5.1 MiB
5.1 MiB
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'])
1000 2000 3000 4000 5000 6000 7000 8000 9000 10000 11000 12000 13000 14000 15000 16000 17000 18000 19000 20000 21000 22000 23000 24000 25000 26000 27000 28000 29000 30000 31000 32000 33000 34000 35000 36000 37000 38000 39000 40000 41000 42000 43000 44000 45000 46000 47000 48000 49000 50000 51000 52000
KeyboardInterrupt
for item in train_dataset:
print(item)
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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, 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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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2138, 9) (1, 0, 3, 2138, 9, 1) (0, 3, 2138, 9, 1, 8365) (3, 2138, 9, 1, 8365, 3) (2138, 9, 1, 8365, 3, 304) (9, 1, 8365, 3, 304, 5444) (1, 8365, 3, 304, 5444, 4) (8365, 3, 304, 5444, 4, 0) (3, 304, 5444, 4, 0, 1) (304, 5444, 4, 0, 1, 1778) (5444, 4, 0, 1, 1778, 766) (4, 0, 1, 1778, 766, 21) (0, 1, 1778, 766, 21, 1) (1, 1778, 766, 21, 1, 2138) (1778, 766, 21, 1, 2138, 136) (766, 21, 1, 2138, 136, 185) (21, 1, 2138, 136, 185, 2359) (1, 2138, 136, 185, 2359, 61) (2138, 136, 185, 2359, 61, 3070) (136, 185, 2359, 61, 3070, 0) (185, 2359, 61, 3070, 0, 21) (2359, 61, 3070, 0, 21, 3612) (61, 3070, 0, 21, 3612, 512) (3070, 0, 21, 3612, 512, 11246) (0, 21, 3612, 512, 11246, 5073) (21, 3612, 512, 11246, 5073, 6) (3612, 512, 11246, 5073, 6, 1) (512, 11246, 5073, 6, 1, 661) (11246, 5073, 6, 1, 661, 193) (5073, 6, 1, 661, 193, 3963) (6, 1, 661, 193, 3963, 35) (1, 661, 193, 3963, 35, 29) (661, 193, 3963, 35, 29, 833) (193, 3963, 35, 29, 833, 1692) (3963, 35, 29, 833, 1692, 241) (35, 29, 833, 1692, 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5122, 69) (23, 3286, 40, 5122, 69, 4) (3286, 40, 5122, 69, 4, 4613) (40, 5122, 69, 4, 4613, 48) (5122, 69, 4, 4613, 48, 782) (69, 4, 4613, 48, 782, 18) (4, 4613, 48, 782, 18, 19) (4613, 48, 782, 18, 19, 40) (48, 782, 18, 19, 40, 1931) (782, 18, 19, 40, 1931, 66) (18, 19, 40, 1931, 66, 5438) (19, 40, 1931, 66, 5438, 62) (40, 1931, 66, 5438, 62, 6265) (1931, 66, 5438, 62, 6265, 61) (66, 5438, 62, 6265, 61, 512) (5438, 62, 6265, 61, 512, 227) (62, 6265, 61, 512, 227, 39) (6265, 61, 512, 227, 39, 1654) (61, 512, 227, 39, 1654, 3402) (512, 227, 39, 1654, 3402, 0) (227, 39, 1654, 3402, 0, 0) (39, 1654, 3402, 0, 0, 4) (1654, 3402, 0, 0, 4, 33) (3402, 0, 0, 4, 33, 96) (0, 0, 4, 33, 96, 0) (0, 4, 33, 96, 0, 11) (4, 33, 96, 0, 11, 1496) (33, 96, 0, 11, 1496, 5) (96, 0, 11, 1496, 5, 216) (0, 11, 1496, 5, 216, 21) (11, 1496, 5, 216, 21, 3138) (1496, 5, 216, 21, 3138, 23328) (5, 216, 21, 3138, 23328, 18) (216, 21, 3138, 23328, 18, 14) (21, 3138, 23328, 18, 14, 8) (3138, 23328, 18, 14, 8, 3558) 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12196) (398, 