challenging-america-word-ga.../zad9.ipynb
2023-07-02 12:47:23 +02:00

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train_file ='train/in.tsv.xz'
test_file = 'dev-0/in.tsv.xz'
out_file = 'dev-0/out.tsv'
from itertools import islice
import regex as re
import sys
from torchtext.vocab import build_vocab_from_iterator
import lzma
import pickle
import re
import torch
from torch import nn
from torch.utils.data import IterableDataset
import itertools
from torch.utils.data import DataLoader
import yaml
params = yaml.load(open('config/params.yaml'))
/tmp/ipykernel_5410/1074132307.py:1: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.
  params = yaml.load(open('config/params.yaml'))
params = {
'epochs': 3,
'embed_size': 256,
'device': 'cuda',
'vocab_size': 35000,
'batch_size': 3200,
'learning_rate': 0.001,
'k': 15, #top k words
'wildcard_minweight': 0.01,
'beta': 0.85
}
params
{'epochs': 3,
 'embed_size': 256,
 'device': 'cuda',
 'vocab_size': 35000,
 'batch_size': 3200,
 'learning_rate': 0.001,
 'k': 15,
 'wildcard_minweight': 0.01,
 'beta': 0.85}
def get_words_from_line(line):
    line = line.rstrip()
    yield '<s>'
    line = preprocess(line)
    for t in line.split(' '):
        yield t
    yield '</s>'


def get_word_lines_from_file(file_name):
    n = 0
    with lzma.open(file_name, 'r') as fh:
        for line in fh:
            n+=1
            if n%1000==0:
                print(n)
            yield get_words_from_line(line.decode('utf-8'))

###preprocessing
def preprocess(line):
    line = get_rid_of_header(line)
    line = replace_endline(line)
    return line

def get_rid_of_header(line):
    line = line.split('\t')[6:]
    return " ".join(line)
    
def replace_endline(line):
    line = line.replace("\\\\n", " ")
    return line
def look_ahead_iterator(gen):
    prev5 = None
    prev4 = None
    prev3 = None
    prev2 = None
    prev1 = None
    for item in gen:
        if None not in [prev5, prev4, prev3, prev2, prev1]:
            yield (prev5, prev4, prev3, prev2, prev1, item)
        prev5 = prev4
        prev4 = prev3
        prev3 = prev2
        prev2 = prev1
        prev1 = item

class Hexagrams(IterableDataset):
  def __init__(self, text_file, vocabulary_size):
      self.vocab = build_vocab_from_iterator(
         get_word_lines_from_file(text_file),
         max_tokens = vocabulary_size,
         specials = ['<unk>'])
      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))))
    
with open('filename.pickle','rb') as handle:
    vocab = pickle.load(handle)
train_dataset = Hexagrams(train_file, params['vocab_size'])
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KeyboardInterrupt

