1.2 MiB
1.2 MiB
from google.colab import drive
drive.mount('/content/gdrive')Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount("/content/gdrive", force_remount=True).
root_path = '/content/gdrive/MyDrive/challenging-america-word-gap-prediction'import torch
torch.cuda.is_available()True
import torch
import csv
torch.cuda.empty_cache()
from torch.utils.data import DataLoader
import pandas as pd
from os.path import exists
from torchtext.vocab import build_vocab_from_iterator
import itertools
import regex as re
from csv import QUOTE_NONE
from torch import nn
ENCODING = "utf-8"
REP = re.compile(r"[{}\[\]\&%^$*#\(\)@\t\n0123456789]+")
REM = re.compile(r"'s|[\-]\\\\n|\-\\\\n|\p{P}")
def read_csv(fname):
return pd.read_csv(fname, sep="\t", on_bad_lines='skip', header=None, quoting=QUOTE_NONE, encoding=ENCODING)
def clean_text(text):
res = str(text).lower().strip()
res = res.replace("’", "'")
res = REM.sub("", res)
res = REP.sub(" ", res)
res = res.replace("'t", " not")
res = res.replace("'s", " is")
res = res.replace("'ll", " will")
res = res.replace("'ve'", "have")
return res.replace("'m", " am")
def get_words_from_line(line, specials = True):
line = line.rstrip()
if specials:
yield '<s>'
for m in re.finditer(r'[\p{L}0-9\*]+|\p{P}+', line):
yield m.group(0).lower()
if specials:
yield '</s>'
def get_word_lines_from_data(d):
for line in d:
yield get_words_from_line(line)
class Bigrams(torch.utils.data.IterableDataset):
def __init__(self, data, vocabulary_size):
self.vocab = build_vocab_from_iterator(
get_word_lines_from_data(data),
max_tokens = vocabulary_size,
specials = ['<unk>'])
self.vocab.set_default_index(self.vocab['<unk>'])
self.vocabulary_size = vocabulary_size
self.data = data
@staticmethod
def look_ahead_iterator(gen):
w1 = None
for item in gen:
if w1 is not None:
yield (w1, item)
w1 = item
def __iter__(self):
return self.look_ahead_iterator(
(self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_data(self.data))))
class SimpleBigramNeuralLanguageModel(torch.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)
data = read_csv("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/train/in.tsv.xz")
train_words = read_csv("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/train/expected.tsv")
train_data = data[[6, 7]]
train_data = pd.concat([train_data, train_words], axis=1)
train_data = train_data[6] + train_data[0] + train_data[7]
train_data = train_data.apply(clean_text)
vocab_size = 30000
embed_size = 150
train_dataset = Bigrams(train_data, vocab_size)
device = 'cuda' if torch.cuda.is_available() else 'cpu'
model = SimpleBigramNeuralLanguageModel(vocab_size, embed_size).to(device)
print(device)
if(not exists('model1.bin')):
data = DataLoader(train_dataset, batch_size=8000)
optimizer = torch.optim.Adam(model.parameters())
criterion = torch.nn.NLLLoss()
model.train()
step = 0
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:
print("Loading model1")
model.load_state_dict(torch.load('model1.bin'))
vocab = train_dataset.vocab
def predict(tokens):
ixs = torch.tensor(vocab.forward(tokens)).to(device)
out = model(ixs)
top = torch.topk(out[0], 8)
top_indices = top.indices.tolist()
top_probs = top.values.tolist()
top_words = vocab.lookup_tokens(top_indices)
result = ""
for word, prob in list(zip(top_words, top_probs)):
result += f"{word}:{prob} "
# result += f':0.01'
return result
DEFAULT_PREDICTION = "from:0.2 the:0.2 to:0.2 a:0.1 and:0.1 of:0.1 :0.1"
def predict_file(result_path, data):
with open(result_path, "w+", encoding="UTF-8") as f:
for row in data:
result = {}
before = None
for before in get_words_from_line(clean_text(str(row)), False):
pass
before = [before]
print(before)
if(len(before) < 1):
result = DEFAULT_PREDICTION
else:
result = predict(before)
result = result.strip()
f.write(result + "\n")
print(result)
cuda Loading model1
dev_data = pd.read_csv("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/dev-0/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6]
dev_data = dev_data.apply(clean_text)
predict_file("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/dev-0/out.tsv", dev_data)
test_data = pd.read_csv("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/test-A/in.tsv.xz", sep='\t', header=None, quoting=csv.QUOTE_NONE)[6]
test_data = test_data.apply(clean_text)