0, 6, 26, 12196, 9) (0, 6, 26, 12196, 9, 1192) (6, 26, 12196, 9, 1192, 711) (26, 12196, 9, 1192, 711, 48) (12196, 9, 1192, 711, 48, 0) (9, 1192, 711, 48, 0, 1043) (1192, 711, 48, 0, 1043, 1241) (711, 48, 0, 1043, 1241, 17) (48, 0, 1043, 1241, 17, 1) (0, 1043, 1241, 17, 1, 125) (1043, 1241, 17, 1, 125, 2019) (1241, 17, 1, 125, 2019, 28028) (17, 1, 125, 2019, 28028, 398) (1, 125, 2019, 28028, 398, 8472) (125, 2019, 28028, 398, 8472, 40) (2019, 28028, 398, 8472, 40, 373) (28028, 398, 8472, 40, 373, 9) (398, 8472, 40, 373, 9, 14) (8472, 40, 373, 9, 14, 66) (40, 373, 9, 14, 66, 1772) (373, 9, 14, 66, 1772, 13) (9, 14, 66, 1772, 13, 6753) (14, 66, 1772, 13, 6753, 0) (66, 1772, 13, 6753, 0, 1519) (1772, 13, 6753, 0, 1519, 0) (13, 6753, 0, 1519, 0, 24) (6753, 0, 1519, 0, 24, 1) (0, 1519, 0, 24, 1, 20163) (1519, 0, 24, 1, 20163, 9) (0, 24, 1, 20163, 9, 16588) (24, 1, 20163, 9, 16588, 191) (1, 20163, 9, 16588, 191, 4) (20163, 9, 16588, 191, 4, 96) (9, 16588, 191, 4, 96, 94) (16588, 191, 4, 96, 94, 10) (191, 4, 96, 94, 10, 30) (4, 96, 94, 10, 30, 31) (96, 94, 10, 30, 31, 127) (94, 10, 30, 31, 127, 0) (10, 30, 31, 127, 0, 10469) (30, 31, 127, 0, 10469, 0) (31, 127, 0, 10469, 0, 0) (127, 0, 10469, 0, 0, 17359) (0, 10469, 0, 0, 17359, 0) (10469, 0, 0, 17359, 0, 6602) (0, 0, 17359, 0, 6602, 5) (0, 17359, 0, 6602, 5, 279) (17359, 0, 6602, 5, 279, 9527) (0, 6602, 5, 279, 9527, 12705) (6602, 5, 279, 9527, 12705, 3) (5, 279, 9527, 12705, 3, 0) (279, 9527, 12705, 3, 0, 0) (9527, 12705, 3, 0, 0, 5106) (12705, 3, 0, 0, 5106, 5) (3, 0, 0, 5106, 5, 9333) (0, 0, 5106, 5, 9333, 1076) (0, 5106, 5, 9333, 1076, 17) (5106, 5, 9333, 1076, 17, 0) (5, 9333, 1076, 17, 0, 42) (9333, 1076, 17, 0, 42, 2877) (1076, 17, 0, 42, 2877, 1993) (17, 0, 42, 2877, 1993, 0) (0, 42, 2877, 1993, 0, 11) (42, 2877, 1993, 0, 11, 2877) (2877, 1993, 0, 11, 2877, 16) (1993, 0, 11, 2877, 16, 5) (0, 11, 2877, 16, 5, 2579) (11, 2877, 16, 5, 2579, 12) (2877, 16, 5, 2579, 12, 0) (16, 5, 2579, 12, 0, 0) (5, 2579, 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4832) (806, 8, 5039, 8929, 4832, 0) (8, 5039, 8929, 4832, 0, 15) (5039, 8929, 4832, 0, 15, 252) (8929, 4832, 0, 15, 252, 0) (4832, 0, 15, 252, 0, 828) (0, 15, 252, 0, 828, 1905) (15, 252, 0, 828, 1905, 2) (252, 0, 828, 1905, 2, 0) (0, 828, 1905, 2, 0, 122) (828, 1905, 2, 0, 122, 2298) (1905, 2, 0, 122, 2298, 0) (2, 0, 122, 2298, 0, 16) (0, 122, 2298, 0, 16, 1) (122, 2298, 0, 16, 1, 92) (2298, 0, 16, 1, 92, 8496) (0, 16, 1, 92, 8496, 4) (16, 1, 92, 8496, 4, 18028) (1, 92, 8496, 4, 18028, 91) (92, 8496, 4, 18028, 91, 0) (8496, 4, 18028, 91, 0, 322) (4, 18028, 91, 0, 322, 24) (18028, 91, 0, 322, 24, 7) (91, 0, 322, 24, 7, 774) (0, 322, 24, 7, 774, 3) (322, 24, 7, 774, 3, 714) (24, 7, 774, 3, 714, 16) (7, 774, 