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)
model.load_state_dict(torch.load('model1.bin'))
model.eval()
ixs = torch.tensor(vocab.forward(['he'])).to(device)
print(ixs)
out = model(ixs)
top = torch.topk(out[0], 10)
top_indices = top.indices.tolist()
top_probs = top.values.tolist()
top_words = vocab.lookup_tokens(top_indices)
print(top_words,'\n',top_indices,'\n',top_probs)
# list(zip(top_words, top_indices, top_probs))
tensor([19]) ['had', 'was', 'has', 'did', 'would', 'went', 'could', 'said,', 'be', 'must'] [36, 10, 37, 131, 49, 203, 99, 788, 11, 127] [0.052415624260902405, 0.0358351431787014, 0.027370842173695564, 0.01275723148137331, 0.010935396887362003, 0.009363135322928429, 0.009096388705074787, 0.0070375604555010796, 0.005759422201663256, 0.005631867330521345]
def prediction(word: str) -> str:
ixs = torch.tensor(vocab.forward([word])).to(device)
out = model(ixs)
top = torch.topk(out[0], 5)
top_indices = top.indices.tolist()
top_probs = top.values.tolist()
top_words = vocab.lookup_tokens(top_indices)
zipped = list(zip(top_words, top_probs))
for index, element in enumerate(zipped):
unk = None
if '<unk>' in element:
unk = zipped.pop(index)
zipped.append(('', unk[1]))
break
if unk is None:
zipped[-1] = ('', zipped[-1][1])
print(' '.join([f'{x[0]}:{x[1]}' for x in zipped]))
return ' '.join([f'{x[0]}:{x[1]}' for x in zipped])
prompt = 'Think about'
max_seq_len = 30
seed = 0
def create_outputs(folder_name):
print(f'Creating outputs in {folder_name}')
with lzma.open(f'{folder_name}/in.tsv.xz', mode='rt', encoding='utf-8') as fid:
with open(f'{folder_name}/out.tsv', 'w', encoding='utf-8', newline='\n') as f:
for line in fid:
separated = line.split('\t')
prefix = separated[6].replace(r'\n', ' ').split()[-1]
output_line = prediction(prefix)
f.write(output_line + '\n')
create_outputs('dev-0')
create_outputs('test-A')
Creating outputs in dev-0 the:0.01148879062384367 of:0.006031177006661892 a:0.005755534861236811 his:0.004050770308822393 :0.009219370782375336 the:0.023308811709284782 a:0.02173895761370659 own:0.012746201828122139 that:0.007281431928277016 :0.02100181020796299 the:0.02363738790154457 that:0.008539832197129726 a:0.008165501989424229 an:0.007165413349866867 :0.035898447036743164 of:0.05411530286073685 and:0.04940299689769745 the:0.0400581881403923 to:0.029938215389847755 :0.37532946467399597 of:0.05411530286073685 and:0.04940299689769745 the:0.0400581881403923 to:0.029938215389847755 :0.37532946467399597 a:0.07568275183439255 the:0.045853495597839355 his:0.02007143944501877 all:0.013846635818481445 :0.04955475032329559 the:0.00316080660559237 all:0.002639115322381258 them.:0.0024603919591754675 as:0.002170901047065854 :0.0020744542125612497 of:0.05411530286073685 and:0.04940299689769745 the:0.0400581881403923 to:0.029938215389847755 :0.37532946467399597 of:0.05411530286073685 and:0.04940299689769745 the:0.0400581881403923 to:0.029938215389847755 :0.37532946467399597 as:0.0028613379690796137 purpose:0.0024742446839809418 the:0.002384566469117999 child:0.0021554669365286827 :0.0030256747268140316 ChronAm:0.010227881371974945 is:0.008444960229098797 are:0.006903863977640867 to:0.005455975420773029 :0.015587559901177883 the:0.11162873357534409 be:0.05268840864300728 a:0.02626536600291729 have:0.010365024209022522 :0.4014780819416046 was:0.005478866398334503 that:0.0034455687273293734 in:0.003273994894698262 of:0.0031581225339323282 :0.015685532242059708 same:0.006965374108403921 said:0.006106619723141193 United:0.005009945016354322 first:0.00498473085463047 :0.6302009224891663 that:0.013358308002352715 as:0.012918245978653431 