def deploy_service(ws, model, inference_config, service_name, compute_target):
tags = {'model': '{}:{}'.format(model.name, model.version)}
try:
service = Webservice(ws, service_name)
print("Service {} exists, update it".format(service_name))
service.update(models=[model],
inference_config=inference_config,
tags=tags)
except Exception:
print('deploy a new service {}'.format(service_name))
deployment_config = AksWebservice.deploy_configuration(
cpu_cores=1,
memory_gb=2,
tags=tags,
collect_model_data=True,
enable_app_insights=True)
service = Model.deploy(ws, service_name, [model], inference_config,
deployment_config, compute_target)
service.wait_for_deployment(show_output=True)
if service.auth_enabled:
token = service.get_keys()[0]
elif service.token_auth_enabled:
token = service.get_token()[0]
return service.scoring_uri, token
from azureml.core.webservice import Webservice
from azureml.core import Workspace
# get scoring url
workspace = Workspace.from_config()
service_name = 'arxiv-nmt-service'
service = Webservice(workspace, name=service_name)
scoring_url = service.scoring_uri
# set headers
headers = {'Content-Type': 'application/json'}
if service.auth_enabled:
headers['Authorization'] = 'Bearer '+ service.get_keys()[0]
elif service.token_auth_enabled:
headers['Authorization'] = 'Bearer '+ service.get_token()[0]
print(headers)
# generate dummy example
test_abstract = 'The groups $\gamma_{n,s}$ are defined in terms of homotopy ' \
'equivalences of certain graphs, and are natural generalisations ' \
'of $Out(Fn)$ and $Aut(Fn)$. They have appeared frequently in ' \
'the study of free group automorphisms, for example in proofs of ' \
'homological stability in [8,9] and in the proof that $Out(Fn)$ ' \
'is a virtual duality group in [1]. More recently, in [5], their ' \
'cohomology $H_i(\Gamma_{n,s})$, over a field of characteristic zero, ' \
'was computed in ranks $n=1,2$ giving new constructions of unstable ' \
'homology classes of $Out(Fn)$ and $Aut(Fn)$. In this paper we show ' \
'that, for fixed $i$ and $n$, this cohomology $H_iGammans$ forms a ' \
'finitely generated FI-module of stability degree $n$ and weight $i$, ' \