3, 714, 16, 1) (774, 3, 714, 16, 1, 0) (3, 714, 16, 1, 0, 1296) (714, 16, 1, 0, 1296, 18) (16, 1, 0, 1296, 18, 8) (1, 0, 1296, 18, 8, 5603) (0, 1296, 18, 8, 5603, 901) (1296, 18, 8, 5603, 901, 282) (18, 8, 5603, 901, 282, 4) (8, 5603, 901, 282, 4, 19) (5603, 901, 282, 4, 19, 71) 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100, 1484, 10283, 15, 0) (100, 1484, 10283, 15, 0, 0) (1484, 10283, 15, 0, 0, 158) (10283, 15, 0, 0, 158, 8) (15, 0, 0, 158, 8, 88) (0, 0, 158, 8, 88, 6) (0, 158, 8, 88, 6, 4475) (158, 8, 88, 6, 4475, 5) (8, 88, 6, 4475, 5, 0) (88, 6, 4475, 5, 0, 2) (6, 4475, 5, 0, 2, 8929) (4475, 5, 0, 2, 8929, 0) (5, 0, 2, 8929, 0, 17674) (0, 2, 8929, 0, 17674, 0) (2, 8929, 0, 17674, 0, 4) (8929, 0, 17674, 0, 4, 1617) (0, 17674, 0, 4, 1617, 5) (17674, 0, 4, 1617, 5, 1001) (0, 4, 1617, 5, 1001, 2) (4, 1617, 5, 1001, 2, 10832) (1617, 5, 1001, 2, 10832, 2) (5, 1001, 2, 10832, 2, 0) (1001, 2, 10832, 2, 0, 3692) (2, 10832, 2, 0, 3692, 236) (10832, 2, 0, 3692, 236, 5689) (2, 0, 3692, 236, 5689, 28) (0, 3692, 236, 5689, 28, 778) (3692, 236, 5689, 28, 778, 196) (236, 5689, 28, 778, 196, 188) (5689, 28, 778, 196, 188, 208) (28, 778, 196, 188, 208, 2859) (778, 196, 188, 208, 2859, 4) (196, 188, 208, 2859, 4, 6871) (188, 208, 2859, 4, 6871, 17) (208, 2859, 4, 6871, 17, 1) (2859, 4, 6871, 17, 1, 1167) (4, 6871, 17, 1, 1167, 1944) (6871, 17, 1, 1167, 1944, 21) (17, 1, 1167, 1944, 21, 1) (1, 1167, 1944, 21, 1, 0) (1167, 1944, 21, 1, 0, 27) (1944, 21, 1, 0, 27, 14) (21, 1, 0, 27, 14, 288) (1, 0, 27, 14, 288, 9) (0, 27, 14, 288, 9, 383) (27, 14, 288, 9, 383, 20567) (14, 288, 9, 383, 20567, 3448) (288, 9, 383, 20567, 3448, 882) (9, 383, 20567, 3448, 882, 28) (383, 20567, 3448, 882, 28, 19) (20567, 3448, 882, 28, 19, 196) (3448, 882, 28, 19, 196, 17) (882, 28, 19, 196, 17, 1) (28, 19, 196, 17, 1, 324) (19, 196, 17, 1, 324, 2) (196, 17, 1, 324, 2, 1) (17, 1, 324, 2, 1, 660) (1, 324, 2, 1, 660, 3) (324, 2, 1, 660, 3, 1) (2, 1, 660, 3, 1, 26261) (1, 660, 3, 1, 26261, 71) (660, 3, 1, 26261, 71, 3057) (3, 1, 26261, 71, 3057, 368) (1, 26261, 71, 3057, 368, 12) (26261, 71, 3057, 368, 12, 55) (71, 3057, 368, 12, 55, 970) (3057, 368, 12, 55, 970, 3798) (368, 12, 55, 970, 3798, 2) (12, 55, 970, 3798, 2, 2122) (55, 970, 3798, 2, 2122, 43) (970, 3798, 2, 2122, 43, 0) (3798, 2, 2122, 43, 0, 5645) (2, 2122, 43, 0, 5645, 2) (2122, 43, 0, 5645, 2, 1) (43, 0, 5645, 2, 1, 8929) (0, 5645, 2, 1, 8929, 0) (5645, 2, 1, 8929, 0, 4889) (2, 1, 8929, 0, 4889, 4) (1, 8929, 0, 4889, 4, 3557) (8929, 0, 4889, 4, 3557, 9) (0, 4889, 4, 3557, 9, 1) (4889, 4, 3557, 9, 1, 436) (4, 3557, 9, 1, 436, 2) (3557, 9, 1, 436, 2, 0) (9, 1, 436, 2, 0, 12) (1, 436, 2, 0, 12, 252) (436, 2, 0, 12, 252, 0) (2, 0, 12, 252, 0, 30) (0, 12, 252, 0, 30, 31) (12, 252, 0, 30, 31, 809) (252, 0, 30, 