{
"cells": [
{
"cell_type": "code",
"execution_count": 47,
"id": "0121eb53",
"metadata": {},
"outputs": [],
"source": [
"train_file ='train/in.tsv.xz'\n",
"test_file = 'dev-0/in.tsv.xz'\n",
"out_file = 'dev-0/out.tsv'"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "4c669ac3",
"metadata": {},
"outputs": [],
"source": [
"from itertools import islice\n",
"import regex as re\n",
"import sys\n",
"from torchtext.vocab import build_vocab_from_iterator\n",
"import lzma\n",
"import pickle\n",
"import re\n",
"import torch\n",
"from torch import nn\n",
"from torch.utils.data import IterableDataset\n",
"import itertools\n",
"from torch.utils.data import DataLoader\n",
"import yaml"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "1085f323",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/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.\n",
" params = yaml.load(open('config/params.yaml'))\n"
]
}
],
"source": [
"params = yaml.load(open('config/params.yaml'))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "629c08fc",
"metadata": {},
"outputs": [],
"source": [
"params = {\n",
"'epochs': 3,\n",
"'embed_size': 256,\n",
"'device': 'cuda',\n",
"'vocab_size': 35000,\n",
"'batch_size': 3200,\n",
"'learning_rate': 0.001,\n",
"'k': 15, #top k words\n",
"'wildcard_minweight': 0.01,\n",
"'beta': 0.85\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "a8cf13ef",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'epochs': 3,\n",
" 'embed_size': 256,\n",
" 'device': 'cuda',\n",
" 'vocab_size': 35000,\n",
" 'batch_size': 3200,\n",
" 'learning_rate': 0.001,\n",
" 'k': 15,\n",
" 'wildcard_minweight': 0.01,\n",
" 'beta': 0.85}"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"params"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "6bcb461c",
"metadata": {},
"outputs": [],
"source": [
"def get_words_from_line(line):\n",
" line = line.rstrip()\n",
" yield ''\n",
" line = preprocess(line)\n",
" for t in line.split(' '):\n",
" yield t\n",
" yield ''\n",
"\n",
"\n",
"def get_word_lines_from_file(file_name):\n",
" n = 0\n",
" with lzma.open(file_name, 'r') as fh:\n",
" for line in fh:\n",
" n+=1\n",
" if n%1000==0:\n",
" print(n)\n",
" yield get_words_from_line(line.decode('utf-8'))\n",
"\n",
"###preprocessing\n",
"def preprocess(line):\n",
" line = get_rid_of_header(line)\n",
" line = replace_endline(line)\n",
" return line\n",
"\n",
"def get_rid_of_header(line):\n",
" line = line.split('\\t')[6:]\n",
" return \" \".join(line)\n",
" \n",
"def replace_endline(line):\n",
" line = line.replace(\"\\\\n\", \" \")\n",
" return line"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "a6cd0796",
"metadata": {},
"outputs": [],
"source": [
"def look_ahead_iterator(gen):\n",
" prev5 = None\n",
" prev4 = None\n",
" prev3 = None\n",
" prev2 = None\n",
" prev1 = None\n",
" for item in gen:\n",
" if None not in [prev5, prev4, prev3, prev2, prev1]:\n",
" yield (prev5, prev4, prev3, prev2, prev1, item)\n",
" prev5 = prev4\n",
" prev4 = prev3\n",
" prev3 = prev2\n",
" prev2 = prev1\n",
" prev1 = item\n",
"\n",
"class Hexagrams(IterableDataset):\n",
" def __init__(self, text_file, vocabulary_size):\n",
" self.vocab = build_vocab_from_iterator(\n",
" get_word_lines_from_file(text_file),\n",
" max_tokens = vocabulary_size,\n",
" specials = [''])\n",
" self.vocab.set_default_index(self.vocab[''])\n",
" self.vocabulary_size = vocabulary_size\n",
" self.text_file = text_file\n",
"\n",
" def __iter__(self):\n",
" return look_ahead_iterator(\n",
" (self.vocab[t] for t in itertools.chain.from_iterable(get_word_lines_from_file(self.text_file))))\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "08ab8819",
"metadata": {},
"outputs": [],
"source": [
"with open('filename.pickle','rb') as handle:\n",
" vocab = pickle.load(handle)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "556a2990",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1000\n",
"2000\n",
"3000\n",
"4000\n",
"5000\n",
"6000\n",
"7000\n",
"8000\n",
"9000\n",
"10000\n",
"11000\n",
"12000\n",
"13000\n",
"14000\n",
"15000\n",
"16000\n",
"17000\n",
"18000\n",
"19000\n",
"20000\n",
"21000\n",
"22000\n",
"23000\n",
"24000\n",
"25000\n",
"26000\n",
"27000\n",
"28000\n",
"29000\n",
"30000\n",
"31000\n",
"32000\n",
"33000\n",
"34000\n",
"35000\n",
"36000\n",
"37000\n",
"38000\n",
"39000\n",
"40000\n",
"41000\n",
"42000\n",
"43000\n",
"44000\n",
"45000\n",
"46000\n",
"47000\n",
"48000\n",
"49000\n",
"50000\n",
"51000\n",
"52000\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"KeyboardInterrupt\n",
"\n"
]
}
],
"source": [
"train_dataset = Hexagrams(train_file, params['vocab_size'])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "977c00ac",
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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"(2675, 4645, 6, 24, 1, 138)\n",
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"(2, 120, 14556, 5413, 2171, 2)\n",
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"(14556, 5413, 2171, 2, 1, 1966)\n",
"(5413, 2171, 2, 1, 1966, 2)\n",
"(2171, 2, 1, 1966, 2, 4523)\n",
"(2, 1, 1966, 2, 4523, 10942)\n",
"(1, 1966, 2, 4523, 10942, 10051)\n",
"(1966, 2, 4523, 10942, 10051, 260)\n",
"(2, 4523, 10942, 10051, 260, 6819)\n",
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"(10942, 10051, 260, 6819, 4, 6283)\n",
"(10051, 260, 6819, 4, 6283, 1826)\n",
"(260, 6819, 4, 6283, 1826, 297)\n",
"(6819, 4, 6283, 1826, 297, 942)\n",
"(4, 6283, 1826, 297, 942, 3)\n",
"(6283, 1826, 297, 942, 3, 12494)\n",
"(1826, 297, 942, 3, 12494, 6)\n",
"(297, 942, 3, 12494, 6, 1222)\n",
"(942, 3, 12494, 6, 1222, 4)\n",
"(3, 12494, 6, 1222, 4, 95)\n",
"(12494, 6, 1222, 4, 95, 435)\n",
"(6, 1222, 4, 95, 435, 30)\n",
"(1222, 4, 95, 435, 30, 31)\n",
"(4, 95, 435, 30, 31, 19319)\n",
"(95, 435, 30, 31, 19319, 714)\n",
"(435, 30, 31, 19319, 714, 246)\n",
"(30, 31, 19319, 714, 246, 1250)\n",
"(31, 19319, 714, 246, 1250, 24)\n",
"(19319, 714, 246, 1250, 24, 895)\n",
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"(246, 1250, 24, 895, 9, 0)\n",
"(1250, 24, 895, 9, 0, 460)\n",
"(24, 895, 9, 0, 460, 6)\n",
"(895, 9, 0, 460, 6, 2058)\n",
"(9, 0, 460, 6, 2058, 96)\n",
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"(9554, 29217, 86, 4, 1, 28413)\n",
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"(4, 1, 28413, 255, 1, 105)\n",
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"(84, 5, 13378, 233, 11, 365)\n",
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"(233, 11, 365, 70, 4, 1)\n",
"(11, 365, 70, 4, 1, 13838)\n",
"(365, 70, 4, 1, 13838, 15379)\n",
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"(4, 1, 13838, 15379, 2, 2219)\n",
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"(2, 2219, 1493, 6, 1, 29619)\n",
"(2219, 1493, 6, 1, 29619, 2631)\n",
"(1493, 6, 1, 29619, 2631, 11908)\n",
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"(1, 29619, 2631, 11908, 142, 4)\n",
"(29619, 2631, 11908, 142, 4, 1975)\n",
"(2631, 11908, 142, 4, 1975, 23)\n",
"(11908, 142, 4, 1975, 23, 933)\n",
"(142, 4, 1975, 23, 933, 4)\n",
"(4, 1975, 23, 933, 4, 3117)\n",
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"(23, 933, 4, 3117, 108, 29217)\n",
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"(42, 6, 19445, 0, 3, 4)\n",
"(6, 19445, 0, 3, 4, 153)\n",
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"(0, 3, 4, 153, 1, 315)\n",
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"(153, 1, 315, 460, 4, 3047)\n",
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"(3047, 33, 5847, 327, 4, 9274)\n",
"(33, 5847, 327, 4, 9274, 122)\n",
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"(327, 4, 9274, 122, 460, 3323)\n",
"(4, 9274, 122, 460, 3323, 537)\n",
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"(460, 3323, 537, 4, 1, 1131)\n",
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"(537, 4, 1, 1131, 18, 1735)\n",
"(4, 1, 1131, 18, 1735, 15)\n",
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"(15, 1, 2335, 332, 2, 2369)\n",
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"(2335, 332, 2, 2369, 85, 2601)\n",
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"(2369, 85, 2601, 18, 8, 453)\n",
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"(18, 8, 453, 4, 85, 3631)\n",