for item in train_dataset:
    print(item)
(31, 0, 0, 3910, 135, 0)
(0, 0, 3910, 135, 0, 0)
(0, 3910, 135, 0, 0, 0)
(3910, 135, 0, 0, 0, 1)
(135, 0, 0, 0, 1, 388)
(0, 0, 0, 1, 388, 2)
(0, 0, 1, 388, 2, 762)
(0, 1, 388, 2, 762, 0)
(1, 388, 2, 762, 0, 1)
(388, 2, 762, 0, 1, 195)
(2, 762, 0, 1, 195, 2)
(762, 0, 1, 195, 2, 2810)
(0, 1, 195, 2, 2810, 0)
(1, 195, 2, 2810, 0, 0)
(195, 2, 2810, 0, 0, 0)
(2, 2810, 0, 0, 0, 7)
(2810, 0, 0, 0, 7, 1)
(0, 0, 0, 7, 1, 146)
(0, 0, 7, 1, 146, 52)
(0, 7, 1, 146, 52, 47)
(7, 1, 146, 52, 47, 388)
(1, 146, 52, 47, 388, 0)
(146, 52, 47, 388, 0, 449)
(52, 47, 388, 0, 449, 35)
(47, 388, 0, 449, 35, 23166)
(388, 0, 449, 35, 23166, 251)
(0, 449, 35, 23166, 251, 5238)
(449, 35, 23166, 251, 5238, 24)
(35, 23166, 251, 5238, 24, 659)
(23166, 251, 5238, 24, 659, 0)
(251, 5238, 24, 659, 0, 8623)
(5238, 24, 659, 0, 8623, 3)
(24, 659, 0, 8623, 3, 5018)
(659, 0, 8623, 3, 5018, 35)
(0, 8623, 3, 5018, 35, 29)
(8623, 3, 5018, 35, 29, 54)
(3, 5018, 35, 29, 54, 11558)
(5018, 35, 29, 54, 11558, 0)
(35, 29, 54, 11558, 0, 0)
(29, 54, 11558, 0, 0, 14)
(54, 11558, 0, 0, 14, 35)
(11558, 0, 0, 14, 35, 40)
(0, 0, 14, 35, 40, 19)
(0, 14, 35, 40, 19, 110)
(14, 35, 40, 19, 110, 18552)
(35, 40, 19, 110, 18552, 0)
(40, 19, 110, 18552, 0, 370)
(19, 110, 18552, 0, 370, 32)
(110, 18552, 0, 370, 32, 553)
(18552, 0, 370, 32, 553, 42)
(0, 370, 32, 553, 42, 4)
(370, 32, 553, 42, 4, 73)
(32, 553, 42, 4, 73, 619)
(553, 42, 4, 73, 619, 303)
(42, 4, 73, 619, 303, 0)
(4, 73, 619, 303, 0, 24)
(73, 619, 303, 0, 24, 5549)
(619, 303, 0, 24, 5549, 388)
(303, 0, 24, 5549, 388, 2)
(0, 24, 5549, 388, 2, 0)
(24, 5549, 388, 2, 0, 3)
(5549, 388, 2, 0, 3, 0)
(388, 2, 0, 3, 0, 329)
(2, 0, 3, 0, 329, 3)
(0, 3, 0, 329, 3, 1605)
(3, 0, 329, 3, 1605, 4)
(0, 329, 3, 1605, 4, 5203)
(329, 3, 1605, 4, 5203, 388)
(3, 1605, 4, 5203, 388, 2)
(1605, 4, 5203, 388, 2, 0)
(4, 5203, 388, 2, 0, 0)
(5203, 388, 2, 0, 0, 1)
(388, 2, 0, 0, 1, 2225)
(2, 0, 0, 1, 2225, 6680)
(0, 0, 1, 2225, 6680, 388)
(0, 1, 2225, 6680, 388, 2)
(1, 2225, 6680, 388, 2, 1431)
(2225, 6680, 388, 2, 1431, 1366)
(6680, 388, 2, 1431, 1366, 3)
(388, 2, 1431, 1366, 3, 121)
(2, 1431, 1366, 3, 121, 0)
(1431, 1366, 3, 121, 0, 2)
(1366, 3, 121, 0, 2, 32)
(3, 121, 0, 2, 32, 0)
(121, 0, 2, 32, 0, 8)
(0, 2, 32, 0, 8, 0)
(2, 32, 0, 8, 0, 139)
(32, 0, 8, 0, 139, 40)
(0, 8, 0, 139, 40, 45)
(8, 0, 139, 40, 45, 336)
(0, 139, 40, 45, 336, 8371)
(139, 40, 45, 336, 8371, 1507)
(40, 45, 336, 8371, 1507, 0)
(45, 336, 8371, 1507, 0, 0)
(336, 8371, 1507, 0, 0, 0)
(8371, 1507, 0, 0, 0, 0)
(1507, 0, 0, 0, 0, 2450)
(0, 0, 0, 0, 2450, 7)
(0, 0, 0, 2450, 7, 1)
(0, 0, 2450, 7, 1, 0)
(0, 2450, 7, 1, 0, 210)
(2450, 7, 1, 0, 210, 2)
(7, 1, 0, 210, 2, 0)
(1, 0, 210, 2, 0, 20437)
(0, 210, 2, 0, 20437, 1989)
(210, 2, 0, 20437, 1989, 0)
(2, 0, 20437, 1989, 0, 0)
(0, 20437, 1989, 0, 0, 0)
(20437, 1989, 0, 0, 0, 0)
(1989, 0, 0, 0, 0, 0)
(0, 0, 0, 0, 0, 23)
(0, 0, 0, 0, 23, 54)
(0, 0, 0, 23, 54, 218)
(0, 0, 23, 54, 218, 5418)
(0, 23, 54, 218, 5418, 7610)
(23, 54, 218, 5418, 7610, 526)
(54, 218, 5418, 7610, 526, 4)
(218, 5418, 7610, 526, 4, 6402)
(5418, 7610, 526, 4, 6402, 32)
(7610, 526, 4, 6402, 32, 3846)
(526, 4, 6402, 32, 3846, 6)
(4, 6402, 32, 3846, 6, 1172)
(6402, 32, 3846, 6, 1172, 388)
(32, 3846, 6, 1172, 388, 2)
(3846, 6, 1172, 388, 2, 0)
(6, 1172, 388, 2, 0, 3)
(1172, 388, 2, 0, 3, 8681)
(388, 2, 0, 3, 8681, 1)
(2, 0, 3, 8681, 1, 88)
(0, 3, 8681, 1, 88, 210)
(3, 8681, 1, 88, 210, 2)
(8681, 1, 88, 210, 2, 11714)
(1, 88, 210, 2, 11714, 4290)
(88, 210, 2, 11714, 4290, 174)
(210, 2, 11714, 4290, 174, 7681)
(2, 11714, 4290, 174, 7681, 1989)
(11714, 4290, 174, 7681, 1989, 0)
(4290, 174, 7681, 1989, 0, 250)
(174, 7681, 1989, 0, 250, 13)
(7681, 1989, 0, 250, 13, 0)
(1989, 0, 250, 13, 0, 14402)
(0, 250, 13, 0, 14402, 28344)
(250, 13, 0, 14402, 28344, 14124)
(13, 0, 14402, 28344, 14124, 16)
(0, 14402, 28344, 14124, 16, 1)
(14402, 28344, 14124, 16, 1, 2478)
(28344, 14124, 16, 1, 2478, 28971)
(14124, 16, 1, 2478, 28971, 210)
(16, 1, 2478, 28971, 210, 6139)
(1, 2478, 28971, 210, 6139, 1)
(2478, 28971, 210, 6139, 1, 1989)
(28971, 210, 6139, 1, 1989, 52)
(210, 6139, 1, 1989, 52, 0)
(6139, 1, 1989, 52, 0, 0)
(1, 1989, 52, 0, 0, 3)
(1989, 52, 0, 0, 3, 0)
(52, 0, 0, 3, 0, 17)
(0, 0, 3, 0, 17, 0)
(0, 3, 0, 17, 0, 6444)
(3, 0, 17, 0, 6444, 767)
(0, 17, 0, 6444, 767, 1099)
(17, 0, 6444, 767, 1099, 0)
(0, 6444, 767, 1099, 0, 0)
(6444, 767, 1099, 0, 0, 2921)
(767, 1099, 0, 0, 2921, 6)
(1099, 0, 0, 2921, 6, 47)
(0, 0, 2921, 6, 47, 0)
(0, 2921, 6, 47, 0, 3)
(2921, 6, 47, 0, 3, 0)
(6, 47, 0, 3, 0, 24)
(47, 0, 3, 0, 24, 87)
(0, 3, 0, 24, 87, 0)
(3, 0, 24, 87, 0, 2749)
(0, 24, 87, 0, 2749, 1)
(24, 87, 0, 2749, 1, 409)
(87, 0, 2749, 1, 409, 2)
(0, 2749, 1, 409, 2, 47)
(2749, 1, 409, 2, 47, 0)
(1, 409, 2, 47, 0, 3)
(409, 2, 47, 0, 3, 3)
(2, 47, 0, 3, 3, 1)
(47, 0, 3, 3, 1, 716)
(0, 3, 3, 1, 716, 2)
(3, 3, 1, 716, 2, 33)
(3, 1, 716, 2, 33, 0)
(1, 716, 2, 33, 0, 4)
(716, 2, 33, 0, 4, 1)
(2, 33, 0, 4, 1, 0)
(33, 0, 4, 1, 0, 13370)
(0, 4, 1, 0, 13370, 22258)
(4, 1, 0, 13370, 22258, 2)
(1, 0, 13370, 22258, 2, 1)
(0, 13370, 22258, 2, 1, 0)
(13370, 22258, 2, 1, 0, 88)
(22258, 2, 1, 0, 88, 2338)
(2, 1, 0, 88, 2338, 12)
(1, 0, 88, 2338, 12, 0)
(0, 88, 2338, 12, 0, 0)
(88, 2338, 12, 0, 0, 0)
(2338, 12, 0, 0, 0, 3)
(12, 0, 0, 0, 3, 1870)
(0, 0, 0, 3, 1870, 0)
(0, 0, 3, 1870, 0, 303)
(0, 3, 1870, 0, 303, 329)
(3, 1870, 0, 303, 329, 2749)
(1870, 0, 303, 329, 2749, 649)
(0, 303, 329, 2749, 649, 392)
(303, 329, 2749, 649, 392, 2075)
(329, 2749, 649, 392, 2075, 0)
(2749, 649, 392, 2075, 0, 0)
(649, 392, 2075, 0, 0, 0)