31, 809, 1207) (0, 30, 31, 809, 1207, 2) (30, 31, 809, 1207, 2, 79) (31, 809, 1207, 2, 79, 3795) (809, 1207, 2, 79, 3795, 2) (1207, 2, 79, 3795, 2, 0) (2, 79, 3795, 2, 0, 1744) (79, 3795, 2, 0, 1744, 5450) (3795, 2, 0, 1744, 5450, 0) (2, 0, 1744, 5450, 0, 0) (0, 1744, 5450, 0, 0, 3) (1744, 5450, 0, 0, 3, 2) (5450, 0, 0, 3, 2, 19337) (0, 0, 3, 2, 19337, 6) (0, 3, 2, 19337, 6, 1) (3, 2, 19337, 6, 1, 0) (2, 19337, 6, 1, 0, 0) (19337, 6, 1, 0, 0, 6) (6, 1, 0, 0, 6, 1) (1, 0, 0, 6, 1, 195) (0, 0, 6, 1, 195, 2) (0, 6, 1, 195, 2, 0) (6, 1, 195, 2, 0, 0) (1, 195, 2, 0, 0, 1) (195, 2, 0, 0, 1, 0) (2, 0, 0, 1, 0, 28) (0, 0, 1, 0, 28, 0) (0, 1, 0, 28, 0, 4) (1, 0, 28, 0, 4, 10017) (0, 28, 0, 4, 10017, 17) (28, 0, 4, 10017, 17, 0) (0, 4, 10017, 17, 0, 3532) (4, 10017, 17, 0, 3532, 6) (10017, 17, 0, 3532, 6, 1) (17, 0, 3532, 6, 1, 1470) (0, 3532, 6, 1, 1470, 10397) (3532, 6, 1, 1470, 10397, 2) (6, 1, 1470, 10397, 2, 0) (1, 1470, 10397, 2, 0, 16) (1470, 10397, 2, 0, 16, 7678) (10397, 2, 0, 16, 7678, 1) (2, 0, 16, 7678, 1, 0) (0, 16, 7678, 1, 0, 98) (16, 7678, 1, 0, 98, 2) (7678, 1, 0, 98, 2, 8066) (1, 0, 98, 2, 8066, 902) (0, 98, 2, 8066, 902, 1764) (98, 2, 8066, 902, 1764, 33) (2, 8066, 902, 1764, 33, 0) (8066, 902, 1764, 33, 0, 3) (902, 1764, 33, 0, 3, 11497) (1764, 33, 0, 3, 11497, 2) (33, 0, 3, 11497, 2, 1) (0, 3, 11497, 2, 1, 10056) (3, 11497, 2, 1, 10056, 0) (11497, 2, 1, 10056, 0, 0) (2, 1, 10056, 0, 0, 0) (1, 10056, 0, 0, 0, 0) (10056, 0, 0, 0, 0, 2) (0, 0, 0, 0, 2, 0) (0, 0, 0, 2, 0, 508) (0, 0, 2, 0, 508, 0) (0, 2, 0, 508, 0, 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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)
[0;31m---------------------------------------------------------------------------[0m [0;31mKeyboardInterrupt[0m Traceback (most recent call last) Cell [0;32mIn[9], line 1[0m [0;32m----> 1[0m [38;5;28;01mfor[39;00m item [38;5;129;01min[39;00m train_dataset: [1;32m 2[0m [38;5;28mprint[39m(item) Cell [0;32mIn[6], line 14[0m, in [0;36mlook_ahead_iterator[0;34m(gen)[0m [1;32m 12[0m prev3 [38;5;241m=[39m prev2 [1;32m 13[0m prev2 [38;5;241m=[39m prev1 [0;32m---> 14[0m prev1 [38;5;241m=[39m item [0;31mKeyboardInterrupt[0m:
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
[0;31m---------------------------------------------------------------------------[0m [0;31mRuntimeError[0m Traceback (most recent call last) Cell [0;32mIn[24], line 25[0m [1;32m 23[0m [38;5;28;01mif[39;00m step [38;5;241m%[39m [38;5;241m10000[39m [38;5;241m==[39m [38;5;241m0[39m: [1;32m 24[0m torch[38;5;241m.[39msave(model[38;5;241m.[39mstate_dict(), model_state_name [38;5;241m+[39m [38;5;124mf[39m[38;5;124m'[39m[38;5;124m-[39m[38;5;132;01m{[39;00mstep[38;5;132;01m}[39;00m[38;5;124m.bin[39m[38;5;124m'[39m) [0;32m---> 25[0m [43mloss[49m[38;5;241;43m.