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"(448, 133, 566, 863, 16, 7)\n",
"(133, 566, 863, 16, 7, 9717)\n",
"(566, 863, 16, 7, 9717, 212)\n",
"(863, 16, 7, 9717, 212, 19)\n",
"(16, 7, 9717, 212, 19, 65)\n",
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"(19, 65, 3047, 1, 229, 327)\n",
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"(229, 327, 1, 332, 14, 8)\n",
"(327, 1, 332, 14, 8, 315)\n",
"(1, 332, 14, 8, 315, 7)\n",
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"(14, 8, 315, 7, 142, 9541)\n",
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"(142, 9541, 75, 213, 2, 85)\n",
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"(315, 25570, 45, 1222, 4, 690)\n",
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"(2202, 457, 18, 39, 5, 2364)\n",
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"(39, 5, 2364, 2, 22, 62)\n",
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"(22, 62, 61, 0, 119, 153)\n",
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"(0, 119, 153, 70, 5, 2637)\n",
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"(70, 5, 2637, 9, 18, 14)\n",
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"(9, 18, 14, 4107, 1, 332)\n",
"(18, 14, 4107, 1, 332, 13825)\n",
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"(4107, 1, 332, 13825, 5, 1079)\n",
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"(5, 1079, 46, 14, 39, 62)\n",
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"(46, 14, 39, 62, 61, 9458)\n",
"(14, 39, 62, 61, 9458, 5080)\n",
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"(61, 9458, 5080, 3, 22, 62)\n",
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"(61, 29688, 14, 119, 266, 6337)\n",
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"(14, 119, 266, 6337, 5, 1079)\n",
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"(5, 1079, 143, 14, 39, 62)\n",
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"(143, 14, 39, 62, 61, 4068)\n",
"(14, 39, 62, 61, 4068, 3)\n",
"(39, 62, 61, 4068, 3, 22)\n",
"(62, 61, 4068, 3, 22, 62)\n",
"(61, 4068, 3, 22, 62, 61)\n",
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"(22, 62, 61, 6605, 5080, 14)\n",
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"(61, 6605, 5080, 14, 119, 266)\n",
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"(14, 119, 266, 0, 5, 1079)\n",
"(119, 266, 0, 5, 1079, 3)\n",
"(266, 0, 5, 1079, 3, 66)\n",
"(0, 5, 1079, 3, 66, 14)\n",
"(5, 1079, 3, 66, 14, 39)\n",
"(1079, 3, 66, 14, 39, 62)\n",
"(3, 66, 14, 39, 62, 61)\n",
"(66, 14, 39, 62, 61, 0)\n",
"(14, 39, 62, 61, 0, 5080)\n",
"(39, 62, 61, 0, 5080, 14)\n",
"(62, 61, 0, 5080, 14, 119)\n",
"(61, 0, 5080, 14, 119, 266)\n",
"(0, 5080, 14, 119, 266, 15946)\n",
"(5080, 14, 119, 266, 15946, 5)\n",
"(14, 119, 266, 15946, 5, 1079)\n",
"(119, 266, 15946, 5, 1079, 20)\n",
"(266, 15946, 5, 1079, 20, 232)\n",
"(15946, 5, 1079, 20, 232, 23058)\n",
"(5, 1079, 20, 232, 23058, 2213)\n",
"(1079, 20, 232, 23058, 2213, 3634)\n",
"(20, 232, 23058, 2213, 3634, 7)\n",
"(232, 23058, 2213, 3634, 7, 6)\n",
"(23058, 2213, 3634, 7, 6, 1826)\n",
"(2213, 3634, 7, 6, 1826, 2)\n",
"(3634, 7, 6, 1826, 2, 29686)\n",
"(7, 6, 1826, 2, 29686, 21)\n",
"(6, 1826, 2, 29686, 21, 223)\n",
"(1826, 2, 29686, 21, 223, 1)\n",
"(2, 29686, 21, 223, 1, 863)\n",
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"(21, 223, 1, 863, 28, 10)\n",
"(223, 1, 863, 28, 10, 279)\n",
"(1, 863, 28, 10, 279, 5158)\n",
"(863, 28, 10, 279, 5158, 3570)\n",
"(28, 10, 279, 5158, 3570, 703)\n",
"(10, 279, 5158, 3570, 703, 9501)\n",
"(279, 5158, 3570, 703, 9501, 122)\n",
"(5158, 3570, 703, 9501, 122, 905)\n",
"(3570, 703, 9501, 122, 905, 863)\n",
"(703, 9501, 122, 905, 863, 16)\n",
"(9501, 122, 905, 863, 16, 0)\n",
"(122, 905, 863, 16, 0, 0)\n",
"(905, 863, 16, 0, 0, 17587)\n",
"(863, 16, 0, 0, 17587, 1)\n",
"(16, 0, 0, 17587, 1, 2335)\n",
"(0, 0, 17587, 1, 2335, 332)\n",
"(0, 17587, 1, 2335, 332, 0)\n",
"(17587, 1, 2335, 332, 0, 398)\n",
"(1, 2335, 332, 0, 398, 5)\n",
"(2335, 332, 0, 398, 5, 1958)\n",
"(332, 0, 398, 5, 1958, 3)\n",
"(0, 398, 5, 1958, 3, 155)\n",
"(398, 5, 1958, 3, 155, 279)\n",
"(5, 1958, 3, 155, 279, 441)\n",
"(1958, 3, 155, 279, 441, 5)\n",
"(3, 155, 279, 441, 5, 0)\n",
"(155, 279, 441, 5, 0, 122)\n",
"(279, 441, 5, 0, 122, 863)\n",
"(441, 5, 0, 122, 863, 8)\n",
"(5, 0, 122, 863, 8, 319)\n",
"(0, 122, 863, 8, 319, 12)\n",
"(122, 863, 8, 319, 12, 1)\n",
"(863, 8, 319, 12, 1, 7828)\n",
"(8, 319, 12, 1, 7828, 2659)\n",
"(319, 12, 1, 7828, 2659, 157)\n",
"(12, 1, 7828, 2659, 157, 1)\n",
"(1, 7828, 2659, 157, 1, 863)\n",
"(7828, 2659, 157, 1, 863, 16)\n",
"(2659, 157, 1, 863, 16, 3207)\n",
"(157, 1, 863, 16, 3207, 8)\n",
"(1, 863, 16, 3207, 8, 319)\n",
"(863, 16, 3207, 8, 319, 12)\n",
"(16, 3207, 8, 319, 12, 1)\n",
"(3207, 8, 319, 12, 1, 1244)\n",
"(8, 319, 12, 1, 1244, 43)\n",
"(319, 12, 1, 1244, 43, 10874)\n",
"(12, 1, 1244, 43, 10874, 1)\n",
"(1, 1244, 43, 10874, 1, 9717)\n",
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"(43, 10874, 1, 9717, 20, 290)\n",
"(10874, 1, 9717, 20, 290, 7)\n",
"(1, 9717, 20, 290, 7, 780)\n",
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"(20, 290, 7, 780, 2, 9820)\n",
"(290, 7, 780, 2, 9820, 119)\n",
"(7, 780, 2, 9820, 119, 153)\n",
"(780, 2, 9820, 119, 153, 70)\n",
"(2, 9820, 119, 153, 70, 26)\n",
"(9820, 119, 153, 70, 26, 2335)\n",
"(119, 153, 70, 26, 2335, 2637)\n",
"(153, 70, 26, 2335, 2637, 906)\n",
"(70, 26, 2335, 2637, 906, 1)\n",
"(26, 2335, 2637, 906, 1, 332)\n",
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"(2637, 906, 1, 332, 5, 1004)\n",
"(906, 1, 332, 5, 1004, 1645)\n",
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"(1004, 1645, 2, 33, 0, 0)\n",
"(1645, 2, 33, 0, 0, 0)\n",
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"(33, 0, 0, 0, 30, 31)\n",
"(0, 0, 0, 30, 31, 2712)\n",
"(0, 0, 30, 31, 2712, 6676)\n",
"(0, 30, 31, 2712, 6676, 4)\n",
"(30, 31, 2712, 6676, 4, 97)\n",
"(31, 2712, 6676, 4, 97, 1091)\n",
"(2712, 6676, 4, 97, 1091, 4)\n",
"(6676, 4, 97, 1091, 4, 182)\n",
"(4, 97, 1091, 4, 182, 158)\n",
"(97, 1091, 4, 182, 158, 8)\n",
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"(4, 182, 158, 8, 5, 876)\n",
"(182, 158, 8, 5, 876, 7)\n",
"(158, 8, 5, 876, 7, 26363)\n",
"(8, 5, 876, 7, 26363, 41)\n",
"(5, 876, 7, 26363, 41, 2)\n",
"(876, 7, 26363, 41, 2, 1)\n",
"(7, 26363, 41, 2, 1, 1908)\n",
"(26363, 41, 2, 1, 1908, 2)\n",
"(41, 2, 1, 1908, 2, 7)\n",
"(2, 1, 1908, 2, 7, 7041)\n",
"(1, 1908, 2, 7, 7041, 13862)\n",
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"(2, 7, 7041, 13862, 18, 17389)\n",
"(7, 7041, 13862, 18, 17389, 7)\n",
"(7041, 13862, 18, 17389, 7, 631)\n",
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"(18, 17389, 7, 631, 75, 2243)\n",
"(17389, 7, 631, 75, 2243, 4)\n",
"(7, 631, 75, 2243, 4, 182)\n",
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"(75, 2243, 4, 182, 46, 65)\n",
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"(4, 182, 46, 65, 0, 281)\n",
"(182, 46, 65, 0, 281, 3)\n",
"(46, 65, 0, 281, 3, 23169)\n",
"(65, 0, 281, 3, 23169, 6)\n",
"(0, 281, 3, 23169, 6, 14174)\n",
"(281, 3, 23169, 6, 14174, 38)\n",
"(3, 23169, 6, 14174, 38, 14)\n",
"(23169, 6, 14174, 38, 14, 26363)\n",
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"(14174, 38, 14, 26363, 1, 2431)\n",
"(38, 14, 26363, 1, 2431, 53)\n",
"(14, 26363, 1, 2431, 53, 18)\n",
"(26363, 1, 2431, 53, 18, 33)\n",
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"(2431, 53, 18, 33, 50, 2406)\n",
"(53, 18, 33, 50, 2406, 6059)\n",
"(18, 33, 50, 2406, 6059, 212)\n",
"(33, 50, 2406, 6059, 212, 7041)\n",
"(50, 2406, 6059, 212, 7041, 13862)\n",
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"(114, 6, 96, 1989, 27, 51)\n",
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"(96, 1989, 27, 51, 342, 2)\n",
"(1989, 27, 51, 342, 2, 1983)\n",
"(27, 51, 342, 2, 1983, 5772)\n",
"(51, 342, 2, 1983, 5772, 1907)\n",
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"(1983, 5772, 1907, 479, 24, 28720)\n",
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"(0, 2, 2086, 9714, 24, 3687)\n",
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"(2086, 9714, 24, 3687, 4, 744)\n",