predict_file("/content/gdrive/MyDrive/challenging-america-word-gap-prediction/test-A/out.tsv", test_data)['fromn'] to:0.6022941470146179 <unk>:0.08413857221603394 the:0.02710115723311901 a:0.024180108681321144 cents:0.01099067460745573 and:0.010230590589344501 oclock:0.01012511644512415 at:0.007927066646516323 ['its'] <unk>:0.2702571153640747 own:0.019152523949742317 use:0.006631065625697374 way:0.005629365798085928 provisions:0.004911798983812332 power:0.004610280506312847 origin:0.0041810800321400166 present:0.004065223038196564 ['ot'] the:0.22001349925994873 <unk>:0.19508947432041168 a:0.030033614486455917 this:0.01654713787138462 tho:0.016085060313344002 his:0.013413750566542149 tbe:0.011244924739003181 said:0.010236472822725773 ['singlenspiing'] <unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637 ['com'] <unk>:0.3745647668838501 nmittee:0.0985867902636528 npany:0.07008005678653717 nplete:0.0227628406137228 nmenced:0.022177640348672867 nmunity:0.019416389986872673 ning:0.018061168491840363 npelled:0.017108052968978882 ['with'] the:0.18855905532836914 <unk>:0.16477812826633453 a:0.09615594893693924 his:0.021452313289046288 an:0.01595587097108364 all:0.014357201755046844 which:0.011805357411503792 their:0.010865600779652596 ['fruitn'] <unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637 ['lazarette'] <unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637 ['seasonnmechanics'] <unk>:0.13795071840286255 the:0.050966303795576096 of:0.046845439821481705 and:0.042942408472299576 to:0.03077627159655094 in:0.023394089192152023 a:0.01842011697590351 that:0.01086820662021637 ['infelt'] that:0.16725043952465057 a:0.1049814447760582 the:0.07968802005052567 <unk>:0.06530243158340454 as:0.040015850216150284 so:0.02690543234348297 to:0.023759080097079277 it:0.01877797581255436 ['these'] <unk>:0.19787919521331787 are:0.03109699860215187 men:0.02476704865694046 things:0.01615901105105877 two:0.015082272700965405 were:0.014673557132482529 days:0.007715313229709864 people:0.0068898797035217285 ['to'] <unk>:0.1641007363796234 the:0.12734068930149078 be:0.05047796294093132 a:0.02106613852083683 make:0.012407870031893253 do:0.012361159548163414 have:0.012224489822983742 his:0.008027305826544762 ['too'] <unk>:0.18147820234298706 much:0.09218698740005493 late:0.02721041440963745 long:0.02395564876496792 many:0.02172279916703701 far:0.01422102004289627 small:0.01405904721468687 great:0.012681767344474792 ['then'] <unk>:0.17314893007278442 the:0.054305776953697205 th:0.027903184294700623 he:0.025194548070430756 a:0.01811600849032402 i:0.01776750013232231 to:0.017214776948094368 in:0.016991956159472466 ['me'] <unk>:0.1571723371744156 to:0.09861639887094498 and:0.05510082468390465 that:0.04905012249946594 in:0.031311556696891785 a:0.026816315948963165 i:0.02574211359024048 the:0.022411905229091644 ['country'] <unk>:0.11966928094625473 and:0.07137807458639145 in:0.03494032099843025 is:0.034728653728961945 to:0.03073720633983612 the:0.026472346857190132 that:0.016115514561533928 has:0.01602117158472538 ['pray'] for:0.1147090271115303 that:0.09854457527399063 <unk>:0.09667541831731796 and:0.05276889353990555 to:0.043221574276685715 the:0.026828594505786896 thee:0.020481640473008156 ning:0.01991654746234417 ['well'] as:0.17864541709423065 <unk>:0.11902722716331482 known:0.06120625138282776 and:0.03417086973786354 to:0.030580556020140648 in:0.01440605241805315 that:0.013506671413779259 for:0.012597030960023403 ['n'] <unk>:0.22925962507724762 n:0.06464511156082153 y:0.03201986104249954 c:0.019956285133957863 the:0.018512077629566193 w:0.017649687826633453 and:0.017604317516088486 e:0.016488024964928627 ['and'] <unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196 ['mag'] <unk>:0.6771595478057861 var:0.04740045964717865 and:0.015082723461091518 a:0.01107875257730484 the:0.00967230275273323 to:0.009017998352646828 of:0.006967801600694656 e:0.006326612550765276 ['seed'] <unk>:0.14156512916088104 and:0.047204963862895966 is:0.03819289058446884 in:0.029025167226791382 the:0.025906240567564964 of:0.023483337834477425 corn:0.02170969545841217 was:0.019000500440597534 ['and'] <unk>:0.1791187971830368 the:0.06385066360235214 a:0.01666204072535038 in:0.01507352851331234 that:0.012835350818932056 to:0.011688937433063984 it:0.010210222564637661 i:0.007507757283747196 ['york'] <unk>:0.18007470667362213 and:0.07088713347911835 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/usr/local/lib/python3.10/dist-packages/torch/nn/modules/container.py:217: 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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/usr/local/lib/python3.10/dist-packages/torch/nn/modules/container.py:217: 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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