(392, 2075, 0, 0, 0, 428)
(2075, 0, 0, 0, 428, 16)
(0, 0, 0, 428, 16, 22413)
(0, 0, 428, 16, 22413, 0)
(0, 428, 16, 22413, 0, 20034)
(428, 16, 22413, 0, 20034, 3)
(16, 22413, 0, 20034, 3, 10033)
(22413, 0, 20034, 3, 10033, 0)
(0, 20034, 3, 10033, 0, 0)
(20034, 3, 10033, 0, 0, 2749)
(3, 10033, 0, 0, 2749, 93)
(10033, 0, 0, 2749, 93, 267)
(0, 0, 2749, 93, 267, 210)
(0, 2749, 93, 267, 210, 1099)
(2749, 93, 267, 210, 1099, 47)
(93, 267, 210, 1099, 47, 652)
(267, 210, 1099, 47, 652, 330)
(210, 1099, 47, 652, 330, 1162)
(1099, 47, 652, 330, 1162, 4)
(47, 652, 330, 1162, 4, 1)
(652, 330, 1162, 4, 1, 0)
(330, 1162, 4, 1, 0, 762)
(1162, 4, 1, 0, 762, 19)
(4, 1, 0, 762, 19, 1099)
(1, 0, 762, 19, 1099, 2)
(0, 762, 19, 1099, 2, 200)
(762, 19, 1099, 2, 200, 2338)
(19, 1099, 2, 200, 2338, 12)
(1099, 2, 200, 2338, 12, 0)
(2, 200, 2338, 12, 0, 528)
(200, 2338, 12, 0, 528, 0)
(2338, 12, 0, 528, 0, 3156)
(12, 0, 528, 0, 3156, 23380)
(0, 528, 0, 3156, 23380, 12)
(528, 0, 3156, 23380, 12, 659)
(0, 3156, 23380, 12, 659, 0)
(3156, 23380, 12, 659, 0, 2)
(23380, 12, 659, 0, 2, 47)
(12, 659, 0, 2, 47, 652)
(659, 0, 2, 47, 652, 4)
(0, 2, 47, 652, 4, 1431)
(2, 47, 652, 4, 1431, 0)
(47, 652, 4, 1431, 0, 767)
(652, 4, 1431, 0, 767, 1281)
(4, 1431, 0, 767, 1281, 256)
(1431, 0, 767, 1281, 256, 0)
(0, 767, 1281, 256, 0, 4)
(767, 1281, 256, 0, 4, 25)
(1281, 256, 0, 4, 25, 19)
(256, 0, 4, 25, 19, 210)
(0, 4, 25, 19, 210, 2)
(4, 25, 19, 210, 2, 1)
(25, 19, 210, 2, 1, 388)
(19, 210, 2, 1, 388, 2)
(210, 2, 1, 388, 2, 0)
(2, 1, 388, 2, 0, 256)
(1, 388, 2, 0, 256, 0)
(388, 2, 0, 256, 0, 28919)
(2, 0, 256, 0, 28919, 12)
(0, 256, 0, 28919, 12, 47)
(256, 0, 28919, 12, 47, 19210)
(0, 28919, 12, 47, 19210, 0)
(28919, 12, 47, 19210, 0, 4)
(12, 47, 19210, 0, 4, 14360)
(47, 19210, 0, 4, 14360, 0)
(19210, 0, 4, 14360, 0, 4870)
(0, 4, 14360, 0, 4870, 0)
(4, 14360, 0, 4870, 0, 2)
(14360, 0, 4870, 0, 2, 1)
(0, 4870, 0, 2, 1, 149)
(4870, 0, 2, 1, 149, 6139)
(0, 2, 1, 149, 6139, 1944)
(2, 1, 149, 6139, 1944, 25)
(1, 149, 6139, 1944, 25, 0)
(149, 6139, 1944, 25, 0, 155)
(6139, 1944, 25, 0, 155, 1)
(1944, 25, 0, 155, 1, 0)
(25, 0, 155, 1, 0, 20437)
(0, 155, 1, 0, 20437, 9784)
(155, 1, 0, 20437, 9784, 3)
(1, 0, 20437, 9784, 3, 0)
(0, 20437, 9784, 3, 0, 3)
(20437, 9784, 3, 0, 3, 256)
(9784, 3, 0, 3, 256, 24246)
(3, 0, 3, 256, 24246, 117)
(0, 3, 256, 24246, 117, 0)
(3, 256, 24246, 117, 0, 0)
(256, 24246, 117, 0, 0, 398)
(24246, 117, 0, 0, 398, 47)
(117, 0, 0, 398, 47, 388)
(0, 0, 398, 47, 388, 6034)
(0, 398, 47, 388, 6034, 4)
(398, 47, 388, 6034, 4, 659)
(47, 388, 6034, 4, 659, 10156)
(388, 6034, 4, 659, 10156, 111)
(6034, 4, 659, 10156, 111, 117)
(4, 659, 10156, 111, 117, 0)
(659, 10156, 111, 117, 0, 908)
(10156, 111, 117, 0, 908, 0)
(111, 117, 0, 908, 0, 33)
(117, 0, 908, 0, 33, 1)
(0, 908, 0, 33, 1, 553)
(908, 0, 33, 1, 553, 922)
(0, 33, 1, 553, 922, 0)
(33, 1, 553, 922, 0, 649)
(1, 553, 922, 0, 649, 0)
(553, 922, 0, 649, 0, 2103)
(922, 0, 649, 0, 2103, 3)
(0, 649, 0, 2103, 3, 7)
(649, 0, 2103, 3, 7, 15568)
(0, 2103, 3, 7, 15568, 3056)
(2103, 3, 7, 15568, 3056, 1948)
(3, 7, 15568, 3056, 1948, 14398)
(7, 15568, 3056, 1948, 14398, 32)
(15568, 3056, 1948, 14398, 32, 1384)
(3056, 1948, 14398, 32, 1384, 3)
(1948, 14398, 32, 1384, 3, 19215)
(14398, 32, 1384, 3, 19215, 65)
(32, 1384, 3, 19215, 65, 10)
(1384, 3, 19215, 65, 10, 362)
(3, 19215, 65, 10, 362, 21598)
(19215, 65, 10, 362, 21598, 24)
(65, 10, 362, 21598, 24, 563)
(10, 362, 21598, 24, 563, 388)
(362, 21598, 24, 563, 388, 2)
(21598, 24, 563, 388, 2, 0)
(24, 563, 388, 2, 0, 4)
(563, 388, 2, 0, 4, 0)
(388, 2, 0, 4, 0, 388)
(2, 0, 4, 0, 388, 2)
(0, 4, 0, 388, 2, 0)
(4, 0, 388, 2, 0, 30)
(0, 388, 2, 0, 30, 31)
(388, 2, 0, 30, 31, 1470)
(2, 0, 30, 31, 1470, 500)
(0, 30, 31, 1470, 500, 578)
(30, 31, 1470, 500, 578, 37)
(31, 1470, 500, 578, 37, 230)
(1470, 500, 578, 37, 230, 1539)
(500, 578, 37, 230, 1539, 2313)
(578, 37, 230, 1539, 2313, 92)
(37, 230, 1539, 2313, 92, 7758)
(230, 1539, 2313, 92, 7758, 0)
(1539, 2313, 92, 7758, 0, 7)
(2313, 92, 7758, 0, 7, 29)
(92, 7758, 0, 7, 29, 88)
(7758, 0, 7, 29, 88, 113)
(0, 7, 29, 88, 113, 278)
(7, 29, 88, 113, 278, 3)
(29, 88, 113, 278, 3, 18)
(88, 113, 278, 3, 18, 29)
(113, 278, 3, 18, 29, 1)
(278, 3, 18, 29, 1, 716)
(3, 18, 29, 1, 716, 2)
(18, 29, 1, 716, 2, 0)
(29, 1, 716, 2, 0, 12)
(1, 716, 2, 0, 12, 18)
(716, 2, 0, 12, 18, 1)
(2, 0, 12, 18, 1, 92)
(0, 12, 18, 1, 92, 661)
(12, 18, 1, 92, 661, 4843)
(18, 1, 92, 661, 4843, 8)
(1, 92, 661, 4843, 8, 22024)
(92, 661, 4843, 8, 22024, 25)
(661, 4843, 8, 22024, 25, 0)
(4843, 8, 22024, 25, 0, 236)
(8, 22024, 25, 0, 236, 5708)
(22024, 25, 0, 236, 5708, 7)
(25, 0, 236, 5708, 7, 1)
(0, 236, 5708, 7, 1, 556)
(236, 5708, 7, 1, 556, 2)
(5708, 7, 1, 556, 2, 1231)
(7, 1, 556, 2, 1231, 248)
(1, 556, 2, 1231, 248, 0)
(556, 2, 1231, 248, 0, 76)
(2, 1231, 248, 0, 76, 13)
(1231, 248, 0, 76, 13, 57)
(248, 0, 76, 13, 57, 25)
(0, 76, 13, 57, 25, 125)
(76, 13, 57, 25, 125, 2055)
(13, 57, 25, 125, 2055, 1002)
(57, 25, 125, 2055, 1002, 3)
(25, 125, 2055, 1002, 3, 25)
(125, 2055, 1002, 3, 25, 0)
(2055, 1002, 3, 25, 0, 46)
(1002, 3, 25, 0, 46, 8)
(3, 25, 0, 46, 8, 22)
(25, 0, 46, 8, 22, 6)
(0, 46, 8, 22, 6, 1)
(46, 8, 22, 6, 1, 2800)
(8, 22, 6, 1, 2800, 2378)
(22, 6, 1, 2800, 2378, 2)
(6, 1, 2800, 2378, 2, 1)
(1, 2800, 2378, 2, 1, 335)
(2800, 2378, 2, 1, 335, 2)
(2378, 2, 1, 335, 2, 676)
(2, 1, 335, 2, 676, 2200)
(1, 335, 2, 676, 2200, 4)
(335, 2, 676, 2200, 4, 680)
(2, 676, 2200, 4, 680, 680)
(676, 2200, 4, 680, 680, 70)
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IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.

Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)

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(15128, 2, 1, 18125, 0, 1994)
(2, 1, 18125, 0, 1994, 1662)
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(1994, 1662, 0, 3, 0, 0)
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(0, 2413, 1754, 741, 7561, 3)
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(741, 7561, 3, 4613, 1, 232)
(7561, 3, 4613, 1, 232, 6)
(3, 4613, 1, 232, 6, 1989)
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(1, 232, 6, 1989, 2, 13235)
(232, 6, 1989, 2, 13235, 0)
(6, 1989, 2, 13235, 0, 361)
(1989, 2, 13235, 0, 361, 0)
(2, 13235, 0, 361, 0, 10470)
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(4, 4613, 9, 23, 132, 163)
(4613, 9, 23, 132, 163, 3502)
(9, 23, 132, 163, 3502, 30)
3000
(23, 132, 163, 3502, 30, 31)
(132, 163, 3502, 30, 31, 9633)
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IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.

Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)

---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
Cell In[9], line 1
----> 1 for item in train_dataset:
      2     print(item)

Cell In[6], line 14, in look_ahead_iterator(gen)
     12 prev3 = prev2
     13 prev2 = prev1
---> 14 prev1 = item

KeyboardInterrupt: 
class BoW_position_HexagramNeuralLanguageModel(nn.Module):
    def __init__(self, vocabulary_size, embedding_size, beta_factor):
        super(BoW_position_HexagramNeuralLanguageModel, self).__init__()
        self.embeddings = nn.Embedding(vocabulary_size, embedding_size)
        self.linear = nn.Linear(3*embedding_size, vocabulary_size)
        self.linear_matrix_2 = nn.Linear(embedding_size*3, embedding_size*3)
        self.relu = nn.ReLU()
        self.softmax = nn.Softmax()
        self.beta = beta_factor

    def forward(self, x): #x is list of prev and following embeddings
        emb_iminusOne = self.embeddings(x[1])*pow(self.beta, 1) 
        emb_iminusTwo = self.embeddings(x[0])*pow(self.beta, 2)
        emb_bow = self.embeddings(torch.stack((x[2],x[3],x[4]), dim=0)).mean(dim=0)*pow(self.beta, 4) #words w_i-5, w_i-4, w_i-3

