from html import unescape
from bs4 import BeautifulSoup
from izihawa_nlptools.language_detect import detect_language
from izihawa_nlptools.utils import (
despace,
despace_full,
)
from nexus.models.proto.operation_pb2 import \
DocumentOperation as DocumentOperationPb
from nexus.models.proto.operation_pb2 import UpdateDocument as UpdateDocumentPb
from nexus.models.proto.scimag_pb2 import Scimag as ScimagPb
from nexus.models.proto.typed_document_pb2 import \
TypedDocument as TypedDocumentPb
from .base import BaseAction
from .common import canonize_doi
class DetectLanguageAction(BaseAction):
async def do(self, scimag_pb: ScimagPb) -> ScimagPb:
if scimag_pb.title or scimag_pb.abstract or scimag_pb.content:
detected_language = detect_language(f'{scimag_pb.title} {scimag_pb.abstract} {scimag_pb.content}')
if detected_language:
scimag_pb.meta_language = detected_language
if scimag_pb.content:
scimag_pb.language = detected_language
if not scimag_pb.language:
scimag_pb.language = scimag_pb.meta_language
return scimag_pb
class CleanAction(BaseAction):
async def do(self, scimag_pb: ScimagPb) -> ScimagPb:
if scimag_pb.abstract:
abstract_soup = BeautifulSoup(unescape(scimag_pb.abstract), 'lxml')
for line in abstract_soup.select(r'p, title, jats\:title, jats\:p'):
line.replace_with(f'\n{line.text.strip()}\n')
scimag_pb.abstract = despace(abstract_soup.text.strip())
if scimag_pb.title:
scimag_pb.title = despace_full(BeautifulSoup(unescape(scimag_pb.title), 'lxml').text.strip())
if scimag_pb.authors:
for i, author in enumerate(scimag_pb.authors):
scimag_pb.authors[i] = despace_full(BeautifulSoup(unescape(author), 'lxml').text.strip())
if scimag_pb.container_title:
scimag_pb.container_title = scimag_pb.container_title.replace(
''
'html_ent glyph="@amp;" ascii=""/'
'',
'&'
)
scimag_pb.container_title = scimag_pb.container_title.replace('', '&')
scimag_pb.container_title = scimag_pb.container_title.replace(
''
'html_ent glyph="@amp;" ascii="&"/'
'',
'&'
)
scimag_pb.container_title = scimag_pb.container_title.replace('', '')
scimag_pb.container_title = scimag_pb.container_title.replace('', '')
scimag_pb.container_title = BeautifulSoup(unescape(scimag_pb.container_title), 'lxml').text.strip()
if scimag_pb.doi:
scimag_pb.doi = canonize_doi(scimag_pb.doi)
if scimag_pb.references:
canonized_references = list(map(canonize_doi, scimag_pb.references))
del scimag_pb.references[:]
scimag_pb.references.extend(canonized_references)
return scimag_pb
class ToDocumentOperationBytesAction(BaseAction):
def __init__(self, full_text_index: bool, should_fill_from_external_source: bool):
super().__init__()
self.full_text_index = full_text_index
self.should_fill_from_external_source = should_fill_from_external_source
async def do(self, item: ScimagPb) -> bytes:
document_operation_pb = DocumentOperationPb(
update_document=UpdateDocumentPb(
full_text_index=self.full_text_index,
should_fill_from_external_source=self.should_fill_from_external_source,
typed_document=TypedDocumentPb(scimag=item),
),
)
return document_operation_pb.SerializeToString()