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]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"IOPub data rate exceeded.\n",
"The notebook server will temporarily stop sending output\n",
"to the client in order to avoid crashing it.\n",
"To change this limit, set the config variable\n",
"`--NotebookApp.iopub_data_rate_limit`.\n",
"\n",
"Current values:\n",
"NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
"NotebookApp.rate_limit_window=3.0 (secs)\n",
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
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"(88, 1395, 12, 782, 68, 820)\n",
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"(3898, 1, 694, 65, 10, 1987)\n",
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"(33, 553, 0, 796, 17, 124)\n",
"(553, 0, 796, 17, 124, 1233)\n",
"(0, 796, 17, 124, 1233, 3)\n",
"(796, 17, 124, 1233, 3, 104)\n",
"(17, 124, 1233, 3, 104, 2048)\n",
"(124, 1233, 3, 104, 2048, 20347)\n",
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"(141, 21, 20351, 3250, 1, 18971)\n",
"(21, 20351, 3250, 1, 18971, 98)\n",
"(20351, 3250, 1, 18971, 98, 2)\n",
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"(98, 2, 1221, 1760, 65, 10)\n",
"(2, 1221, 1760, 65, 10, 1987)\n",
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"(1760, 65, 10, 1987, 12, 47)\n",
"(65, 10, 1987, 12, 47, 179)\n",
"(10, 1987, 12, 47, 179, 4)\n",
"(1987, 12, 47, 179, 4, 5)\n",
"(12, 47, 179, 4, 5, 694)\n",
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"(4, 5, 694, 22, 223, 61)\n",
"(5, 694, 22, 223, 61, 41)\n",
"(694, 22, 223, 61, 41, 22911)\n",
"(22, 223, 61, 41, 22911, 3245)\n",
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"(61, 41, 22911, 3245, 133, 24641)\n",
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"(3245, 133, 24641, 3, 33, 553)\n",
"(133, 24641, 3, 33, 553, 7)\n",
"(24641, 3, 33, 553, 7, 65)\n",
"(3, 33, 553, 7, 65, 27)\n",
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"(553, 7, 65, 27, 36, 796)\n",
"(7, 65, 27, 36, 796, 17)\n",
"(65, 27, 36, 796, 17, 124)\n",
"(27, 36, 796, 17, 124, 1233)\n",
"(36, 796, 17, 124, 1233, 3)\n",
"(796, 17, 124, 1233, 3, 2048)\n",
"(17, 124, 1233, 3, 2048, 20347)\n",
"(124, 1233, 3, 2048, 20347, 1243)\n",
"(1233, 3, 2048, 20347, 1243, 141)\n",
"(3, 2048, 20347, 1243, 141, 21)\n",
"(2048, 20347, 1243, 141, 21, 19022)\n",
"(20347, 1243, 141, 21, 19022, 6080)\n",
"(1243, 141, 21, 19022, 6080, 3250)\n",
"(141, 21, 19022, 6080, 3250, 1)\n",
"(21, 19022, 6080, 3250, 1, 47)\n",
"(19022, 6080, 3250, 1, 47, 18971)\n",
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"(1, 47, 18971, 98, 2, 2380)\n",
"(47, 18971, 98, 2, 2380, 2099)\n",
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"(98, 2, 2380, 2099, 201, 3)\n",
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"(2380, 2099, 201, 3, 0, 65)\n",
"(2099, 201, 3, 0, 65, 4174)\n",
"(201, 3, 0, 65, 4174, 10)\n",
"(3, 0, 65, 4174, 10, 1987)\n",
"(0, 65, 4174, 10, 1987, 12)\n",
"(65, 4174, 10, 1987, 12, 47)\n",
"(4174, 10, 1987, 12, 47, 179)\n",
"(10, 1987, 12, 47, 179, 4)\n",
"(1987, 12, 47, 179, 4, 5)\n",
"(12, 47, 179, 4, 5, 694)\n",
"(47, 179, 4, 5, 694, 22)\n",
"(179, 4, 5, 694, 22, 223)\n",
"(4, 5, 694, 22, 223, 61)\n",
"(5, 694, 22, 223, 61, 26098)\n",
"(694, 22, 223, 61, 26098, 687)\n",
"(22, 223, 61, 26098, 687, 133)\n",
"(223, 61, 26098, 687, 133, 24641)\n",
"(61, 26098, 687, 133, 24641, 3)\n",
"(26098, 687, 133, 24641, 3, 33)\n",
"(687, 133, 24641, 3, 33, 553)\n",
"(133, 24641, 3, 33, 553, 7)\n",
"(24641, 3, 33, 553, 7, 65)\n",
"(3, 33, 553, 7, 65, 27)\n",
"(33, 553, 7, 65, 27, 36)\n",
"(553, 7, 65, 27, 36, 796)\n",
"(7, 65, 27, 36, 796, 17)\n",
"(65, 27, 36, 796, 17, 124)\n",
"(27, 36, 796, 17, 124, 1233)\n",
"(36, 796, 17, 124, 1233, 3)\n",
"(796, 17, 124, 1233, 3, 2048)\n",
"(17, 124, 1233, 3, 2048, 20347)\n",
"(124, 1233, 3, 2048, 20347, 475)\n",
"(1233, 3, 2048, 20347, 475, 141)\n",
"(3, 2048, 20347, 475, 141, 21)\n",
"(2048, 20347, 475, 141, 21, 19022)\n",
"(20347, 475, 141, 21, 19022, 6080)\n",
"(475, 141, 21, 19022, 6080, 3250)\n",
"(141, 21, 19022, 6080, 3250, 1)\n",
"(21, 19022, 6080, 3250, 1, 47)\n",
"(19022, 6080, 3250, 1, 47, 18971)\n",
"(6080, 3250, 1, 47, 18971, 0)\n",
"(3250, 1, 47, 18971, 0, 2)\n",
"(1, 47, 18971, 0, 2, 2380)\n",
"(47, 18971, 0, 2, 2380, 2099)\n",
"(18971, 0, 2, 2380, 2099, 201)\n",
"(0, 2, 2380, 2099, 201, 3)\n",
"(2, 2380, 2099, 201, 3, 0)\n",
"(2380, 2099, 201, 3, 0, 65)\n",
"(2099, 201, 3, 0, 65, 104)\n",
"(201, 3, 0, 65, 104, 10)\n",
"(3, 0, 65, 104, 10, 1987)\n",
"(0, 65, 104, 10, 1987, 12)\n",
"(65, 104, 10, 1987, 12, 47)\n",
"(104, 10, 1987, 12, 47, 87)\n",
"(10, 1987, 12, 47, 87, 4)\n",
"(1987, 12, 47, 87, 4, 5)\n",
"(12, 47, 87, 4, 5, 694)\n",
"(47, 87, 4, 5, 694, 22)\n",
"(87, 4, 5, 694, 22, 223)\n",
"(4, 5, 694, 22, 223, 61)\n",
"(5, 694, 22, 223, 61, 753)\n",
"(694, 22, 223, 61, 753, 687)\n",
"(22, 223, 61, 753, 687, 133)\n",
"(223, 61, 753, 687, 133, 24641)\n",
"(61, 753, 687, 133, 24641, 3)\n",
"(753, 687, 133, 24641, 3, 33)\n",
"(687, 133, 24641, 3, 33, 553)\n",
"(133, 24641, 3, 33, 553, 7)\n",
"(24641, 3, 33, 553, 7, 65)\n",
"(3, 33, 553, 7, 65, 27)\n",
"(33, 553, 7, 65, 27, 36)\n",
"(553, 7, 65, 27, 36, 796)\n",
"(7, 65, 27, 36, 796, 1647)\n",
"(65, 27, 36, 796, 1647, 124)\n",
"(27, 36, 796, 1647, 124, 1233)\n",
"(36, 796, 1647, 124, 1233, 3)\n",
"(796, 1647, 124, 1233, 3, 2048)\n",
"(1647, 124, 1233, 3, 2048, 20347)\n",
"(124, 1233, 3, 2048, 20347, 4784)\n",
"(1233, 3, 2048, 20347, 4784, 141)\n",
"(3, 2048, 20347, 4784, 141, 21)\n",
"(2048, 20347, 4784, 141, 21, 0)\n",
"(20347, 4784, 141, 21, 0, 3250)\n",
"(4784, 141, 21, 0, 3250, 1)\n",
"(141, 21, 0, 3250, 1, 47)\n",
"(21, 0, 3250, 1, 47, 0)\n",
"(0, 3250, 1, 47, 0, 98)\n",
"(3250, 1, 47, 0, 98, 2)\n",
"(1, 47, 0, 98, 2, 2380)\n",
"(47, 0, 98, 2, 2380, 24071)\n",
"(0, 98, 2, 2380, 24071, 65)\n",
"(98, 2, 2380, 24071, 65, 4174)\n",
"(2, 2380, 24071, 65, 4174, 10)\n",
"(2380, 24071, 65, 4174, 10, 1987)\n",
"(24071, 65, 4174, 10, 1987, 12)\n",
"(65, 4174, 10, 1987, 12, 47)\n",
"(4174, 10, 1987, 12, 47, 3569)\n",
"(10, 1987, 12, 47, 3569, 4)\n",
"(1987, 12, 47, 3569, 4, 5)\n",
"(12, 47, 3569, 4, 5, 694)\n",
"(47, 3569, 4, 5, 694, 22)\n",
"(3569, 4, 5, 694, 22, 223)\n",
"(4, 5, 694, 22, 223, 61)\n",
"(5, 694, 22, 223, 61, 1624)\n",
"(694, 22, 223, 61, 1624, 687)\n",
"(22, 223, 61, 1624, 687, 133)\n",
"(223, 61, 1624, 687, 133, 24641)\n",
"(61, 1624, 687, 133, 24641, 3)\n",
"(1624, 687, 133, 24641, 3, 33)\n",
"(687, 133, 24641, 3, 33, 553)\n",
"(133, 24641, 3, 33, 553, 7)\n",
"(24641, 3, 33, 553, 7, 17472)\n",
"(3, 33, 553, 7, 17472, 27)\n",
"(33, 553, 7, 17472, 27, 36)\n",
"(553, 7, 17472, 27, 36, 796)\n",
"(7, 17472, 27, 36, 796, 17)\n",
"(17472, 27, 36, 796, 17, 124)\n",
"(27, 36, 796, 17, 124, 1233)\n",
"(36, 796, 17, 124, 1233, 3)\n",
"(796, 17, 124, 1233, 3, 2048)\n",
"(17, 124, 1233, 3, 2048, 20347)\n",
"(124, 1233, 3, 2048, 20347, 0)\n",
"(1233, 3, 2048, 20347, 0, 141)\n",
"(3, 2048, 20347, 0, 141, 21)\n",
"(2048, 20347, 0, 141, 21, 20351)\n",
"(20347, 0, 141, 21, 20351, 3250)\n",
"(0, 141, 21, 20351, 3250, 0)\n",
"(141, 21, 20351, 3250, 0, 98)\n",
"(21, 20351, 3250, 0, 98, 2)\n",
"(20351, 3250, 0, 98, 2, 2380)\n",
"(3250, 0, 98, 2, 2380, 24071)\n",
"(0, 98, 2, 2380, 24071, 68)\n",
"(98, 2, 2380, 24071, 68, 10)\n",
"(2, 2380, 24071, 68, 10, 11314)\n",
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"(10, 11314, 714, 4, 1, 179)\n",
"(11314, 714, 4, 1, 179, 6)\n",
"(714, 4, 1, 179, 6, 18)\n",
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"(1, 179, 6, 18, 47, 553)\n",
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"(212, 33, 553, 7, 68, 820)\n",
"(33, 553, 7, 68, 820, 20347)\n",
"(553, 7, 68, 820, 20347, 116)\n",
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"(820, 20347, 116, 177, 36, 796)\n",
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"(36, 796, 17, 124, 436, 9)\n",
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"(275, 536, 3, 18, 97, 1803)\n",
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"(1803, 220, 99, 1, 253, 7798)\n",
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"(99, 1, 253, 7798, 68, 10)\n",
"(1, 253, 7798, 68, 10, 283)\n",
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"(68, 10, 283, 4, 1, 924)\n",