        for tensor in [emb_iminusOne, emb_iminusTwo, emb_bow]:
            if tensor.isnan().any():
                    print(tensor)
        #       clamp()
        first_layer_size_2 = self.linear_matrix_2(torch.cat((emb_iminusOne, emb_iminusTwo, emb_bow), dim=1))
        first_relu = self.relu(first_layer_size_2)
        concated = self.linear(first_relu)
        out = concated.clamp(min=1e-4, max=1e4)
        out = self.softmax(concated)
        return out
data = DataLoader(train_dataset, batch_size=params['batch_size'])
next(iter(data))
[tensor([  31,  191, 6017,  ...,    0,    0,   46]),
 tensor([ 191, 6017,    1,  ...,    0,   46, 2607]),
 tensor([6017,    1,  114,  ...,   46, 2607,  115]),
 tensor([   1,  114,  165,  ..., 2607,  115,    4]),
 tensor([  114,   165,     4,  ...,   115,     4, 14165]),
 tensor([  165,     4,    27,  ...,     4, 14165, 18228])]
import gc
torch.cuda.empty_cache()
gc.collect()
0
device = 'cuda'
model = BoW_position_HexagramNeuralLanguageModel(params['vocab_size'], params['embed_size'], params['beta']).to(device)
optimizer = torch.optim.Adam(model.parameters(), lr=params['learning_rate'])
criterion = torch.nn.NLLLoss()
model_state_name = 'model-hexa-bag-following'
print(model)
BoW_position_HexagramNeuralLanguageModel(
  (embeddings): Embedding(35000, 256)
  (linear): Linear(in_features=768, out_features=35000, bias=True)
  (linear_matrix_2): Linear(in_features=768, out_features=768, bias=True)
  (relu): ReLU()
  (softmax): Softmax(dim=None)
)
torch.autograd.set_detect_anomaly(True)
# model.load_state_dict(torch.load(model_state_name + f'-2.bin'))
# for i in range(30):
for i in range(params['epochs']):
    print('epoch: =', i)
    model.train()
    step = 0
    for x_presc_2, x_presc_1, x_pred, xfoll1, xfoll2, xfoll3 in data: # word, following, 2nd_following words
       x_presc_2 = x_presc_2.to(device)
       x_presc_1 = x_presc_1.to(device)
       x_pred = x_pred.to(device)
       xfoll1 = xfoll1.to(device)
       xfoll2 = xfoll2.to(device)
       xfoll3 = xfoll3.to(device)
       optimizer.zero_grad()
       ypredicted = model(torch.stack([x_presc_2, x_presc_1, xfoll1, xfoll2, xfoll3], dim = 0)) #following, 2nd_following word
       loss = criterion(torch.log(ypredicted), x_pred) #x is to_predict
       if(torch.log(ypredicted).isnan().any()):
          print("NAN values in ypredicted")
       if step % 100 == 0:
          print(step, loss)
       step += 1
       if step % 10000 == 0:
           torch.save(model.state_dict(), model_state_name + f'-{step}.bin')
       loss.backward()
       optimizer.step()
    torch.save(model.state_dict(), model_state_name + f'-{i}.bin')    
torch.save(model.state_dict(), model_state_name + f'-final.bin')
epoch: = 0
/tmp/ipykernel_6912/1385550624.py:24: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.
  out = self.softmax(concated)
0 tensor(10.4859, device='cuda:0', grad_fn=<NllLossBackward0>)
1000
100 tensor(6.4495, device='cuda:0', grad_fn=<NllLossBackward0>)
200 tensor(6.1373, device='cuda:0', grad_fn=<NllLossBackward0>)
2000
300 tensor(6.0952, device='cuda:0', grad_fn=<NllLossBackward0>)
3000
400 tensor(6.0426, device='cuda:0', grad_fn=<NllLossBackward0>)
4000
500 tensor(5.8780, device='cuda:0', grad_fn=<NllLossBackward0>)
5000
600 tensor(5.9308, device='cuda:0', grad_fn=<NllLossBackward0>)
6000
700 tensor(5.8750, device='cuda:0', grad_fn=<NllLossBackward0>)
7000
800 tensor(5.5971, device='cuda:0', grad_fn=<NllLossBackward0>)
8000
900 tensor(5.6050, device='cuda:0', grad_fn=<NllLossBackward0>)
9000
1000 tensor(5.5437, device='cuda:0', grad_fn=<NllLossBackward0>)
10000
1100 tensor(5.6054, device='cuda:0', grad_fn=<NllLossBackward0>)
11000
1200 tensor(5.6719, device='cuda:0', grad_fn=<NllLossBackward0>)
12000
1300 tensor(5.6564, device='cuda:0', grad_fn=<NllLossBackward0>)
13000
1400 tensor(5.7387, device='cuda:0', grad_fn=<NllLossBackward0>)
14000
1500 tensor(5.7308, device='cuda:0', grad_fn=<NllLossBackward0>)
15000
1600 tensor(5.3206, device='cuda:0', grad_fn=<NllLossBackward0>)
16000
1700 tensor(5.4579, device='cuda:0', grad_fn=<NllLossBackward0>)
17000
1800 tensor(5.2695, device='cuda:0', grad_fn=<NllLossBackward0>)
18000
1900 tensor(5.4493, device='cuda:0', grad_fn=<NllLossBackward0>)
19000
2000 tensor(5.4434, device='cuda:0', grad_fn=<NllLossBackward0>)
20000
2100 tensor(5.2586, device='cuda:0', grad_fn=<NllLossBackward0>)
21000
2200 tensor(5.3967, device='cuda:0', grad_fn=<NllLossBackward0>)
22000
2300 tensor(5.2943, device='cuda:0', grad_fn=<NllLossBackward0>)
23000
2400 tensor(5.4133, device='cuda:0', grad_fn=<NllLossBackward0>)
24000
2500 tensor(5.0771, device='cuda:0', grad_fn=<NllLossBackward0>)
25000
2600 tensor(5.1879, device='cuda:0', grad_fn=<NllLossBackward0>)
26000
2700 tensor(5.1405, device='cuda:0', grad_fn=<NllLossBackward0>)
27000
2800 tensor(5.0653, device='cuda:0', grad_fn=<NllLossBackward0>)
28000
2900 tensor(5.3541, device='cuda:0', grad_fn=<NllLossBackward0>)
29000
3000 tensor(5.2645, device='cuda:0', grad_fn=<NllLossBackward0>)
30000
3100 tensor(5.0644, device='cuda:0', grad_fn=<NllLossBackward0>)
31000
3200 tensor(5.0900, device='cuda:0', grad_fn=<NllLossBackward0>)
32000
3300 tensor(5.0632, device='cuda:0', grad_fn=<NllLossBackward0>)
33000
3400 tensor(5.0373, device='cuda:0', grad_fn=<NllLossBackward0>)
34000
3500 tensor(5.1406, device='cuda:0', grad_fn=<NllLossBackward0>)
35000
3600 tensor(5.0901, device='cuda:0', grad_fn=<NllLossBackward0>)
36000
3700 tensor(5.1503, device='cuda:0', grad_fn=<NllLossBackward0>)
37000
3800 tensor(5.2033, device='cuda:0', grad_fn=<NllLossBackward0>)
38000
3900 tensor(4.9341, device='cuda:0', grad_fn=<NllLossBackward0>)
39000
4000 tensor(5.1593, device='cuda:0', grad_fn=<NllLossBackward0>)
40000
4100 tensor(4.9679, device='cuda:0', grad_fn=<NllLossBackward0>)
41000
4200 tensor(4.8678, device='cuda:0', grad_fn=<NllLossBackward0>)
42000
4300 tensor(4.8054, device='cuda:0', grad_fn=<NllLossBackward0>)
43000
4400 tensor(5.0698, device='cuda:0', grad_fn=<NllLossBackward0>)
44000
4500 tensor(5.0442, device='cuda:0', grad_fn=<NllLossBackward0>)
45000
4600 tensor(5.0013, device='cuda:0', grad_fn=<NllLossBackward0>)
46000
