STARK/dependency-parsetree.py
2019-08-27 18:35:20 +02:00

146 lines
4.9 KiB
Python

import configparser
import hashlib
import os
import pickle
import re
import pyconll
from Tree import Tree
def decode_query(orig_query):
new_query = False
# if command in bracelets remove them and treat command as new query
if orig_query[0] == '(' and orig_query[-1] == ')':
new_query = True
orig_query = orig_query[1:-1]
# if orig_query is '_' return {}
if orig_query == '_':
return {}
elif not new_query:
raise Exception('Not supported yet!')
# split over spaces if not inside braces
PATTERN = re.compile(r'''((?:[^ ()]|\([^(]*\))+)''')
all_orders = PATTERN.split(orig_query)[1::2]
# all_orders = orig_query.split()
node_actions = all_orders[::2]
priority_actions = all_orders[1::2]
priority_actions_beginnings = [a[0] for a in priority_actions]
# find root index
try:
root_index = priority_actions_beginnings.index('>')
except ValueError:
root_index = len(priority_actions)
l_children = []
r_children = []
root = None
for i, node_action in enumerate(node_actions):
if i < root_index:
l_children.append(decode_query(node_action))
elif i > root_index:
r_children.append(decode_query(node_action))
else:
root = decode_query(node_action)
root["l_children"] = l_children
root["r_children"] = r_children
return root
def create_trees(config):
internal_saves = config.get('settings', 'internal_saves')
input_path = config.get('settings', 'input')
hash_object = hashlib.sha1(input_path.encode('utf-8'))
hex_dig = hash_object.hexdigest()
trees_read_outputfile = os.path.join(internal_saves, hex_dig)
if not os.path.exists(trees_read_outputfile):
train = pyconll.load_from_file(input_path)
form_dict, lemma_dict, upos_dict, xpos_dict, deprel_dict = {}, {}, {}, {}, {}
all_trees = []
for sentence in train:
root = None
root_id = None
token_nodes = []
for token in sentence:
node = Tree(token.form, token.lemma, token.upos, token.xpos, token.deprel, form_dict,
lemma_dict, upos_dict, xpos_dict, deprel_dict, token.head)
token_nodes.append(node)
if token.deprel == 'root':
root = node
root_id = int(token.id)
for token_id, token in enumerate(token_nodes):
if token.parent == 0:
token.set_parent(None)
else:
parent_id = int(token.parent) - 1
if token_id < parent_id:
token_nodes[parent_id].add_l_child(token)
elif token_id > parent_id:
token_nodes[parent_id].add_r_child(token)
else:
raise Exception('Root element should not be here!')
token.set_parent(token_nodes[parent_id])
if root == None:
raise Exception('No root element in sentence!')
all_trees.append(root)
with open(trees_read_outputfile, 'wb') as output:
pickle.dump((all_trees, form_dict, lemma_dict, upos_dict, xpos_dict, deprel_dict), output)
else:
print('Reading trees:')
print('Completed')
with open(trees_read_outputfile, 'rb') as pkl_file:
(all_trees, form_dict, lemma_dict, upos_dict, xpos_dict, deprel_dict) = pickle.load(pkl_file)
return all_trees, form_dict, lemma_dict, upos_dict, xpos_dict, deprel_dict
def main():
config = configparser.ConfigParser()
config.read('config.ini')
(all_trees, form_dict, lemma_dict, upos_dict, xpos_dict, deprel_dict) = create_trees(config)
query_tree = decode_query('(' + config.get('settings', 'query') + ')')
for tree in all_trees:
# original
# _, subtrees = tree.get_subtrees([query_tree], [])
# test 1 layer queries
# tree.r_children = []
# tree.l_children[1].l_children = []
# _, subtrees = tree.get_subtrees([{"l_children": [{'a1':''}, {'a2':''}], "r_children": []}, {"l_children": [{'b1':''}], "r_children": []}, {"l_children": [{'c1':''}, {'c2':''}, {'c3':''}], "r_children": []}], [])
# test 2 layer queries
tree.r_children = []
tree.l_children[1].l_children = []
new_tree = Tree('bil', '', '', '', '', form_dict, lemma_dict, upos_dict, xpos_dict, deprel_dict, None)
new_tree.l_children = [tree]
_, subtrees = new_tree.get_subtrees(
[{"l_children":[{"l_children": [{'a1': ''}, {'a2': ''}, {'a3': ''}, {'a4': ''}], "r_children": []}], "r_children": []}], [])
return
# {"form": "", "lemma": "", "upos": "", "xpos": "", "l_children": [{}, {}], "r_children": [{}, {}]}
# {"form": "", "lemma": "", "upos": "", "xpos": "", "l_children": [{}, {}], "r_children": [{}, {}]}
if __name__ == "__main__":
main()