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"(3, 2082, 1760, 17, 1, 1817)\n",
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"(9418, 23005, 11165, 0, 3, 837)\n",
"(23005, 11165, 0, 3, 837, 536)\n",
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"(3, 837, 536, 992, 47, 1233)\n",
"(837, 536, 992, 47, 1233, 5343)\n",
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"(992, 47, 1233, 5343, 24, 1)\n",
"(47, 1233, 5343, 24, 1, 6268)\n",
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"(1, 6268, 2, 275, 141, 992)\n",
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"(275, 141, 992, 1, 105, 2708)\n",
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"(992, 1, 105, 2708, 36, 796)\n",
"(1, 105, 2708, 36, 796, 17)\n",
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"(2708, 36, 796, 17, 124, 3252)\n",
"(36, 796, 17, 124, 3252, 30)\n",
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"(17, 124, 3252, 30, 31, 2786)\n",
"(124, 3252, 30, 31, 2786, 18718)\n",
"(3252, 30, 31, 2786, 18718, 9917)\n",
"(30, 31, 2786, 18718, 9917, 17)\n",
"(31, 2786, 18718, 9917, 17, 6447)\n",
"(2786, 18718, 9917, 17, 6447, 1400)\n",
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"(9917, 17, 6447, 1400, 0, 9)\n",
"(17, 6447, 1400, 0, 9, 1114)\n",
"(6447, 1400, 0, 9, 1114, 16395)\n",
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"(9, 1114, 16395, 14, 64, 42)\n",
"(1114, 16395, 14, 64, 42, 0)\n",
"(16395, 14, 64, 42, 0, 9)\n",
"(14, 64, 42, 0, 9, 26)\n",
"(64, 42, 0, 9, 26, 803)\n",
"(42, 0, 9, 26, 803, 25)\n",
"(0, 9, 26, 803, 25, 3883)\n",
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"3000\n",
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"(27, 155, 109, 2002, 1935, 4)\n",
"(155, 109, 2002, 1935, 4, 48)\n",
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"(166, 2, 16932, 133, 0, 551)\n",
"(2, 16932, 133, 0, 551, 2)\n",
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"(133, 0, 551, 2, 0, 8)\n",
"(0, 551, 2, 0, 8, 196)\n",
"(551, 2, 0, 8, 196, 874)\n",
"(2, 0, 8, 196, 874, 0)\n",
"(0, 8, 196, 874, 0, 133)\n",
"(8, 196, 874, 0, 133, 1070)\n",
"(196, 874, 0, 133, 1070, 361)\n",
"(874, 0, 133, 1070, 361, 551)\n",
"(0, 133, 1070, 361, 551, 2)\n",
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"(361, 551, 2, 14979, 17, 17952)\n",
"(551, 2, 14979, 17, 17952, 133)\n",
"(2, 14979, 17, 17952, 133, 2989)\n",
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"(17, 17952, 133, 2989, 20, 1163)\n",
"(17952, 133, 2989, 20, 1163, 2)\n",
"(133, 2989, 20, 1163, 2, 1901)\n",
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"(2, 1901, 5075, 8, 14443, 133)\n",
"(1901, 5075, 8, 14443, 133, 1070)\n",
"(5075, 8, 14443, 133, 1070, 15)\n",
"(8, 14443, 133, 1070, 15, 5)\n",
"(14443, 133, 1070, 15, 5, 551)\n",
"(133, 1070, 15, 5, 551, 2)\n",
"(1070, 15, 5, 551, 2, 0)\n",
"(15, 5, 551, 2, 0, 133)\n",
"(5, 551, 2, 0, 133, 2989)\n",
"(551, 2, 0, 133, 2989, 539)\n",
"(2, 0, 133, 2989, 539, 5284)\n",
"(0, 133, 2989, 539, 5284, 2010)\n",
"(133, 2989, 539, 5284, 2010, 2)\n",
"(2989, 539, 5284, 2010, 2, 1)\n",
"(539, 5284, 2010, 2, 1, 2515)\n",
"(5284, 2010, 2, 1, 2515, 2971)\n",
"(2010, 2, 1, 2515, 2971, 296)\n",
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"(1, 2515, 2971, 296, 361, 1)\n",
"(2515, 2971, 296, 361, 1, 1438)\n",
"(2971, 296, 361, 1, 1438, 1962)\n",
"(296, 361, 1, 1438, 1962, 21096)\n",
"(361, 1, 1438, 1962, 21096, 1)\n",
"(1, 1438, 1962, 21096, 1, 5998)\n",
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"(1962, 21096, 1, 5998, 1525, 1)\n",
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"(1, 2133, 9034, 20, 551, 2)\n",
"(2133, 9034, 20, 551, 2, 48)\n",
"(9034, 20, 551, 2, 48, 0)\n",
"(20, 551, 2, 48, 0, 2515)\n",
"(551, 2, 48, 0, 2515, 8)\n",
"(2, 48, 0, 2515, 8, 196)\n",
"(48, 0, 2515, 8, 196, 17)\n",
"(0, 2515, 8, 196, 17, 3877)\n",
"(2515, 8, 196, 17, 3877, 133)\n",
"(8, 196, 17, 3877, 133, 566)\n",
"(196, 17, 3877, 133, 566, 3)\n",
"(17, 3877, 133, 566, 3, 7)\n",
"(3877, 133, 566, 3, 7, 2)\n",
"(133, 566, 3, 7, 2, 48)\n",
"(566, 3, 7, 2, 48, 1537)\n",
"(3, 7, 2, 48, 1537, 2515)\n",
"(7, 2, 48, 1537, 2515, 17)\n",
"(2, 48, 1537, 2515, 17, 17950)\n",
"(48, 1537, 2515, 17, 17950, 133)\n",
"(1537, 2515, 17, 17950, 133, 2989)\n",
"(2515, 17, 17950, 133, 2989, 0)\n",
"(17, 17950, 133, 2989, 0, 27)\n",
"(17950, 133, 2989, 0, 27, 2693)\n",
"(133, 2989, 0, 27, 2693, 90)\n",
"(2989, 0, 27, 2693, 90, 0)\n",
"(0, 27, 2693, 90, 0, 32)\n",
"(27, 2693, 90, 0, 32, 551)\n",
"(2693, 90, 0, 32, 551, 343)\n",
"(90, 0, 32, 551, 343, 101)\n",
"(0, 32, 551, 343, 101, 196)\n",
"(32, 551, 343, 101, 196, 13)\n",
"(551, 343, 101, 196, 13, 1635)\n",
"(343, 101, 196, 13, 1635, 0)\n",
"(101, 196, 13, 1635, 0, 16930)\n",
"(196, 13, 1635, 0, 16930, 133)\n",
"(13, 1635, 0, 16930, 133, 1070)\n",
"(1635, 0, 16930, 133, 1070, 6857)\n",
"(0, 16930, 133, 1070, 6857, 2887)\n",
"(16930, 133, 1070, 6857, 2887, 10765)\n",
"(133, 1070, 6857, 2887, 10765, 133)\n",
"(1070, 6857, 2887, 10765, 133, 1070)\n",
"(6857, 2887, 10765, 133, 1070, 4197)\n",
"(2887, 10765, 133, 1070, 4197, 0)\n",
"(10765, 133, 1070, 4197, 0, 133)\n",
"(133, 1070, 4197, 0, 133, 566)\n",
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"(4197, 0, 133, 566, 3, 9511)\n",
"(0, 133, 566, 3, 9511, 14443)\n",
"(133, 566, 3, 9511, 14443, 133)\n",
"(566, 3, 9511, 14443, 133, 2989)\n",
"(3, 9511, 14443, 133, 2989, 12144)\n",
"(9511, 14443, 133, 2989, 12144, 1356)\n",
"(14443, 133, 2989, 12144, 1356, 1269)\n",
"(133, 2989, 12144, 1356, 1269, 2129)\n",
"(2989, 12144, 1356, 1269, 2129, 1620)\n",
"(12144, 1356, 1269, 2129, 1620, 5)\n",
"(1356, 1269, 2129, 1620, 5, 551)\n",
"(1269, 2129, 1620, 5, 551, 2)\n",
"(2129, 1620, 5, 551, 2, 16934)\n",
"(1620, 5, 551, 2, 16934, 133)\n",
"(5, 551, 2, 16934, 133, 2989)\n",
"(551, 2, 16934, 133, 2989, 20)\n",
"(2, 16934, 133, 2989, 20, 551)\n",
"(16934, 133, 2989, 20, 551, 2)\n",
"(133, 2989, 20, 551, 2, 10229)\n",
"(2989, 20, 551, 2, 10229, 39)\n",
"(20, 551, 2, 10229, 39, 1072)\n",
"(551, 2, 10229, 39, 1072, 0)\n",
"(2, 10229, 39, 1072, 0, 38)\n",
"(10229, 39, 1072, 0, 38, 1)\n",
"(39, 1072, 0, 38, 1, 564)\n",
"(1072, 0, 38, 1, 564, 130)\n",
"(0, 38, 1, 564, 130, 0)\n",
"(38, 1, 564, 130, 0, 16)\n",
"(1, 564, 130, 0, 16, 48)\n",
"(564, 130, 0, 16, 48, 2587)\n",
"(130, 0, 16, 48, 2587, 0)\n",
"(0, 16, 48, 2587, 0, 2)\n",
"(16, 48, 2587, 0, 2, 10229)\n",
"(48, 2587, 0, 2, 10229, 130)\n",
"(2587, 0, 2, 10229, 130, 196)\n",
"(0, 2, 10229, 130, 196, 17)\n",
"(2, 10229, 130, 196, 17, 16934)\n",
"(10229, 130, 196, 17, 16934, 133)\n",
"(130, 196, 17, 16934, 133, 566)\n",
"(196, 17, 16934, 133, 566, 3)\n",
"(17, 16934, 133, 566, 3, 551)\n",
"(16934, 133, 566, 3, 551, 6888)\n",
"(133, 566, 3, 551, 6888, 133)\n",
"(566, 3, 551, 6888, 133, 2989)\n",
"(3, 551, 6888, 133, 2989, 539)\n",
"(551, 6888, 133, 2989, 539, 551)\n",
"(6888, 133, 2989, 539, 551, 2)\n",
"(133, 2989, 539, 551, 2, 508)\n",
"(2989, 539, 551, 2, 508, 544)\n",
"(539, 551, 2, 508, 544, 130)\n",
"(551, 2, 508, 544, 130, 2129)\n",
"(2, 508, 544, 130, 2129, 1620)\n",
"(508, 544, 130, 2129, 1620, 13)\n",
"(544, 130, 2129, 1620, 13, 1635)\n",
"(130, 2129, 1620, 13, 1635, 18047)\n",
"(2129, 1620, 13, 1635, 18047, 14443)\n",
"(1620, 13, 1635, 18047, 14443, 133)\n",
"(13, 1635, 18047, 14443, 133, 1070)\n",
"(1635, 18047, 14443, 133, 1070, 1650)\n",
"(18047, 14443, 133, 1070, 1650, 14443)\n",
"(14443, 133, 1070, 1650, 14443, 133)\n",
"(133, 1070, 1650, 14443, 133, 566)\n",
"(1070, 1650, 14443, 133, 566, 3254)\n",
"(1650, 14443, 133, 566, 3254, 16932)\n",
"(14443, 133, 566, 3254, 16932, 133)\n",
"(133, 566, 3254, 16932, 133, 1070)\n",
"(566, 3254, 16932, 133, 1070, 3)\n",
"(3254, 16932, 133, 1070, 3, 7225)\n",
"(16932, 133, 1070, 3, 7225, 15130)\n",
"(133, 1070, 3, 7225, 15130, 133)\n",
"(1070, 3, 7225, 15130, 133, 2989)\n",
"(3, 7225, 15130, 133, 2989, 20)\n",
"(7225, 15130, 133, 2989, 20, 2514)\n",
"(15130, 133, 2989, 20, 2514, 23452)\n",
"(133, 2989, 20, 2514, 23452, 3591)\n",
"(2989, 20, 2514, 23452, 3591, 163)\n",
"(20, 2514, 23452, 3591, 163, 21917)\n",
"(2514, 23452, 3591, 163, 21917, 45)\n",
"(23452, 3591, 163, 21917, 45, 37)\n",
"(3591, 163, 21917, 45, 37, 2452)\n",
"(163, 21917, 45, 37, 2452, 2010)\n",