4700 tensor(4.8555, device='cuda:0', grad_fn=<NllLossBackward0>)
47000
4800 tensor(5.2273, device='cuda:0', grad_fn=<NllLossBackward0>)
48000
4900 tensor(4.9361, device='cuda:0', grad_fn=<NllLossBackward0>)
49000
5000 tensor(4.9384, device='cuda:0', grad_fn=<NllLossBackward0>)
50000
5100 tensor(5.1468, device='cuda:0', grad_fn=<NllLossBackward0>)
51000
5200 tensor(4.9751, device='cuda:0', grad_fn=<NllLossBackward0>)
52000
5300 tensor(5.2356, device='cuda:0', grad_fn=<NllLossBackward0>)
53000
5400 tensor(5.0885, device='cuda:0', grad_fn=<NllLossBackward0>)
54000
5500 tensor(5.0461, device='cuda:0', grad_fn=<NllLossBackward0>)
55000
5600 tensor(4.6231, device='cuda:0', grad_fn=<NllLossBackward0>)
56000
5700 tensor(4.8007, device='cuda:0', grad_fn=<NllLossBackward0>)
57000
5800 tensor(4.9354, device='cuda:0', grad_fn=<NllLossBackward0>)
58000
5900 tensor(4.8180, device='cuda:0', grad_fn=<NllLossBackward0>)
59000
6000 tensor(5.0274, device='cuda:0', grad_fn=<NllLossBackward0>)
60000
6100 tensor(4.9942, device='cuda:0', grad_fn=<NllLossBackward0>)
61000
6200 tensor(4.7897, device='cuda:0', grad_fn=<NllLossBackward0>)
62000
6300 tensor(5.1038, device='cuda:0', grad_fn=<NllLossBackward0>)
63000
6400 tensor(4.6644, device='cuda:0', grad_fn=<NllLossBackward0>)
64000
6500 tensor(4.7022, device='cuda:0', grad_fn=<NllLossBackward0>)
65000
6600 tensor(4.6926, device='cuda:0', grad_fn=<NllLossBackward0>)
66000
6700 tensor(4.8177, device='cuda:0', grad_fn=<NllLossBackward0>)
67000
6800 tensor(4.5878, device='cuda:0', grad_fn=<NllLossBackward0>)
68000
6900 tensor(4.8622, device='cuda:0', grad_fn=<NllLossBackward0>)
69000
7000 tensor(4.9745, device='cuda:0', grad_fn=<NllLossBackward0>)
70000
7100 tensor(4.9948, device='cuda:0', grad_fn=<NllLossBackward0>)
71000
7200 tensor(4.7587, device='cuda:0', grad_fn=<NllLossBackward0>)
72000
7300 tensor(4.6834, device='cuda:0', grad_fn=<NllLossBackward0>)
73000
7400 tensor(4.8986, device='cuda:0', grad_fn=<NllLossBackward0>)
74000
7500 tensor(4.6963, device='cuda:0', grad_fn=<NllLossBackward0>)
7600 tensor(4.8625, device='cuda:0', grad_fn=<NllLossBackward0>)
75000
7700 tensor(4.6290, device='cuda:0', grad_fn=<NllLossBackward0>)
76000
7800 tensor(4.8049, device='cuda:0', grad_fn=<NllLossBackward0>)
77000
7900 tensor(4.7673, device='cuda:0', grad_fn=<NllLossBackward0>)
78000
8000 tensor(4.7467, device='cuda:0', grad_fn=<NllLossBackward0>)
79000
8100 tensor(4.3490, device='cuda:0', grad_fn=<NllLossBackward0>)
80000
8200 tensor(4.7442, device='cuda:0', grad_fn=<NllLossBackward0>)
81000
8300 tensor(4.9835, device='cuda:0', grad_fn=<NllLossBackward0>)
82000
8400 tensor(4.7398, device='cuda:0', grad_fn=<NllLossBackward0>)
83000
8500 tensor(4.7389, device='cuda:0', grad_fn=<NllLossBackward0>)
84000
/home/gedin/.local/lib/python3.10/site-packages/torch/autograd/__init__.py:200: UserWarning: Error detected in LogBackward0. Traceback of forward call that caused the error:
  File "/usr/lib/python3.10/runpy.py", line 196, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "/usr/lib/python3.10/runpy.py", line 86, in _run_code
    exec(code, run_globals)
  File "/home/gedin/.local/lib/python3.10/site-packages/ipykernel_launcher.py", line 17, in <module>
    app.launch_new_instance()
  File "/home/gedin/.local/lib/python3.10/site-packages/traitlets/config/application.py", line 1043, in launch_instance
    app.start()
  File "/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelapp.py", line 725, in start
    self.io_loop.start()
  File "/home/gedin/.local/lib/python3.10/site-packages/tornado/platform/asyncio.py", line 195, in start
    self.asyncio_loop.run_forever()
  File "/usr/lib/python3.10/asyncio/base_events.py", line 600, in run_forever
    self._run_once()
  File "/usr/lib/python3.10/asyncio/base_events.py", line 1896, in _run_once
    handle._run()
  File "/usr/lib/python3.10/asyncio/events.py", line 80, in _run
    self._context.run(self._callback, *self._args)
  File "/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py", line 513, in dispatch_queue
    await self.process_one()
  File "/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py", line 502, in process_one
    await dispatch(*args)
  File "/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py", line 409, in dispatch_shell
    await result
  File "/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py", line 729, in execute_request
    reply_content = await reply_content
  File "/home/gedin/.local/lib/python3.10/site-packages/ipykernel/ipkernel.py", line 422, in do_execute
    res = shell.run_cell(
  File "/home/gedin/.local/lib/python3.10/site-packages/ipykernel/zmqshell.py", line 540, in run_cell
    return super().run_cell(*args, **kwargs)
  File "/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3009, in run_cell
    result = self._run_cell(
  File "/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3064, in _run_cell
    result = runner(coro)
  File "/home/gedin/.local/lib/python3.10/site-packages/IPython/core/async_helpers.py", line 129, in _pseudo_sync_runner
    coro.send(None)
  File "/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3269, in run_cell_async
    has_raised = await self.run_ast_nodes(code_ast.body, cell_name,
  File "/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3448, in run_ast_nodes
    if await self.run_code(code, result, async_=asy):
  File "/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3508, in run_code
    exec(code_obj, self.user_global_ns, self.user_ns)
  File "/tmp/ipykernel_6912/4110020094.py", line 17, in <module>
    loss = criterion(torch.log(ypredicted), x_pred) #x is to_predict
 (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:114.)
  Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
---------------------------------------------------------------------------
RuntimeError                              Traceback (most recent call last)
Cell In[24], line 25
     23    if step % 10000 == 0:
     24        torch.save(model.state_dict(), model_state_name + f'-{step}.bin')
---> 25    loss.backward()
     26    optimizer.step()
     27 torch.save(model.state_dict(), model_state_name + f'-{i}.bin')    