[39;49m[43mbackward[49m[43m([49m[43m)[49m [1;32m 26[0m optimizer[38;5;241m.[39mstep() [1;32m 27[0m torch[38;5;241m.[39msave(model[38;5;241m.[39mstate_dict(), model_state_name [38;5;241m+[39m [38;5;124mf[39m[38;5;124m'[39m[38;5;124m-[39m[38;5;132;01m{[39;00mi[38;5;132;01m}[39;00m[38;5;124m.bin[39m[38;5;124m'[39m) File [0;32m~/.local/lib/python3.10/site-packages/torch/_tensor.py:487[0m, in [0;36mTensor.backward[0;34m(self, gradient, retain_graph, create_graph, inputs)[0m [1;32m 477[0m [38;5;28;01mif[39;00m has_torch_function_unary([38;5;28mself[39m): [1;32m 478[0m [38;5;28;01mreturn[39;00m handle_torch_function( [1;32m 479[0m Tensor[38;5;241m.[39mbackward, [1;32m 480[0m ([38;5;28mself[39m,), [0;32m (...)[0m [1;32m 485[0m inputs[38;5;241m=[39minputs, [1;32m 486[0m ) [0;32m--> 487[0m [43mtorch[49m[38;5;241;43m.[39;49m[43mautograd[49m[38;5;241;43m.[39;49m[43mbackward[49m[43m([49m [1;32m 488[0m [43m [49m[38;5;28;43mself[39;49m[43m,[49m[43m [49m[43mgradient[49m[43m,[49m[43m [49m[43mretain_graph[49m[43m,[49m[43m [49m[43mcreate_graph[49m[43m,[49m[43m [49m[43minputs[49m[38;5;241;43m=[39;49m[43minputs[49m [1;32m 489[0m [43m[49m[43m)[49m File [0;32m~/.local/lib/python3.10/site-packages/torch/autograd/__init__.py:200[0m, in [0;36mbackward[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)[0m [1;32m 195[0m retain_graph [38;5;241m=[39m create_graph [1;32m 197[0m [38;5;66;03m# The reason we repeat same the comment below is that[39;00m [1;32m 198[0m [38;5;66;03m# some Python versions print out the first line of a multi-line function[39;00m [1;32m 199[0m [38;5;66;03m# calls in the traceback and some print out the last line[39;00m [0;32m--> 200[0m [43mVariable[49m[38;5;241;43m.[39;49m[43m_execution_engine[49m[38;5;241;43m.[39;49m[43mrun_backward[49m[43m([49m[43m [49m[38;5;66;43;03m# Calls into the C++ engine to run the backward pass[39;49;00m [1;32m 201[0m [43m [49m[43mtensors[49m[43m,[49m[43m [49m[43mgrad_tensors_[49m[43m,[49m[43m [49m[43mretain_graph[49m[43m,[49m[43m [49m[43mcreate_graph[49m[43m,[49m[43m [49m[43minputs[49m[43m,[49m [1;32m 202[0m [43m [49m[43mallow_unreachable[49m[38;5;241;43m=[39;49m[38;5;28;43;01mTrue[39;49;00m[43m,[49m[43m [49m[43maccumulate_grad[49m[38;5;241;43m=[39;49m[38;5;28;43;01mTrue[39;49;00m[43m)[49m [0;31mRuntimeError[0m: 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, -0.5277, -0.7735, -0.8465, -0.9235, -0.9184, -0.7468, -0.9231, -0.8676, -0.5907, -0.9886, -1.0655, -0.5280, -1.0426, -0.9642, -0.9118, -0.8813, -0.4860, -0.3837, -1.0513, -0.3716, -0.5763, -0.3888, -0.6943, -1.0033, -0.9636, -1.0696, -0.8991, -0.6828, -0.6259, -0.5009, -0.8853, -0.3078, -0.7881, -0.2852, -0.9337, -0.5781, -0.7069, -0.9415, 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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']