DataPreparation.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "5cd26f6f",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"from datasets import load_dataset\n",
"\n",
"from IPython.display import display\n",
"\n",
"import sys\n",
"sys.path.append('../')\n",
"from neural_parser import hybrid_tree_utils"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "fecef4af",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Found cached dataset pdb_c_beta (/home/kkrasnowska/.cache/huggingface/datasets/pdb_c_beta/pdb_c_beta/0.2.0/d9c6dc764ae2a3483fa112c6159db4a0342dba8083bdb3b5981c45435b0692e1)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d6fc0deda216433982f304d7451158b2",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pdbc_dataset = load_dataset('../pdb_c_beta/')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "23da801f",
"metadata": {},
"outputs": [],
"source": [
"BRACKETS_DIR = 'brackets'\n",
"! rm -r {BRACKETS_DIR}\n",
"! mkdir {BRACKETS_DIR}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c105feff",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train\n",
" brackets/pdbc-cont-train.dat\n",
" 15903\n",
"validation\n",
" brackets/pdbc-cont-validation.dat\n",
" 1980\n",
"test\n",
" brackets/pdbc-cont-test.dat\n",
" 1990\n"
]
}
],
"source": [
"features = pdbc_dataset['train'].features\n",
"\n",
"for part, dataset in pdbc_dataset.items():\n",
" print(part)\n",
" b_cont = []\n",
" for sentence in dataset:\n",
" tree = hybrid_tree_utils.tree_from_dataset_instance(sentence, features)\n",
" if tree.is_continuous():\n",
" b_cont.append(f'(TOP {tree.to_brackets(morph_tags=True)})')\n",
" filepath = os.path.join(BRACKETS_DIR, f'pdbc-cont-{part}.dat')\n",
" with open(filepath, 'w') as f:\n",
" print(' ', filepath)\n",
" print(' ', len(b_cont))\n",
" for row in b_cont:\n",
" print(row, file=f)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c849233c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1990 121784 1024525 brackets/pdbc-cont-test.dat\n",
" 15903 1022627 8620535 brackets/pdbc-cont-train.dat\n",
" 1980 126288 1065593 brackets/pdbc-cont-validation.dat\n",
" 19873 1270699 10710653 total\n"
]
}
],
"source": [
"! wc {BRACKETS_DIR}/*.dat"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "679b9f10",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(TOP (ROOT (*S (S (NP (AdjP (*Adj (adj:sg:nom:f:pos Skośnooka))) (*NP (*N (subst:sg:nom:f dziewczynka)))) (*VP (*V (fin:sg:ter:imperf trzyma))) (PrepNP (*Prep (prep:loc:nwok w)) (NP (*N (subst:pl:loc:f rękach)))) (NP (AdjP (*Adj (adj:pl:nom:f:pos drewniane))) (*NP (*N (subst:pl:nom:f pałeczki))))) (Punct (interp ,)) (*Conj (conj a)) (S (PrepNP (*Prep (prep:inst:nwok przed)) (NP (*N (ppron3:sg:inst:f:ter:akc:praep nią)))) (*VP (*V (fin:pl:ter:imperf znajdują))) (Part (part się)) (NP (*NP (*N (subst:pl:nom:n:ncol naczynia))) (AdjP (*Adj (adj:pl:nom:n:pos kuchenne)))))) (Punct (interp .))))\r\n",
"(TOP (ROOT (*S (NP (*NP (*N (subst:sg:nom:n:col Dziecko))) (PrepNP (*Prep (prep:loc:nwok w)) (NP (AdjP (*Adj (adj:sg:loc:f:pos różowej))) (*NP (*N (subst:sg:loc:f opasce)))))) (*VP (*V (fin:sg:ter:imperf unosi))) (PrepNP (*Prep (prep:loc:nwok w)) (NP (*N (subst:pl:loc:f rękach)))) (NP (AdjP (*Adj (adj:pl:acc:m3:pos drewniane))) (*NP (*N (subst:pl:acc:m3 patyczki)))) (PrepNP (*Prep (prep:inst:nwok nad)) (NP (AdjP (*AdjP (*Adj (ppas:pl:inst:n:perf:aff postawionymi))) (NP (PrepNP (*Prep (prep:gen do)) (NP (*N (subst:sg:gen:f góry)))) (*NP (*N (subst:sg:inst:n:ncol dnem))))) (*NP (NP (*N (subst:sg:inst:f miską))) (*Conj (conj i)) (NP (*N (subst:sg:inst:m3 garnkiem))))))) (Punct (interp .))))\r\n",
"(TOP (ROOT (*S (NP (*NP (*N (subst:pl:nom:m1 Zawodnicy))) (PrepNP (*Prep (prep:loc:nwok w)) (NP (*NP (*N (subst:sg:loc:n:ncol pobliżu))) (NP (*N (subst:sg:gen:f piłki)))))) (*VP (*V (fin:pl:ter:imperf przepychają))) (Part (part się)) (PrepNP (*Prep (prep:inst między)) (NP (*N (siebie:inst sobą)))) (PrepNP (*Prep (prep:loc na)) (NP (*N (subst:sg:loc:n:ncol boisku))))) (Punct (interp .))))\r\n",