"(21917, 45, 37, 2452, 2010, 2)\n",
"(45, 37, 2452, 2010, 2, 1318)\n",
"(37, 2452, 2010, 2, 1318, 0)\n",
"(2452, 2010, 2, 1318, 0, 30)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"IOPub data rate exceeded.\n",
"The notebook server will temporarily stop sending output\n",
"to the client in order to avoid crashing it.\n",
"To change this limit, set the config variable\n",
"`--NotebookApp.iopub_data_rate_limit`.\n",
"\n",
"Current values:\n",
"NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
"NotebookApp.rate_limit_window=3.0 (secs)\n",
"\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[9], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m item \u001b[38;5;129;01min\u001b[39;00m train_dataset:\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(item)\n",
"Cell \u001b[0;32mIn[6], line 14\u001b[0m, in \u001b[0;36mlook_ahead_iterator\u001b[0;34m(gen)\u001b[0m\n\u001b[1;32m 12\u001b[0m prev3 \u001b[38;5;241m=\u001b[39m prev2\n\u001b[1;32m 13\u001b[0m prev2 \u001b[38;5;241m=\u001b[39m prev1\n\u001b[0;32m---> 14\u001b[0m prev1 \u001b[38;5;241m=\u001b[39m item\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"for item in train_dataset:\n",
" print(item)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "19624d56",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"class BoW_position_HexagramNeuralLanguageModel(nn.Module):\n",
" def __init__(self, vocabulary_size, embedding_size, beta_factor):\n",
" super(BoW_position_HexagramNeuralLanguageModel, self).__init__()\n",
" self.embeddings = nn.Embedding(vocabulary_size, embedding_size)\n",
" self.linear = nn.Linear(3*embedding_size, vocabulary_size)\n",
" self.linear_matrix_2 = nn.Linear(embedding_size*3, embedding_size*3)\n",
" self.relu = nn.ReLU()\n",
" self.softmax = nn.Softmax()\n",
" self.beta = beta_factor\n",
"\n",
" def forward(self, x): #x is list of prev and following embeddings\n",
" emb_iminusOne = self.embeddings(x[1])*pow(self.beta, 1) \n",
" emb_iminusTwo = self.embeddings(x[0])*pow(self.beta, 2)\n",
" 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\n",
"\n",
" for tensor in [emb_iminusOne, emb_iminusTwo, emb_bow]:\n",
" if tensor.isnan().any():\n",
" print(tensor)\n",
" # clamp()\n",
" first_layer_size_2 = self.linear_matrix_2(torch.cat((emb_iminusOne, emb_iminusTwo, emb_bow), dim=1))\n",
" first_relu = self.relu(first_layer_size_2)\n",
" concated = self.linear(first_relu)\n",
" out = concated.clamp(min=1e-4, max=1e4)\n",
" out = self.softmax(concated)\n",
" return out"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "c7e159c0",
"metadata": {},
"outputs": [],
"source": [
"data = DataLoader(train_dataset, batch_size=params['batch_size'])"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "1daa5ef2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[tensor([ 31, 191, 6017, ..., 0, 0, 46]),\n",
" tensor([ 191, 6017, 1, ..., 0, 46, 2607]),\n",
" tensor([6017, 1, 114, ..., 46, 2607, 115]),\n",
" tensor([ 1, 114, 165, ..., 2607, 115, 4]),\n",
" tensor([ 114, 165, 4, ..., 115, 4, 14165]),\n",
" tensor([ 165, 4, 27, ..., 4, 14165, 18228])]"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"next(iter(data))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "0c4708cd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import gc\n",
"torch.cuda.empty_cache()\n",
"gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "7565b58f",
"metadata": {},
"outputs": [],
"source": [
"device = 'cuda'\n",
"model = BoW_position_HexagramNeuralLanguageModel(params['vocab_size'], params['embed_size'], params['beta']).to(device)\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=params['learning_rate'])\n",
"criterion = torch.nn.NLLLoss()\n",
"model_state_name = 'model-hexa-bag-following'"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "eb156c54",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"BoW_position_HexagramNeuralLanguageModel(\n",
" (embeddings): Embedding(35000, 256)\n",
" (linear): Linear(in_features=768, out_features=35000, bias=True)\n",
" (linear_matrix_2): Linear(in_features=768, out_features=768, bias=True)\n",
" (relu): ReLU()\n",
" (softmax): Softmax(dim=None)\n",
")\n"
]
}
],
"source": [
"print(model)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b772edb4",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"epoch: = 0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/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.\n",
" out = self.softmax(concated)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 tensor(10.4859, device='cuda:0', grad_fn=)\n",
"1000\n",
"100 tensor(6.4495, device='cuda:0', grad_fn=)\n",
"200 tensor(6.1373, device='cuda:0', grad_fn=)\n",
"2000\n",
"300 tensor(6.0952, device='cuda:0', grad_fn=)\n",
"3000\n",
"400 tensor(6.0426, device='cuda:0', grad_fn=)\n",
"4000\n",
"500 tensor(5.8780, device='cuda:0', grad_fn=)\n",
"5000\n",
"600 tensor(5.9308, device='cuda:0', grad_fn=)\n",
"6000\n",
"700 tensor(5.8750, device='cuda:0', grad_fn=)\n",
"7000\n",
"800 tensor(5.5971, device='cuda:0', grad_fn=)\n",
"8000\n",
"900 tensor(5.6050, device='cuda:0', grad_fn=)\n",
"9000\n",
"1000 tensor(5.5437, device='cuda:0', grad_fn=)\n",
"10000\n",
"1100 tensor(5.6054, device='cuda:0', grad_fn=)\n",
"11000\n",
"1200 tensor(5.6719, device='cuda:0', grad_fn=)\n",
"12000\n",
"1300 tensor(5.6564, device='cuda:0', grad_fn=)\n",
"13000\n",
"1400 tensor(5.7387, device='cuda:0', grad_fn=)\n",
"14000\n",
"1500 tensor(5.7308, device='cuda:0', grad_fn=)\n",
"15000\n",
"1600 tensor(5.3206, device='cuda:0', grad_fn=)\n",
"16000\n",
"1700 tensor(5.4579, device='cuda:0', grad_fn=)\n",
"17000\n",
"1800 tensor(5.2695, device='cuda:0', grad_fn=)\n",
"18000\n",
"1900 tensor(5.4493, device='cuda:0', grad_fn=)\n",
"19000\n",
"2000 tensor(5.4434, device='cuda:0', grad_fn=)\n",
"20000\n",
"2100 tensor(5.2586, device='cuda:0', grad_fn=)\n",
"21000\n",
"2200 tensor(5.3967, device='cuda:0', grad_fn=)\n",
"22000\n",
"2300 tensor(5.2943, device='cuda:0', grad_fn=)\n",
"23000\n",
"2400 tensor(5.4133, device='cuda:0', grad_fn=)\n",
"24000\n",
"2500 tensor(5.0771, device='cuda:0', grad_fn=)\n",
"25000\n",
"2600 tensor(5.1879, device='cuda:0', grad_fn=)\n",
"26000\n",
"2700 tensor(5.1405, device='cuda:0', grad_fn=)\n",
"27000\n",
"2800 tensor(5.0653, device='cuda:0', grad_fn=)\n",
"28000\n",
"2900 tensor(5.3541, device='cuda:0', grad_fn=)\n",
"29000\n",
"3000 tensor(5.2645, device='cuda:0', grad_fn=)\n",
"30000\n",
"3100 tensor(5.0644, device='cuda:0', grad_fn=)\n",
"31000\n",
"3200 tensor(5.0900, device='cuda:0', grad_fn=)\n",
"32000\n",
"3300 tensor(5.0632, device='cuda:0', grad_fn=)\n",
"33000\n",
"3400 tensor(5.0373, device='cuda:0', grad_fn=)\n",
"34000\n",
"3500 tensor(5.1406, device='cuda:0', grad_fn=)\n",
"35000\n",
"3600 tensor(5.0901, device='cuda:0', grad_fn=)\n",
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"3700 tensor(5.1503, device='cuda:0', grad_fn=)\n",
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"3800 tensor(5.2033, device='cuda:0', grad_fn=)\n",
"38000\n",
"3900 tensor(4.9341, device='cuda:0', grad_fn=)\n",
"39000\n",
"4000 tensor(5.1593, device='cuda:0', grad_fn=)\n",
"40000\n",
"4100 tensor(4.9679, device='cuda:0', grad_fn=)\n",
"41000\n",
"4200 tensor(4.8678, device='cuda:0', grad_fn=)\n",
"42000\n",
"4300 tensor(4.8054, device='cuda:0', grad_fn=)\n",
"43000\n",
"4400 tensor(5.0698, device='cuda:0', grad_fn=)\n",
"44000\n",
"4500 tensor(5.0442, device='cuda:0', grad_fn=)\n",
"45000\n",
"4600 tensor(5.0013, device='cuda:0', grad_fn=)\n",
"46000\n",
"4700 tensor(4.8555, device='cuda:0', grad_fn=)\n",
"47000\n",
"4800 tensor(5.2273, device='cuda:0', grad_fn=)\n",
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"4900 tensor(4.9361, device='cuda:0', grad_fn=)\n",
"49000\n",
"5000 tensor(4.9384, device='cuda:0', grad_fn=)\n",
"50000\n",
"5100 tensor(5.1468, device='cuda:0', grad_fn=)\n",
"51000\n",
"5200 tensor(4.9751, device='cuda:0', grad_fn=)\n",
"52000\n",
"5300 tensor(5.2356, device='cuda:0', grad_fn=)\n",
"53000\n",
"5400 tensor(5.0885, device='cuda:0', grad_fn=)\n",
"54000\n",
"5500 tensor(5.0461, device='cuda:0', grad_fn=)\n",
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"5600 tensor(4.6231, device='cuda:0', grad_fn=)\n",
