Spaces:
Runtime error
Runtime error
File size: 5,723 Bytes
f0b9b57 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 |
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
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.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 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)
|