"(TOP (ROOT (*S (S (NP (*NP (*N (subst:sg:nom:f Dziewczynka))) (PrepNP (*Prep (prep:loc:nwok w)) (NP (*N (subst:sg:loc:f sukience))))) (*VP (*V (fin:sg:ter:imperf puszcza))) (NP (*NP (*N (subst:pl:acc:f bańki))) (AdjP (*Adj (adj:pl:acc:f:pos mydlane)))) (PrepNP (*Prep (prep:loc na)) (NP (*N (subst:sg:loc:f trawie))))) (Punct (interp ,)) (*Conj (conj a)) (S (PrepNP (*Prep (prep:inst za)) (NP (*N (ppron3:sg:inst:f:ter:akc:praep nią)))) (*VP (*V (fin:sg:ter:imperf stoi))) (NP (AdjP (*Adj (adj:sg:nom:f:pos druga))) (*NP (*N (subst:sg:nom:f dziewczynka)))))) (Punct (interp .))))\r\n",
"(TOP (ROOT (*S (NP (*NP (*N (subst:pl:nom:f Dziewczynki))) (PrepNP (*Prep (prep:loc:nwok w)) (NP (AdjP (*Adj (adj:pl:loc:f:pos kolorowych))) (*NP (*N (subst:pl:loc:f sukienkach)))))) (*VP (*V (fin:pl:ter:imperf stoją))) (PrepNP (*Prep (prep:loc na)) (NP (*N (subst:sg:loc:f trawie)))) (VP (Punct (interp ,)) (*VP (*V (pcon:imperf puszczając))) (NP (*NP (*N (subst:pl:acc:f bańki))) (AdjP (*Adj (adj:pl:acc:f:pos mydlane)))))) (Punct (interp .))))\r\n",
"(TOP (ROOT (*S (NP (*NP (*N (subst:sg:nom:f Grupa))) (NP (*N (subst:pl:gen:n:col dzieci)))) (*VP (*V (fin:sg:ter:imperf moczy))) (Part (part się)) (PrepNP (*Prep (prep:loc:nwok w)) (NP (*NP (*N (subst:sg:loc:f wodzie))) (PrepNP (*Prep (prep:gen:nwok z)) (NP (*N (subst:sg:gen:f fontanny))))))) (Punct (interp .))))\r\n",
"(TOP (ROOT (*S (NP (*NumP (*Num (num:pl:nom:m1:rec:ncol Kilku))) (NP (*N (subst:pl:gen:m1 chłopców)))) (*VP (*V (fin:sg:ter:imperf kąpie))) (Part (part się)) (PrepNP (*Prep (prep:loc:nwok w)) (NP (*NP (*N (subst:sg:loc:f fontannie))) (PrepNP (*Prep (prep:gen obok)) (NP (*NP (*N (subst:pl:gen:m3 stolików))) (CP (Punct (interp ,)) (*S (PrepAdjP (*Prep (prep:loc przy)) (AdjP (*Adj (adj:pl:loc:m3:pos których)))) (*VP (*V (fin:pl:ter:imperf siedzą))) (NP (*N (subst:pl:nom:m1 ludzie)))))))))) (Punct (interp .))))\r\n",
"(TOP (ROOT (*S (NP (*NP (*N (subst:sg:nom:f Dwójka))) (NP (AdjP (*Adj (adj:pl:gen:n:pos nagich))) (*NP (*N (subst:pl:gen:n:col dzieci))) (AdjP (*AdjP (*Adj (ppas:pl:gen:n:perf:aff ubrudzonych))) (NP (*N (subst:pl:inst:f farbkami)))))) (*VP (*V (fin:sg:ter:imperf siedzi))) (PrepNP (*Prep (prep:loc na)) (NP (*N (subst:sg:loc:f podłodze)))) (PrepNP (*Prep (prep:gen obok)) (NP (AdjP (*Adj (adj:pl:gen:f:pos porozrzucanych))) (*NP (*N (subst:pl:gen:f kartek)))))) (Punct (interp .))))\r\n",
"(TOP (ROOT (*S (S (NP (*NumP (*Num (num:pl:nom:n:rec:col Dwoje))) (NP (AdjP (AdjP (*Adj (adj:pl:gen:n:pos nagich))) (*Conj (interp ,)) (AdjP (*Adj (adj:pl:gen:n:pos małych)))) (*NP (*N (subst:pl:gen:n:col dzieci))))) (*VP (*V (fin:sg:ter:imperf siedzi))) (PrepNP (*Prep (prep:gen naprzeciwko)) (NP (*N (siebie:gen siebie))))) (*Conj (conj i)) (S (NP (AdjP (*Adj (adj:sg:nom:n:com większe))) (*NP (*N (subst:sg:nom:n:col dziecko)))) (*VP (*V (fin:sg:ter:imperf smaruje))) (NP (*N (subst:sg:inst:f farbą))) (NP (AdjP (*Adj (adj:sg:acc:n:com mniejsze))) (*NP (*N (subst:sg:acc:n:col dziecko)))))) (Punct (interp .))))\r\n",
"(TOP (ROOT (*S (NP (*NP (*N (subst:sg:nom:f Dziewczynka))) (PrepNP (*Prep (prep:loc o)) (NP (AdjP (*Adj (adj:pl:loc:n:pos ciemnych))) (*NP (*N (subst:pl:loc:n:col oczach)))))) (*VP (*V (fin:sg:ter:imperf patrzy))) (PrepNP (*Prep (prep:acc na)) (NP (AdjP (*Adj (adj:sg:acc:m3:pos czarny))) (*NP (*N (subst:sg:acc:m3 przedmiot))) (CP (Punct (interp ,)) (*S (AdjP (*Adj (adj:sg:acc:m3:pos który))) (*VP (*V (fin:sg:ter:imperf trzyma))) (PrepNP (*Prep (prep:loc:nwok w)) (NP (*N (subst:sg:loc:f ręce))))))))) (Punct (interp .))))\r\n"
]
}
],
"source": [
"! head {BRACKETS_DIR}/pdbc-cont-train.dat"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "TF_zajecia",
"language": "python",
"name": "tf_zajecia"
},
"language_info": {
"codemirror_mode": {
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"mimetype": "text/x-python",
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