File ~/.local/lib/python3.10/site-packages/torch/_tensor.py:487, in Tensor.backward(self, gradient, retain_graph, create_graph, inputs)
    477 if has_torch_function_unary(self):
    478     return handle_torch_function(
    479         Tensor.backward,
    480         (self,),
   (...)
    485         inputs=inputs,
    486     )
--> 487 torch.autograd.backward(
    488     self, gradient, retain_graph, create_graph, inputs=inputs
    489 )

File ~/.local/lib/python3.10/site-packages/torch/autograd/__init__.py:200, in backward(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)
    195     retain_graph = create_graph
    197 # The reason we repeat same the comment below is that
    198 # some Python versions print out the first line of a multi-line function
    199 # calls in the traceback and some print out the last line
--> 200 Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
    201     tensors, grad_tensors_, retain_graph, create_graph, inputs,
    202     allow_unreachable=True, accumulate_grad=True)

RuntimeError: Function 'LogBackward0' returned nan values in its 0th output.
torch.save(model.state_dict(), model_state_name + f'-bs3200-lr0.001embed256.bin')
print((torch.stack([x_presc_2, x_presc_1, xfoll1, xfoll2, xfoll3], dim = 0) == 0))
tensor([[False,  True, False,  ..., False, False,  True],
        [ True, False, False,  ..., False,  True, False],
        [False, False, False,  ..., False, False, False],
        [False, False, False,  ..., False, False,  True],
        [False, False, False,  ..., False,  True, False]], device='cuda:0')
print(torch.log(ypredicted))
tensor([[ -2.5025,  -6.0652,  -4.0346,  ..., -16.9524, -26.7735, -27.9386],
        [ -2.4854,  -3.0847,  -8.8726,  ..., -18.5785, -19.6871, -25.8460],
        [ -1.2366,  -3.7922,  -7.6996,  ..., -24.7869, -25.6722, -27.8850],
        ...,
        [ -1.1097,  -3.8814,  -3.7208,  ..., -17.6482, -17.6953, -26.8819],
        [ -1.0363,  -4.5648,  -2.8412,  ..., -14.2657, -21.2847, -22.4523],
        [ -1.7532,  -4.9568,  -2.6734,  ..., -21.4232, -28.2665, -28.4816]],
       device='cuda:0', grad_fn=<LogBackward0>)
a = nn.Embedding(100, 3)
model.load_state_dict(torch.load(model_state_name + f'-2.bin'))
<All keys matched successfully>
model.state_dict()
OrderedDict([('embeddings.weight',
              tensor([[ 0.3889, -0.1857, -0.2153,  ..., -0.7755,  0.1490,  0.0721],
                      [-0.4154,  0.9295,  0.2505,  ...,  0.1146, -0.0905, -0.1508],
                      [ 0.1400, -0.0193,  0.4387,  ...,  0.2155,  0.1525,  0.0426],
                      ...,
                      [-1.4852, -1.5178,  0.1190,  ...,  0.6389,  1.7776,  0.5175],
                      [-0.9921,  0.8200,  0.8319,  ..., -1.1706,  0.3248, -0.6838],
                      [-0.0643,  1.3250,  0.4975,  ...,  0.4697, -1.1095,  0.3388]],
                     device='cuda:0')),
             ('linear.weight',
              tensor([[-0.0706, -0.0996, -0.0251,  ..., -0.1125, -0.0438, -0.0334],
                      [ 0.0339,  0.1630,  0.1329,  ..., -0.0550, -0.1837, -0.0659],
                      [ 0.1722, -0.1080, -0.2127,  ..., -0.0168,  0.1584,  0.0217],
                      ...,
                      [-0.0215, -0.1044, -0.2464,  ..., -0.0469, -0.8416, -0.1299],
                      [-0.1177, -0.1519, -0.1178,  ..., -0.6114, -0.1863, -0.1567],
                      [-0.3140, -0.0510, -0.0225,  ..., -0.0877, -0.3038, -0.0378]],
                     device='cuda:0')),
             ('linear.bias',
              tensor([ 0.7688,  0.4343,  0.2586,  ..., -0.0170,  0.0451,  0.0456],
                     device='cuda:0')),
             ('linear_matrix_2.weight',
              tensor([[-1.3649e-02, -1.0480e-02, -6.4716e-02,  ...,  9.1919e-02,
                        1.3112e-01,  4.1009e-02],
                      [-2.1252e-02, -2.3582e-02, -1.6753e-02,  ..., -1.7523e-01,
                       -1.1087e-01, -8.5319e-02],
                      [-2.8931e-02,  2.7911e-02, -1.5779e-02,  ..., -2.2802e-01,
                       -8.2455e-02,  3.9613e-02],
                      ...,
                      [ 3.1489e-02,  2.0113e-02, -2.2711e-02,  ..., -1.4179e-02,
                        2.9588e-02, -1.8710e-01],
                      [-9.4409e-02,  1.3539e-02, -1.7511e-02,  ...,  6.0533e-05,
                       -1.8715e-02,  1.1487e-02],
                      [-4.3137e-02,  8.6234e-02,  1.6096e-02,  ...,  1.6209e-01,
                        1.8436e-01, -3.1145e-02]], device='cuda:0')),
             ('linear_matrix_2.bias',
              tensor([-0.8423, -0.8663, -0.8043, -0.6876, -0.5369, -0.6664, -0.6570, -0.4595,
                      -0.0199, -0.8017, -0.0107, -0.9458, -0.5620, -0.9510, -0.7802, -0.6544,
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                      -0.7994, -1.0208, -0.7379, -0.6264, -0.5848, -0.7564, -0.8301, -0.8103,
                      -0.3712, -0.8551, -0.6148, -0.9461, -0.7088, -0.6828, -0.7969, -0.9082,
                      -0.9770, -0.7336, -0.6409, -0.9301, -0.6318, -0.9206, -0.5862, -0.6718,
                      -0.8585, -0.7450, -1.0136, -0.9313, -0.9227, -0.7881, -0.8565, -0.9209,
                      -0.8813, -0.6796, -0.5645, -0.9767, -0.6067, -0.9572, -0.9479, -0.8656,
                      -0.8556, -0.8416, -0.5791, -0.7088, -0.9805, -0.5786, -0.7406, -0.5497,
                      -0.0392, -0.9993, -0.1947, -0.8464, -0.9132, -0.7737, -0.9292, -1.0151,
                      -0.8395, -0.9273, -0.8610, -0.7447, -0.8401, -0.6822, -0.3864, -0.7859,
                      -0.9676, -0.5588, -1.0079, -1.0680, -0.7626, -0.5540, -1.1097, -0.6077,
                      -0.8549, -0.3963, -0.8872, -0.7130, -0.8690, -0.8790, -0.5889, -0.6681,
                      -0.9986, -0.8886, -0.8972, -0.9040, -0.4384, -0.8063, -0.7449, -0.9247,
                      -0.6445, -0.3068, -0.9004, -0.7018, -0.6212, -0.8162, -0.9234, -0.9786,
                      -0.8543, -0.5828, -0.7398, -0.7564, -0.6826, -0.3228, -0.4992, -0.7936,
                      -0.6411, -1.0800, -1.0211, -0.7801, -0.6549, -0.9196, -0.7990, -0.6351,
                      -1.0251, -0.7398, -0.8538, -0.9639, -0.8638, -0.6390, -0.9420, -0.9461,
                      -0.8039, -0.4826, -0.3190, -0.6465, -1.1101, -0.6297, -0.8571, -0.5292,
                      -0.9511, -0.2111, -0.5668, -0.7273, -0.8186, -0.6296, -0.7672, -0.7919,
                      -0.6872, -0.9063, -0.5476, -0.9111, -0.7223, -0.5886, -0.7304, -0.5467,
                      -0.4114, -0.8746, -0.7391, -0.9436, -0.1488, -0.9257, -0.2680, -0.8038,
                      -0.5426, -1.0165, -0.6907, -0.5365, -0.7849, -0.8238, -0.8699, -0.5000,
                      -0.5499, -0.9157, -0.6630, -0.7477, -0.0322, -0.9111, -0.7090, -0.9122,
                      -0.8678, -0.4643, -0.7203, -0.6632, -0.7422, -0.9415, -0.7307, -0.6135,
                      -0.8985, -0.8370, -0.8533, -0.6734, -0.6725, -0.8761, -0.7737, -1.0400,
                      -0.4589, -0.9188, -0.9713, -0.8348, -0.8265, -0.8732, -0.7435, -0.7293,
                      -0.4266, -0.9201, -0.6981, -0.9429, -0.6441, -0.8831, -0.1817, -0.8505,
                      -1.0013, -0.6825, -0.7805, -0.7209, -0.8482, -1.0585, -0.5353, -0.6583,
                      -0.9370, -0.9926, -0.4367, -0.6483, -0.7576, -0.7880, -0.8122, -0.6997,
                      -0.9787, -0.7853, -0.8353, -0.8815, -0.8472, -0.9586, -0.7951, -0.5527,
                      -0.4958, -0.8149, -0.6325, -0.3500, -1.0743, -0.5832, -0.6525, -0.8084,
                      -1.0478, -0.9625, -0.7855, -0.6587, -1.0544, -0.6066, -1.2683, -0.7729,
                      -0.4422, -0.6558, -0.6667, -0.8422, -0.9391, -0.6941, -0.7697, -0.7315,
                      -0.7399, -0.6909, -0.7375, -0.6934, -0.9244, -0.8702, -0.8423, -0.8507,
                      -0.7949, -0.5587, -0.9242, -1.0161, -0.9508, -0.5759, -0.1249, -0.7121,
                      -1.0075, -0.8502, -0.5207, -0.5697, -0.9134, -0.6099, -0.7855, -0.6985,
                      -0.9178, -0.8585, -0.6338, -0.9482, -0.6866, -0.9351, -1.1799, -0.6723,
                      -0.9671, -0.8426, -0.6158, -0.7553, -0.5985, -0.9615, -0.9267, -0.9024,
                      -0.8528, -0.3275, -0.9244, -0.5719, -0.7724, -0.8671, -0.9733, -0.6642,
                      -0.8419, -0.8406, -0.4764, -0.8469, -0.6379, -0.4421, -0.9985, -0.5908,
                      -0.7396, -0.9488, -0.3629, -0.8731, -0.9088, -0.4344, -0.6252, -0.5506,
                      -0.7297, -0.2949, -0.6935, -0.5809, -0.8063, -0.6860, -0.6024, -0.7023,
                      -0.2897, -0.9144, -0.8896, -0.9995, -0.7078, -0.8056, -0.7580, -0.3823,
                      -0.7717, -0.9235, -0.8786, -0.8261, -0.5349, -0.6360, -0.7665, -0.9226,
                      -0.8821, -0.9153, -0.5369, -0.3977, -0.7601, -0.9946, -0.8354, -0.3459],
                     device='cuda:0'))])
model.state_dict()['embeddings.weight'].isnan().any()
tensor(False, device='cuda:0')
for entry in model.state_dict():
    print(entry)
embeddings.weight
linear.weight
linear.bias
linear_matrix_2.weight
linear_matrix_2.bias
for entry in model.state_dict():
    if model.state_dict()[entry].isnan().any():
        print(entry)
ixs = torch.tensor([[31], [191], [1], [114], [165]]).to(device)

