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 $i$, ' \