in:0.0064171431586146355 to:0.006085371132940054 :0.0064174579456448555 as:0.009049744345247746 will:0.007222089450806379 to:0.005687263328582048 in:0.004029121715575457 :0.11303885281085968 of:0.05411530286073685 and:0.04940299689769745 the:0.0400581881403923 to:0.029938215389847755 :0.37532946467399597 as:0.0414864681661129 known:0.01641984097659588 of:0.009875057265162468 a:0.009440046735107899 :0.2682865858078003 of:0.05411530286073685 and:0.04940299689769745 the:0.0400581881403923 to:0.029938215389847755 :0.37532946467399597 the:0.06398080289363861 a:0.01724325865507126 that:0.01525508239865303 to:0.012055670842528343 :0.4824085533618927 of:0.05411530286073685 and:0.04940299689769745 the:0.0400581881403923 to:0.029938215389847755 :0.37532946467399597 TRIBUNE:0.006836355198174715 of:0.003062568139284849 Mr.:0.0025953517761081457 as:0.002292780438438058 :0.002262084512040019 the:0.06398080289363861 a:0.01724325865507126 that:0.01525508239865303 to:0.012055670842528343 :0.4824085533618927 than:0.004401444923132658 side:0.0034171773586422205 TRIBUNE:0.0033840015530586243 his:0.00314173917286098 :0.0030922156292945147 made:0.02501744218170643 it:0.005859693977981806 to:0.0041046347469091415 that:0.003942021168768406 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c:\Users\User\anaconda3\lib\site-packages\torch\nn\modules\container.py:141: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument. input = module(input)
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1112[0m full_backward_hooks, non_full_backward_hooks [39m=[39m [], [] [1;32mc:\Users\User\VisualStudio\challenging-america-word-gap-prediction\lab7.ipynb Cell 14[0m in [0;36mSimpleBigramNeuralLanguageModel.forward[1;34m(self, x)[0m [0;32m <a href='vscode-notebook-cell:/c%3A/Users/User/VisualStudio/challenging-america-word-gap-prediction/lab7.ipynb#X15sZmlsZQ%3D%3D?line=11'>12</a>[0m [39mdef[39;00m [39mforward[39m([39mself[39m, x): [1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/User/VisualStudio/challenging-america-word-gap-prediction/lab7.ipynb#X15sZmlsZQ%3D%3D?line=12'>13</a>[0m [39mreturn[39;00m [39mself[39;49m[39m.[39;49mmodel(x) File [1;32mc:\Users\User\anaconda3\lib\site-packages\torch\nn\modules\module.py:1110[0m, in [0;36mModule._call_impl[1;34m(self, *input, **kwargs)[0m [0;32m 1106[0m [39m# If we don't have any hooks, we want to skip the rest of the logic in[39;00m [0;32m 1107[0m [39m# this function, and just call forward.[39;00m [0;32m 1108[0m [39mif[39;00m 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[1;32mc:\Users\User\anaconda3\lib\site-packages\torch\nn\modules\module.py:1110[0m, in [0;36mModule._call_impl[1;34m(self, *input, **kwargs)[0m [0;32m 1106[0m [39m# If we don't have any hooks, we want to skip the rest of the logic in[39;00m [0;32m 1107[0m [39m# this function, and just call forward.[39;00m [0;32m 1108[0m [39mif[39;00m [39mnot[39;00m ([39mself[39m[39m.[39m_backward_hooks [39mor[39;00m [39mself[39m[39m.[39m_forward_hooks [39mor[39;00m [39mself[39m[39m.[39m_forward_pre_hooks [39mor[39;00m _global_backward_hooks [0;32m 1109[0m [39mor[39;00m _global_forward_hooks [39mor[39;00m _global_forward_pre_hooks): [1;32m-> 1110[0m [39mreturn[39;00m forward_call([39m*[39m[39minput[39m, [39m*[39m[39m*[39mkwargs) [0;32m 1111[0m [39m# Do not call functions when jit is used[39;00m [0;32m 1112[0m full_backward_hooks, non_full_backward_hooks [39m=[39m [], [] File [1;32mc:\Users\User\anaconda3\lib\site-packages\torch\nn\modules\linear.py:103[0m, in [0;36mLinear.forward[1;34m(self, input)[0m 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