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)
list(zip(top_words, top_indices, top_probs))
/tmp/ipykernel_6912/1385550624.py:24: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.
  out = self.softmax(concated)
[('to', 4, 0.46012264490127563),
 ('from', 23, 0.20325958728790283),
 ('in', 6, 0.10610334575176239),
 ('at', 14, 0.08032896369695663),
 ('into', 86, 0.015613404102623463),
 ('In', 30, 0.014342560432851315),
 ('on', 16, 0.008756757713854313),
 ('the', 1, 0.006672270596027374),
 ('<unk>', 0, 0.005862860474735498),
 ('out', 63, 0.00491007836535573)]
def get_values_from_model(context: list, model, vocab, k=10):
    words = [vocab.forward([word]) for word in context]
    ixs =  torch.tensor(words).to(device)
    out = model(ixs)
    top = torch.topk(out[0], k)
    top_indices = top.indices.tolist()
    top_probs = top.values.tolist()
    top_words = vocab.lookup_tokens(top_indices)
    return list(zip(top_words, top_probs))

def summarize_probs_unk(dic, const_wildcard=True):
    ''' 
    dic: dictionary of probabilities returned by model 
    returns: tab of probabilities, with <unk> specificly as last element
    '''
    if const_wildcard:  
        if '<unk>' in dic.keys():
            del dic['<unk>']
        probsum = sum(float(val) for key, val in dic.items())
        for key in dic:
            dic[key] = dic[key]/(probsum*(1+params['wildcard_minweight'])) ###leave some space for wildcard
        tab = [(key, val) for key, val in dic.items()]
        tab.append(('<unk>', 1-sum([val for val in dic.values()])))
    elif '<unk>' not in dic.keys():
        tab = [(key, val) for key, val in dic.items()]
        tab.append(('<unk>', 1-sum([val for val in dic.values()])))
    else:
        wildcard_value = dic['<unk>']
        del dic['<unk>']
        probsum = sum([float(val) for key, val in dic.items()])
        for key in dic:
            dic[key] = dic[key]/(probsum+wildcard_value)
        tab = [(key, val) for key, val in dic.items()]
        tab.append(('<unk>', 1-sum([val for val in dic.values()])))
    return tab

def gonito_format(dic, const_wildcard = True):
    tab = summarize_probs_unk(dic=dic, const_wildcard=const_wildcard)
    result = ''
    for element in tab[:-1]:
        result+=str(element[0])+':'+str(element[1])+'\t'
    result += ':'+ str(tab[-1][1]) + '\n'
    return result
model.load_state_dict(torch.load('model-hexa-bag-following-bs3200-lr0.001embed256.bin'))
<All keys matched successfully>
with lzma.open(test_file, 'rt') as file:
    predict_words = []
    results = []
    for line in file:
        line = replace_endline(line) #get only relevant
        line = line.split('\t')[6:]
        left_context = line[0].rstrip().split(" ")[-2:] #two words from the left context
        right_context = line[1].rstrip().split(" ")[:3]
        context = [*left_context, *right_context]
        predict_words.append(context) #get_first_word(split[1cd 
    vocab = train_dataset.vocab
    for context_words in predict_words:
        predicted_distribution = get_values_from_model(context_words, model, vocab, k=10)
        distribution_as_dict = dict(predicted_distribution)
#         print(distribution_as_dict)
        results.append(distribution_as_dict)
/tmp/ipykernel_5410/1385550624.py:24: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.
  out = self.softmax(concated)
with open(out_file, 'w') as outfile:
    for elem in results:  
        outfile.write(gonito_format(elem, const_wildcard=False))
left_context = ['a','b']#two words from the left context
right_context =['a','b', 'c'] 
context = [*left_context, *right_context]
print(context)
['a', 'b', 'a', 'b', 'c']