def segment_setences(words, lang="en"): content = " ".join(map(lambda word: word["text"], words)) sentences = [] left = 0 splits = NNSplit.load(lang).split([content]) for tokens2d in tqdm(splits): for tokens in tokens2d: text = "".join(map(lambda token: str(token), tokens)).strip() right = min(len(words), left + len(tokens)) - 1 while right > 0 and not text.endswith(words[right]["text"]): right -= 1 sentences.append({ "start": words[left]["start"], "end": words[right]["end"], "text": text }) left = right + 1 return sentences
def __init__(self, keyword, channel, contents_id): self.engine = create_engine( ("mysql+pymysql://{}:{}@{}:{}/{}?charset=utf8mb4").format( 'root', 'robot369', '1.221.75.76', 3306, 'datacast2')) self.keyword = keyword self.channel = channel self.splitter = NNSplit.load("en") self.contents_id = contents_id
from nnsplit import NNSplit from sentence_transformers import SentenceTransformer import numpy as np import h5py from tqdm.auto import tqdm import zlib import pymongo from mongo_proxy import MongoProxy import json from bson import ObjectId import time from threading import Thread, Lock import gc from guppy import hpy splitter = NNSplit.load("en", use_cuda=True) lock = Lock() class JSONEncoder(json.JSONEncoder): def default(self, o): if isinstance(o, ObjectId): return str(o) return json.JSONEncoder.default(self, o) db_pwd = "LTEG2pfoDiKfH29M" client = MongoProxy( MongoClient( f"mongodb+srv://cdminix:{db_pwd}@cluster0.pdjrf.mongodb.net/Reviews_Data?retryWrites=true&w=majority"
return DEFAULT_LANGUAGE_MODEL.split(s) c = 'wethepeopleoftheunitedstatesinordertoformamoreperfectunionestablishjusticeinsuredomestictranquilityprovideforthecommondefencepromotethegeneralwelfareandsecuretheblessingsoflibertytoourselvesandourposteritydoordainandestablishthisconstitutionfortheunitedstatesofamerica' d = 'WeholdthesetruthstobeselfevidentthatallmenarecreatedequalthattheyareendowedbytheirCreatorwithcertainunalienableRightsthatamongtheseareLifeLibertyandthepursuitofHappinessThattosecuretheserightsGovernmentsareinstitutedamongMenderivingtheirjustpowersfromtheconsentofthegovernedThatwheneveranyFormofGovernmentbecomesdestructiveoftheseendsitistheRightofthePeopletoalterortoabolishitandtoinstitutenewGovernmentlayingitsfoundationonsuchprinciplesandorganizingitspowersinsuchformastothemshallseemmostlikelytoeffecttheirSafetyandHappinessPrudenceindeedwilldictatethatGovernmentslongestablishedshouldnotbechangedforlightandtransientcausesandaccordinglyallexperiencehathshewnthatmankindaremoredisposedtosufferwhileevilsaresufferablethantorightthemselvesbyabolishingtheformstowhichtheyareaccustomedButwhenalongtrainofabusesandusurpationspursuinginvariablythesameObjectevincesadesigntoreducethemunderabsoluteDespotismitistheirrightitistheirdutytothrowoffsuchGovernmentandtoprovidenewGuardsfortheirfuturesecuritSuchhasbeenthepatientsufferanceoftheseColoniesandsuchisnowthenecessitywhichconstrainsthemtoaltertheirformerSystemsofGovernmentThehistoryofthepresentKingofGreatBritainisahistoryofrepeatedinjuriesandusurpationsallhavingindirectobjecttheestablishmentofanabsoluteTyrannyovertheseStatesToprovethisletFactsbesubmittedtoacandidworld' r = 'HowdymynameisBrittanyPitcherandiamanelectricalengineeringmajorfromspringtxbutmostimportantlyiamtheloudestandproudestmemberofthefightingtexasaggieclassoftwentytwentyoneawhoop' z = 'hellomynameisbrittanypitcherandmyfavoritecolorismarooniaminseniordesignrightnowthisiswhyiamworkingonthisprojectitismeanttohelpthosewhoarehardofhearingordeaftoovercomelanguagebarrierswiththeirpeersiamexcitedforittobefinishedandtodeterminghowwellitworks' #create string of r, c, d c = " ".join(split(c)) d = " ".join(split(d)) r = " ".join(split(r)) z = " ".join(split(z)) #try to split sentences from nnsplit import NNSplit splitter = NNSplit.load("en") splits = splitter.split([res])[0] i = len(splits) - 1 #split can be iterated over for sentence in splits: print(sentence, end='') if (i > 0): print("\b.") i = i - 1 else: print('.')