def publish_realtime_local(self, parameter_s='', cell=None):
import tempfile
import azure.cli.command_modules.ml.service.realtime as r
import azure.cli.command_modules.ml._util as u
# reload util to get new environment vars
self.easy_reload(u)
p = argparse.ArgumentParser()
p.add_argument('-s',
'--schema',
help='local path to schema file',
required=True)
p.add_argument('-m',
'--model',
help='local path to model',
required=True)
p.add_argument('-n',
'--name',
help='name of the webservice',
required=True)
p.add_argument('-d',
'--dependency',
dest='dependencies',
help='arbitrary dependencies',
action='append',
default=[])
p.add_argument('-o',
'--overwrite',
help='flag to overwrite existing service',
action='store_true')
args = p.parse_args(parameter_s.split())
context = u.JupyterContext()
context.local_mode = True
context.set_input_response(
'Delete existing service and create new service (y/N)? ',
'y' if args.overwrite else 'n')
_, fp = tempfile.mkstemp()
with open(fp, 'w') as score_file:
score_file.write(cell)
try:
resp_code = r.realtime_service_create(
score_file.name,
dependencies=args.dependencies,
requirements='',
schema_file=args.schema,
service_name=args.name,
verb=False,
custom_ice_url='',
target_runtime='spark-py',
logging_level='debug',
model=args.model,
context=context)
if resp_code == 1:
print(
'Use -o flag to magic to overwrite the existing service.')
finally:
# cleanup
os.remove(fp)
def view_realtime_local(self, line):
import azure.cli.command_modules.ml.service.realtime as r
import azure.cli.command_modules.ml._util as u
p = argparse.ArgumentParser()
p.add_argument('-n',
'--name',
help='name of the webservice',
required=True)
name = p.parse_args(line.split()).name
context = u.JupyterContext()
context.local_mode = True
r.realtime_service_view(service_name=name, context=context)
def publish_realtime_local(self, parameter_s='', cell=None):
import tempfile
import azure.cli.command_modules.ml.service.realtime as r
import azure.cli.command_modules.ml._util as u
import azure.cli.command_modules.ml.service._realtimeutilities as rtu
# reload util to get new environment vars
self.easy_reload(u)
p = argparse.ArgumentParser()
p.add_argument('-s',
'--schema',
help='local path to schema file',
required=False,
default='')
p.add_argument('-m',
'--model',
help='local path to model',
required=False,
default='')
p.add_argument('-n',
'--name',
help='name of the webservice',
required=True)
p.add_argument('-d',
'--dependency',
dest='dependencies',
help='arbitrary dependencies',
action='append',
default=[])
p.add_argument(
'-p',
'--requirements',
dest='requirements',
help=
'A pip requirements.txt file of packages needed by the code file.',
required=False,
default='')
p.add_argument('-o',
'--overwrite',
help='flag to overwrite existing service',
action='store_true')
p.add_argument(
'-r',
'--target-runtime',
help='Runtime of the web service. Valid runtimes are {}'.format(
'|'.join(rtu.RealtimeConstants.supported_runtimes)),
default='spark-py')
p.add_argument('-l',
'--app-insights-logging-enabled',
dest='app_insights_logging_enabled',
action='store_true',
help='Flag to enable App insights logging.',
required=False)
p.add_argument('-z',
'--num-replicas',
dest='num_replicas',
type=int,
default=1,
required=False,
help='Number of replicas for a Kubernetes service.')
args = p.parse_args(parameter_s.split())
context = u.JupyterContext()
context.local_mode = True
context.set_input_response(
'Delete existing service and create new service (y/N)? ',
'y' if args.overwrite else 'n')
_, fp = tempfile.mkstemp()
with open(fp, 'w') as score_file:
score_file.write(cell)
try:
resp_code = r.realtime_service_create(
fp,
dependencies=args.dependencies,
requirements=args.requirements,
schema_file=args.schema,
service_name=args.name,
verb=False,
custom_ice_url='',
target_runtime=args.target_runtime,
app_insights_logging_enabled=args.app_insights_logging_enabled,
num_replicas=args.num_replicas,
model=args.model,
context=context)
if resp_code == 1:
print(
'Use -o flag to magic to overwrite the existing service.')
finally:
# cleanup
os.remove(fp)