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"5700 tensor(4.8007, device='cuda:0', grad_fn=)\n",
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"5800 tensor(4.9354, device='cuda:0', grad_fn=)\n",
"58000\n",
"5900 tensor(4.8180, device='cuda:0', grad_fn=)\n",
"59000\n",
"6000 tensor(5.0274, device='cuda:0', grad_fn=)\n",
"60000\n",
"6100 tensor(4.9942, device='cuda:0', grad_fn=)\n",
"61000\n",
"6200 tensor(4.7897, device='cuda:0', grad_fn=)\n",
"62000\n",
"6300 tensor(5.1038, device='cuda:0', grad_fn=)\n",
"63000\n",
"6400 tensor(4.6644, device='cuda:0', grad_fn=)\n",
"64000\n",
"6500 tensor(4.7022, device='cuda:0', grad_fn=)\n",
"65000\n",
"6600 tensor(4.6926, device='cuda:0', grad_fn=)\n",
"66000\n",
"6700 tensor(4.8177, device='cuda:0', grad_fn=)\n",
"67000\n",
"6800 tensor(4.5878, device='cuda:0', grad_fn=)\n",
"68000\n",
"6900 tensor(4.8622, device='cuda:0', grad_fn=)\n",
"69000\n",
"7000 tensor(4.9745, device='cuda:0', grad_fn=)\n",
"70000\n",
"7100 tensor(4.9948, device='cuda:0', grad_fn=)\n",
"71000\n",
"7200 tensor(4.7587, device='cuda:0', grad_fn=)\n",
"72000\n",
"7300 tensor(4.6834, device='cuda:0', grad_fn=)\n",
"73000\n",
"7400 tensor(4.8986, device='cuda:0', grad_fn=)\n",
"74000\n",
"7500 tensor(4.6963, device='cuda:0', grad_fn=)\n",
"7600 tensor(4.8625, device='cuda:0', grad_fn=)\n",
"75000\n",
"7700 tensor(4.6290, device='cuda:0', grad_fn=)\n",
"76000\n",
"7800 tensor(4.8049, device='cuda:0', grad_fn=)\n",
"77000\n",
"7900 tensor(4.7673, device='cuda:0', grad_fn=)\n",
"78000\n",
"8000 tensor(4.7467, device='cuda:0', grad_fn=)\n",
"79000\n",
"8100 tensor(4.3490, device='cuda:0', grad_fn=)\n",
"80000\n",
"8200 tensor(4.7442, device='cuda:0', grad_fn=)\n",
"81000\n",
"8300 tensor(4.9835, device='cuda:0', grad_fn=)\n",
"82000\n",
"8400 tensor(4.7398, device='cuda:0', grad_fn=)\n",
"83000\n",
"8500 tensor(4.7389, device='cuda:0', grad_fn=)\n",
"84000\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/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:\n",
" File \"/usr/lib/python3.10/runpy.py\", line 196, in _run_module_as_main\n",
" return _run_code(code, main_globals, None,\n",
" File \"/usr/lib/python3.10/runpy.py\", line 86, in _run_code\n",
" exec(code, run_globals)\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel_launcher.py\", line 17, in \n",
" app.launch_new_instance()\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/traitlets/config/application.py\", line 1043, in launch_instance\n",
" app.start()\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelapp.py\", line 725, in start\n",
" self.io_loop.start()\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/tornado/platform/asyncio.py\", line 195, in start\n",
" self.asyncio_loop.run_forever()\n",
" File \"/usr/lib/python3.10/asyncio/base_events.py\", line 600, in run_forever\n",
" self._run_once()\n",
" File \"/usr/lib/python3.10/asyncio/base_events.py\", line 1896, in _run_once\n",
" handle._run()\n",
" File \"/usr/lib/python3.10/asyncio/events.py\", line 80, in _run\n",
" self._context.run(self._callback, *self._args)\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 513, in dispatch_queue\n",
" await self.process_one()\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 502, in process_one\n",
" await dispatch(*args)\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 409, in dispatch_shell\n",
" await result\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/kernelbase.py\", line 729, in execute_request\n",
" reply_content = await reply_content\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/ipkernel.py\", line 422, in do_execute\n",
" res = shell.run_cell(\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/ipykernel/zmqshell.py\", line 540, in run_cell\n",
" return super().run_cell(*args, **kwargs)\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3009, in run_cell\n",
" result = self._run_cell(\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3064, in _run_cell\n",
" result = runner(coro)\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/async_helpers.py\", line 129, in _pseudo_sync_runner\n",
" coro.send(None)\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3269, in run_cell_async\n",
" has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3448, in run_ast_nodes\n",
" if await self.run_code(code, result, async_=asy):\n",
" File \"/home/gedin/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py\", line 3508, in run_code\n",
" exec(code_obj, self.user_global_ns, self.user_ns)\n",
" File \"/tmp/ipykernel_6912/4110020094.py\", line 17, in \n",
" loss = criterion(torch.log(ypredicted), x_pred) #x is to_predict\n",
" (Triggered internally at ../torch/csrc/autograd/python_anomaly_mode.cpp:114.)\n",
" Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass\n"
]
},
{
"ename": "RuntimeError",
"evalue": "Function 'LogBackward0' returned nan values in its 0th output.",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[24], line 25\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m step \u001b[38;5;241m%\u001b[39m \u001b[38;5;241m10000\u001b[39m \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 24\u001b[0m torch\u001b[38;5;241m.\u001b[39msave(model\u001b[38;5;241m.\u001b[39mstate_dict(), model_state_name \u001b[38;5;241m+\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mstep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.bin\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m---> 25\u001b[0m \u001b[43mloss\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 26\u001b[0m optimizer\u001b[38;5;241m.\u001b[39mstep()\n\u001b[1;32m 27\u001b[0m torch\u001b[38;5;241m.\u001b[39msave(model\u001b[38;5;241m.\u001b[39mstate_dict(), model_state_name \u001b[38;5;241m+\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mi\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.bin\u001b[39m\u001b[38;5;124m'\u001b[39m) \n",
"File \u001b[0;32m~/.local/lib/python3.10/site-packages/torch/_tensor.py:487\u001b[0m, in \u001b[0;36mTensor.backward\u001b[0;34m(self, gradient, retain_graph, create_graph, inputs)\u001b[0m\n\u001b[1;32m 477\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_torch_function_unary(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 478\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m handle_torch_function(\n\u001b[1;32m 479\u001b[0m Tensor\u001b[38;5;241m.\u001b[39mbackward,\n\u001b[1;32m 480\u001b[0m (\u001b[38;5;28mself\u001b[39m,),\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 485\u001b[0m inputs\u001b[38;5;241m=\u001b[39minputs,\n\u001b[1;32m 486\u001b[0m )\n\u001b[0;32m--> 487\u001b[0m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mautograd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 488\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgradient\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\n\u001b[1;32m 489\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/.local/lib/python3.10/site-packages/torch/autograd/__init__.py:200\u001b[0m, in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)\u001b[0m\n\u001b[1;32m 195\u001b[0m retain_graph \u001b[38;5;241m=\u001b[39m create_graph\n\u001b[1;32m 197\u001b[0m \u001b[38;5;66;03m# The reason we repeat same the comment below is that\u001b[39;00m\n\u001b[1;32m 198\u001b[0m \u001b[38;5;66;03m# some Python versions print out the first line of a multi-line function\u001b[39;00m\n\u001b[1;32m 199\u001b[0m \u001b[38;5;66;03m# calls in the traceback and some print out the last line\u001b[39;00m\n\u001b[0;32m--> 200\u001b[0m \u001b[43mVariable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execution_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_backward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# Calls into the C++ engine to run the backward pass\u001b[39;49;00m\n\u001b[1;32m 201\u001b[0m \u001b[43m \u001b[49m\u001b[43mtensors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad_tensors_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 202\u001b[0m \u001b[43m \u001b[49m\u001b[43mallow_unreachable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccumulate_grad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
"\u001b[0;31mRuntimeError\u001b[0m: Function 'LogBackward0' returned nan values in its 0th output."
