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import logging
import grpc
from concurrent import futures
import protos.resume_pb2
import protos.resume_pb2_grpc
from huggingface_hub import login
import os
from predictor import Predictor, PositionPredictor
from transformers import pipeline
from datetime import date
HF_TOKEN = os.environ["HF_Token"]
PORT = os.environ.get("PORT", "50051")
login(HF_TOKEN)
class Resume(protos.resume_pb2_grpc.ResumeServicer):
def __init__(self):
self.done = False
self.logger = logging.getLogger(__name__)
self.position_predictor = PositionPredictor(
pipeline=pipeline(
"sentences_sim",
model="minskiter/simbert-chinese-bert-wwm-ext",
device="cpu",
trust_remote_code=True,
use_auth_token=True
)
)
self.predictor = Predictor(
pipelines={
"name": pipeline("nerpipe", model="minskiter/resume-token-classification-name-0708",trust_remote_code=True,use_auth_token=True),
"common": pipeline("nerpipe",model="minskiter/resume-token-classification",trust_remote_code=True,use_auth_token=True)
},
paths=[
"data/W020230619818476939351.xls",
"data/W020230619818476975218.xls"
],
today=date(2023,4,1)
)
self.done = True
def Health(self, request, context):
self.logger.info("Health check")
if request.ping=="PING":
if self.done:
return protos.resume_pb2.PongResponse(done="OK")
else:
return protos.resume_pb2.PongResponse(done="Pending")
return protos.resume_pb2.PongResponse(done="PING request is not valid")
def MatchPosition(self, request, context):
positions = []
for position in request.positions:
required = list(text for text in position.required)
name = position.name
positions.append({
"name": name,
"required": required
})
resume = request.resume
scores = self.position_predictor(positions,resume)
res = protos.resume_pb2.PositionMatchResponse()
for score in scores:
res.matches.append(protos.resume_pb2.PositionMatch(
position=score["position"],
score=score["score"]
))
return res
def GetInfo(self, request, context):
entities = self.predictor(request.text)
logging.info(entities)
res = protos.resume_pb2.ResumeEntitiesResponse()
for name in entities['name']:
res.names.append(protos.resume_pb2.Entity(
entity=name['entity'],
start=name['start'],
end=name['end'],
text=name.get('text',None),
origin=name["origin"]
))
for age in entities['age']:
res.ages.append(protos.resume_pb2.Entity(
entity=age['entity'],
start=age['start'],
end=age['end'],
text=age.get('text',None),
origin=age["origin"]
))
for gender in entities['gender']:
res.genders.append(protos.resume_pb2.Entity(
entity=gender['entity'],
start=gender['start'],
end=gender['end'],
text=gender.get('text',None),
origin=gender["origin"]
))
for email in entities['email']:
res.emails.append(protos.resume_pb2.Entity(
entity=email['entity'],
start=email['start'],
end=email['end'],
text=email.get('text',None),
origin=email["origin"]
))
for phone in entities['phone']:
res.phones.append(protos.resume_pb2.Entity(
entity=phone['entity'],
start=phone['start'],
end=phone['end'],
text=phone.get('text',None),
origin=phone["origin"]
))
for edu in entities['edus']:
res.edus.append(protos.resume_pb2.Entity(
entity=edu['entity'],
start=edu['start'],
end=edu['end'],
text=edu.get('text',None),
origin=edu["origin"]
))
for school in entities['schools']:
res.schools.append(protos.resume_pb2.Entity(
entity=school['entity'],
start=school['start'],
end=school['end'],
text=school.get('text',None),
origin=school["origin"],
level=school.get('level',None)
))
for company,start,end in entities['jobs']:
jobEntity = protos.resume_pb2.JobEntity(
start=protos.resume_pb2.Entity(
entity=start['entity'],
start=start['start'],
end=start['end'],
text=start.get('text',None),
origin=start["origin"]
),
end=protos.resume_pb2.Entity(
entity=end['entity'],
start=end['start'],
end=end['end'],
text=end.get('text',None),
origin=end["origin"]
),
company=protos.resume_pb2.Entity(
entity=company['entity'],
start=company['start'],
end=company['end'],
text=company.get('text',None),
origin=company["origin"]
)
)
res.jobs.append(jobEntity)
for title in entities['titles']:
res.titles.append(protos.resume_pb2.Entity(
entity=title['entity'],
start=title['start'],
end=title['end'],
text=title.get('text',None),
origin=title["origin"]
))
res.work_years = entities['work_time']
return res
def serve(port = "50051"):
logger = logging.getLogger(__name__)
server = grpc.server(futures.ThreadPoolExecutor(max_workers=10))
protos.resume_pb2_grpc.add_ResumeServicer_to_server(Resume(), server)
server.add_insecure_port('[::]:' + port)
logger.info("Starting server on port %s", port)
server.start()
logger.info("Running..")
server.wait_for_termination()
if __name__ == '__main__':
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')
serve(PORT)
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