]
}
],
"source": [
"torch.autograd.set_detect_anomaly(True)\n",
"# model.load_state_dict(torch.load(model_state_name + f'-2.bin'))\n",
"# for i in range(30):\n",
"for i in range(params['epochs']):\n",
" print('epoch: =', i)\n",
" model.train()\n",
" step = 0\n",
" for x_presc_2, x_presc_1, x_pred, xfoll1, xfoll2, xfoll3 in data: # word, following, 2nd_following words\n",
" x_presc_2 = x_presc_2.to(device)\n",
" x_presc_1 = x_presc_1.to(device)\n",
" x_pred = x_pred.to(device)\n",
" xfoll1 = xfoll1.to(device)\n",
" xfoll2 = xfoll2.to(device)\n",
" xfoll3 = xfoll3.to(device)\n",
" optimizer.zero_grad()\n",
" ypredicted = model(torch.stack([x_presc_2, x_presc_1, xfoll1, xfoll2, xfoll3], dim = 0)) #following, 2nd_following word\n",
" loss = criterion(torch.log(ypredicted), x_pred) #x is to_predict\n",
" if(torch.log(ypredicted).isnan().any()):\n",
" print(\"NAN values in ypredicted\")\n",
" if step % 100 == 0:\n",
" print(step, loss)\n",
" step += 1\n",
" if step % 10000 == 0:\n",
" torch.save(model.state_dict(), model_state_name + f'-{step}.bin')\n",
" loss.backward()\n",
" optimizer.step()\n",
" torch.save(model.state_dict(), model_state_name + f'-{i}.bin') \n",
"torch.save(model.state_dict(), model_state_name + f'-final.bin')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "e75e46dc",
"metadata": {},
"outputs": [],
"source": [
"torch.save(model.state_dict(), model_state_name + f'-bs3200-lr0.001embed256.bin')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "018842b9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[False, True, False, ..., False, False, True],\n",
" [ True, False, False, ..., False, True, False],\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, True],\n",
" [False, False, False, ..., False, True, False]], device='cuda:0')\n"
]
}
],
"source": [
"print((torch.stack([x_presc_2, x_presc_1, xfoll1, xfoll2, xfoll3], dim = 0) == 0))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "d3f5db54",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[ -2.5025, -6.0652, -4.0346, ..., -16.9524, -26.7735, -27.9386],\n",
" [ -2.4854, -3.0847, -8.8726, ..., -18.5785, -19.6871, -25.8460],\n",
" [ -1.2366, -3.7922, -7.6996, ..., -24.7869, -25.6722, -27.8850],\n",
" ...,\n",
" [ -1.1097, -3.8814, -3.7208, ..., -17.6482, -17.6953, -26.8819],\n",
" [ -1.0363, -4.5648, -2.8412, ..., -14.2657, -21.2847, -22.4523],\n",
" [ -1.7532, -4.9568, -2.6734, ..., -21.4232, -28.2665, -28.4816]],\n",
" device='cuda:0', grad_fn=)\n"
]
}
],
"source": [
"print(torch.log(ypredicted))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5501a0c5",
"metadata": {},
"outputs": [],
"source": [
"a = nn.Embedding(100, 3)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "35ddb085",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.load_state_dict(torch.load(model_state_name + f'-2.bin'))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "b9cf95b8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OrderedDict([('embeddings.weight',\n",
" tensor([[ 0.3889, -0.1857, -0.2153, ..., -0.7755, 0.1490, 0.0721],\n",
" [-0.4154, 0.9295, 0.2505, ..., 0.1146, -0.0905, -0.1508],\n",
" [ 0.1400, -0.0193, 0.4387, ..., 0.2155, 0.1525, 0.0426],\n",
" ...,\n",
" [-1.4852, -1.5178, 0.1190, ..., 0.6389, 1.7776, 0.5175],\n",
" [-0.9921, 0.8200, 0.8319, ..., -1.1706, 0.3248, -0.6838],\n",
" [-0.0643, 1.3250, 0.4975, ..., 0.4697, -1.1095, 0.3388]],\n",
" device='cuda:0')),\n",
" ('linear.weight',\n",
" tensor([[-0.0706, -0.0996, -0.0251, ..., -0.1125, -0.0438, -0.0334],\n",
" [ 0.0339, 0.1630, 0.1329, ..., -0.0550, -0.1837, -0.0659],\n",
" [ 0.1722, -0.1080, -0.2127, ..., -0.0168, 0.1584, 0.0217],\n",
" ...,\n",
" [-0.0215, -0.1044, -0.2464, ..., -0.0469, -0.8416, -0.1299],\n",
" [-0.1177, -0.1519, -0.1178, ..., -0.6114, -0.1863, -0.1567],\n",
" [-0.3140, -0.0510, -0.0225, ..., -0.0877, -0.3038, -0.0378]],\n",
" device='cuda:0')),\n",
" ('linear.bias',\n",
" tensor([ 0.7688, 0.4343, 0.2586, ..., -0.0170, 0.0451, 0.0456],\n",
" device='cuda:0')),\n",
" ('linear_matrix_2.weight',\n",
" tensor([[-1.3649e-02, -1.0480e-02, -6.4716e-02, ..., 9.1919e-02,\n",
" 1.3112e-01, 4.1009e-02],\n",
" [-2.1252e-02, -2.3582e-02, -1.6753e-02, ..., -1.7523e-01,\n",
" -1.1087e-01, -8.5319e-02],\n",
" [-2.8931e-02, 2.7911e-02, -1.5779e-02, ..., -2.2802e-01,\n",
" -8.2455e-02, 3.9613e-02],\n",
" ...,\n",
" [ 3.1489e-02, 2.0113e-02, -2.2711e-02, ..., -1.4179e-02,\n",
" 2.9588e-02, -1.8710e-01],\n",
" [-9.4409e-02, 1.3539e-02, -1.7511e-02, ..., 6.0533e-05,\n",
" -1.8715e-02, 1.1487e-02],\n",
" [-4.3137e-02, 8.6234e-02, 1.6096e-02, ..., 1.6209e-01,\n",
" 1.8436e-01, -3.1145e-02]], device='cuda:0')),\n",
" ('linear_matrix_2.bias',\n",
" tensor([-0.8423, -0.8663, -0.8043, -0.6876, -0.5369, -0.6664, -0.6570, -0.4595,\n",
" -0.0199, -0.8017, -0.0107, -0.9458, -0.5620, -0.9510, -0.7802, -0.6544,\n",
" -0.5277, -0.7735, -0.8465, -0.9235, -0.9184, -0.7468, -0.9231, -0.8676,\n",
" -0.5907, -0.9886, -1.0655, -0.5280, -1.0426, -0.9642, -0.9118, -0.8813,\n",
" -0.4860, -0.3837, -1.0513, -0.3716, -0.5763, -0.3888, -0.6943, -1.0033,\n",
" -0.9636, -1.0696, -0.8991, -0.6828, -0.6259, -0.5009, -0.8853, -0.3078,\n",
" -0.7881, -0.2852, -0.9337, -0.5781, -0.7069, -0.9415, -0.8170, -0.6036,\n",
" -0.1215, -0.2840, -0.6780, -0.8078, -0.4088, -0.7723, -0.7282, -1.1885,\n",
" -0.8739, -0.5921, -0.7648, -0.5112, -0.4600, -0.7114, -0.7317, -0.7834,\n",
" -0.9142, -0.2765, -0.9787, -0.6096, -0.7914, -0.6025, -0.5408, -0.6968,\n",
" -0.5879, -0.3130, -0.5038, -0.6775, -0.9693, -0.9818, -0.9254, -0.8783,\n",
" -0.7945, -0.7270, -0.5096, -0.5378, -0.8054, -0.5400, -0.9829, -0.8773,\n",
" -0.4900, -0.6576, -0.7297, -0.8573, -0.3733, -1.1408, -1.1041, -0.5760,\n",
" -1.0021, -0.7326, -0.5841, -0.6269, -0.5821, -0.3161, -0.7940, -1.0728,\n",
" -0.9811, -0.5147, -0.9309, -0.9163, -0.6152, -0.7807, -0.5629, -0.3626,\n",
" -0.9046, -0.4472, -0.7645, -0.5649, -0.5743, -0.3985, -0.4372, -0.9396,\n",
" -0.9719, -0.6905, -0.4153, -0.9414, -0.8535, -0.6095, -0.5165, -0.4093,\n",
" -0.7607, -0.6038, -0.5142, -0.8519, -0.6705, -0.6699, 0.2704, -0.5514,\n",
" -1.1002, -0.2016, -0.5305, -0.9555, -0.6769, -0.5464, -1.0587, -0.7665,\n",
" -0.6969, -0.7787, -0.8999, -0.7881, -0.9943, -0.9458, -1.0124, -0.8731,\n",
" -0.7410, -0.7389, -0.5876, -0.7212, -0.6918, -0.5806, -0.7501, -0.5247,\n",
" -0.9498, -0.5889, -1.0385, -0.7408, -0.8694, -0.9962, -0.9054, -0.5887,\n",
" -0.6262, -0.7162, -0.3620, -0.8518, -0.5931, -0.9209, -0.6538, -0.9663,\n",
" -1.2794, -0.8711, -0.8836, -0.4583, -0.6629, -0.6974, -0.9266, -0.9945,\n",
" -0.9316, -0.7420, -0.6736, -0.8137, -0.7910, -0.8563, -1.0173, -0.9136,\n",
" -0.8512, -0.9436, -0.6553, -0.8836, -0.7897, -0.5952, -0.6221, -0.6944,\n",
" -0.7241, -0.7051, -0.5208, -0.4334, -0.4664, -0.6205, -0.3838, -0.9854,\n",
" -1.0790, -1.0373, -0.8658, -0.8329, -0.3679, -0.9777, -0.6746, -0.9264,\n",
" -0.6871, -0.9480, -0.7545, -0.6200, -0.8313, -0.9056, -0.7374, -0.3876,\n",
" -0.8686, -0.5952, -0.5182, -0.8399, -0.9329, -0.7056, -0.8764, -0.6043,\n",
" -0.6438, -0.6471, -0.5334, -0.9428, -0.9640, -0.4124, -0.7738, -0.5621,\n",
" -0.4248, -0.4487, -0.8942, -0.8477, -0.9469, -0.6710, -0.7483, -0.8000,\n",
" -0.7590, -0.8216, -0.7815, -0.8531, -0.4883, -0.9440, -0.5174, -0.9836,\n",
" -0.9875, -1.0476, -0.5368, -0.7773, -0.2479, -0.8680, -1.1463, -0.9661,\n",
" -0.6521, -0.9040, -0.7732, -1.0289, -0.5953, -0.5180, -0.6136, -0.6781,\n",
" -0.8202, -0.5564, -0.4823, -0.6823, -0.9954, -0.5345, -0.7752, -1.0705,\n",
" -0.4582, -0.5551, -0.9348, -0.6204, -0.7580, -0.7716, -0.6164, -0.6708,\n",
" -0.8308, -0.9566, -1.1513, -0.8868, -0.7697, -1.0087, -0.9374, -0.9369,\n",
" -0.9261, -0.8545, -0.4111, -0.8476, -0.7309, -0.7810, -1.0285, -0.4671,\n",
" -0.7662, -0.7565, -1.2402, -0.7304, -0.7819, -0.7744, -0.7202, -0.7179,\n",
" -0.6579, -0.4496, -0.9814, -1.2247, -0.9239, -0.4055, -0.9879, -0.8804,\n",
" -0.8146, -0.4601, -0.7388, -1.0439, -0.9307, -0.6527, -1.0776, -0.8935,\n",
" -0.8997, -0.9372, -0.8047, -1.0544, -0.4351, -0.9640, -1.0536, -0.6561,\n",
" -0.7440, -0.8656, -0.8123, -0.5384, -0.6469, -0.7817, -0.4098, -0.7631,\n",
" -1.0477, -0.8861, -0.9213, -0.4029, -0.7549, -0.6187, -0.9017, -0.4225,\n",
" -0.5675, -0.8401, -0.9541, -1.0546, -0.6625, -1.0161, -0.5692, -0.6058,\n",
" -0.9058, -0.8042, -1.1457, -0.9087, -0.7492, -0.9501, -0.6226, -0.8133,\n",
" -1.0895, -1.1689, -0.8078, -0.8010, -0.6722, -0.4258, -1.1730, -0.8696,\n",
" -1.0830, -0.9485, -1.2913, -0.6836, -0.7752, -1.1577, -1.0620, -0.6367,\n",
" -0.4539, -0.8203, -0.6529, -0.9347, -1.0188, -0.6783, -0.4179, -0.9188,\n",
" -1.0621, -0.8900, -0.7729, -0.9004, -0.8710, -0.5618, -0.8792, -0.9458,\n",
" -0.5799, -0.3184, -1.0749, -0.7083, -0.9280, -0.5747, -0.2248, -0.7238,\n",
" -0.8145, -0.7391, -0.1711, -0.8216, -0.8903, -0.5800, -0.6864, -0.7826,\n",
" -0.7994, -1.0208, -0.7379, -0.6264, -0.5848, -0.7564, -0.8301, -0.8103,\n",
" -0.3712, -0.8551, -0.6148, -0.9461, -0.7088, -0.6828, -0.7969, -0.9082,\n",
" -0.9770, -0.7336, -0.6409, -0.9301, -0.6318, -0.9206, -0.5862, -0.6718,\n",
" -0.8585, -0.7450, -1.0136, -0.9313, -0.9227, -0.7881, -0.8565, -0.9209,\n",
" -0.8813, -0.6796, -0.5645, -0.9767, -0.6067, -0.9572, -0.9479, -0.8656,\n",
" -0.8556, -0.8416, -0.5791, -0.7088, -0.9805, -0.5786, -0.7406, -0.5497,\n",
" -0.0392, -0.9993, -0.1947, -0.8464, -0.9132, -0.7737, -0.9292, -1.0151,\n",
" -0.8395, -0.9273, -0.8610, -0.7447, -0.8401, -0.6822, -0.3864, -0.7859,\n",
" -0.9676, -0.5588, -1.0079, -1.0680, -0.7626, -0.5540, -1.1097, -0.6077,\n",
" -0.8549, -0.3963, -0.8872, -0.7130, -0.8690, -0.8790, -0.5889, -0.6681,\n",
" -0.9986, -0.8886, -0.8972, -0.9040, -0.4384, -0.8063, -0.7449, -0.9247,\n",
" -0.6445, -0.3068, -0.9004, -0.7018, -0.6212, -0.8162, -0.9234, -0.9786,\n",
" -0.8543, -0.5828, -0.7398, -0.7564, -0.6826, -0.3228, -0.4992, -0.7936,\n",
" -0.6411, -1.0800, -1.0211, -0.7801, -0.6549, -0.9196, -0.7990, -0.6351,\n",
" -1.0251, -0.7398, -0.8538, -0.9639, -0.8638, -0.6390, -0.9420, -0.9461,\n",
" -0.8039, -0.4826, -0.3190, -0.6465, -1.1101, -0.6297, -0.8571, -0.5292,\n",
" -0.9511, -0.2111, -0.5668, -0.7273, -0.8186, -0.6296, -0.7672, -0.7919,\n",
" -0.6872, -0.9063, -0.5476, -0.9111, -0.7223, -0.5886, -0.7304, -0.5467,\n",
" -0.4114, -0.8746, -0.7391, -0.9436, -0.1488, -0.9257, -0.2680, -0.8038,\n",
" -0.5426, -1.0165, -0.6907, -0.5365, -0.7849, -0.8238, -0.8699, -0.5000,\n",
" -0.5499, -0.9157, -0.6630, -0.7477, -0.0322, -0.9111, -0.7090, -0.9122,\n",
" -0.8678, -0.4643, -0.7203, -0.6632, -0.7422, -0.9415, -0.7307, -0.6135,\n",
" -0.8985, -0.8370, -0.8533, -0.6734, -0.6725, -0.8761, -0.7737, -1.0400,\n",
" -0.4589, -0.9188, -0.9713, -0.8348, -0.8265, -0.8732, -0.7435, -0.7293,\n",
" -0.4266, -0.9201, -0.6981, -0.9429, -0.6441, -0.8831, -0.1817, -0.8505,\n",
" -1.0013, -0.6825, -0.7805, -0.7209, -0.8482, -1.0585, -0.5353, -0.6583,\n",
" -0.9370, -0.9926, -0.4367, -0.6483, -0.7576, -0.7880, -0.8122, -0.6997,\n",
" -0.9787, -0.7853, -0.8353, -0.8815, -0.8472, -0.9586, -0.7951, -0.5527,\n",
" -0.4958, -0.8149, -0.6325, -0.3500, -1.0743, -0.5832, -0.6525, -0.8084,\n",
" -1.0478, -0.9625, -0.7855, -0.6587, -1.0544, -0.6066, -1.2683, -0.7729,\n",
" -0.4422, -0.6558, -0.6667, -0.8422, -0.9391, -0.6941, -0.7697, -0.7315,\n",
" -0.7399, -0.6909, -0.7375, -0.6934, -0.9244, -0.8702, -0.8423, -0.8507,\n",
" -0.7949, -0.5587, -0.9242, -1.0161, -0.9508, -0.5759, -0.1249, -0.7121,\n",
" -1.0075, -0.8502, -0.5207, -0.5697, -0.9134, -0.6099, -0.7855, -0.6985,\n",
" -0.9178, -0.8585, -0.6338, -0.9482, -0.6866, -0.9351, -1.1799, -0.6723,\n",
" -0.9671, -0.8426, -0.6158, -0.7553, -0.5985, -0.9615, -0.9267, -0.9024,\n",
" -0.8528, -0.3275, -0.9244, -0.5719, -0.7724, -0.8671, -0.9733, -0.6642,\n",
" -0.8419, -0.8406, -0.4764, -0.8469, -0.6379, -0.4421, -0.9985, -0.5908,\n",
" -0.7396, -0.9488, -0.3629, -0.8731, -0.9088, -0.4344, -0.6252, -0.5506,\n",
" -0.7297, -0.2949, -0.6935, -0.5809, -0.8063, -0.6860, -0.6024, -0.7023,\n",
" -0.2897, -0.9144, -0.8896, -0.9995, -0.7078, -0.8056, -0.7580, -0.3823,\n",
" -0.7717, -0.9235, -0.8786, -0.8261, -0.5349, -0.6360, -0.7665, -0.9226,\n",
" -0.8821, -0.9153, -0.5369, -0.3977, -0.7601, -0.9946, -0.8354, -0.3459],\n",
" device='cuda:0'))])"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.state_dict()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "de96b18d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(False, device='cuda:0')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.state_dict()['embeddings.weight'].isnan().any()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "ef8be5d2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"embeddings.weight\n",
"linear.weight\n",
"linear.bias\n",
"linear_matrix_2.weight\n",
"linear_matrix_2.bias\n"
]
}
],
"source": [
"for entry in model.state_dict():\n",
" print(entry)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "ecd7a38d",
"metadata": {},
"outputs": [],
"source": [
"for entry in model.state_dict():\n",
" if model.state_dict()[entry].isnan().any():\n",
" print(entry)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "d5fa71c1",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/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.\n",
" out = self.softmax(concated)\n"
]
},
{
"data": {
"text/plain": [
"[('to', 4, 0.46012264490127563),\n",
" ('from', 23, 0.20325958728790283),\n",
" ('in', 6, 0.10610334575176239),\n",
" ('at', 14, 0.08032896369695663),\n",
" ('into', 86, 0.015613404102623463),\n",
" ('In', 30, 0.014342560432851315),\n",
" ('on', 16, 0.008756757713854313),\n",
" ('the', 1, 0.006672270596027374),\n",
" ('', 0, 0.005862860474735498),\n",
" ('out', 63, 0.00491007836535573)]"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ixs = torch.tensor([[31], [191], [1], [114], [165]]).to(device)\n",
"\n",
"out = model(ixs)\n",
"top = torch.topk(out[0], 10)\n",
"top_indices = top.indices.tolist()\n",
"top_probs = top.values.tolist()\n",
"top_words = vocab.lookup_tokens(top_indices)\n",
"list(zip(top_words, top_indices, top_probs))"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "20882575",
"metadata": {},
"outputs": [],
"source": [
"def get_values_from_model(context: list, model, vocab, k=10):\n",
" words = [vocab.forward([word]) for word in context]\n",
" ixs = torch.tensor(words).to(device)\n",
" out = model(ixs)\n",
" top = torch.topk(out[0], k)\n",
" top_indices = top.indices.tolist()\n",
" top_probs = top.values.tolist()\n",
" top_words = vocab.lookup_tokens(top_indices)\n",
" return list(zip(top_words, top_probs))\n",
"\n",
"def summarize_probs_unk(dic, const_wildcard=True):\n",
" ''' \n",
" dic: dictionary of probabilities returned by model \n",
" returns: tab of probabilities, with specificly as last element\n",
" '''\n",
" if const_wildcard: \n",
" if '' in dic.keys():\n",
" del dic['']\n",
" probsum = sum(float(val) for key, val in dic.items())\n",
" for key in dic:\n",
" dic[key] = dic[key]/(probsum*(1+params['wildcard_minweight'])) ###leave some space for wildcard\n",
" tab = [(key, val) for key, val in dic.items()]\n",
" tab.append(('', 1-sum([val for val in dic.values()])))\n",
" elif '' not in dic.keys():\n",
" tab = [(key, val) for key, val in dic.items()]\n",
" tab.append(('', 1-sum([val for val in dic.values()])))\n",
" else:\n",
" wildcard_value = dic['']\n",
" del dic['']\n",
" probsum = sum([float(val) for key, val in dic.items()])\n",
" for key in dic:\n",
" dic[key] = dic[key]/(probsum+wildcard_value)\n",
" tab = [(key, val) for key, val in dic.items()]\n",
" tab.append(('', 1-sum([val for val in dic.values()])))\n",
" return tab\n",
"\n",
"def gonito_format(dic, const_wildcard = True):\n",
" tab = summarize_probs_unk(dic=dic, const_wildcard=const_wildcard)\n",
" result = ''\n",
" for element in tab[:-1]:\n",
" result+=str(element[0])+':'+str(element[1])+'\\t'\n",
" result += ':'+ str(tab[-1][1]) + '\\n'\n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "f3859712",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.load_state_dict(torch.load('model-hexa-bag-following-bs3200-lr0.001embed256.bin'))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "b149659d",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/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.\n",
" out = self.softmax(concated)\n"
]
}
],
"source": [
"with lzma.open(test_file, 'rt') as file:\n",
" predict_words = []\n",
" results = []\n",
" for line in file:\n",
" line = replace_endline(line) #get only relevant\n",
" line = line.split('\\t')[6:]\n",
" left_context = line[0].rstrip().split(\" \")[-2:] #two words from the left context\n",
" right_context = line[1].rstrip().split(\" \")[:3]\n",
" context = [*left_context, *right_context]\n",
" predict_words.append(context) #get_first_word(split[1cd \n",
" vocab = train_dataset.vocab\n",
" for context_words in predict_words:\n",
" predicted_distribution = get_values_from_model(context_words, model, vocab, k=10)\n",
" distribution_as_dict = dict(predicted_distribution)\n",
"# print(distribution_as_dict)\n",
" results.append(distribution_as_dict)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "44265537",
"metadata": {},
"outputs": [],
"source": [
"with open(out_file, 'w') as outfile:\n",
" for elem in results: \n",
" outfile.write(gonito_format(elem, const_wildcard=False))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "0b7d185f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['a', 'b', 'a', 'b', 'c']\n"
]
}
],
"source": [
"left_context = ['a','b']#two words from the left context\n",
"right_context =['a','b', 'c'] \n",
"context = [*left_context, *right_context]\n",
"print(context)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cb12cdfb",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}