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v1alpha2 hyperband suggestion service validation #648

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Jun 12, 2019
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2 changes: 1 addition & 1 deletion examples/v1alpha2/hyperband-example.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ spec:
value: "3"
- name: "r_l"
value: "9"
maxFailedTrialCount: 3
maxFailedTrialCount: 9
parameters:
- name: --lr
parameterType: double
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -135,6 +135,7 @@ func getExperimentSpec(instance *experimentsv1alpha2.Experiment) *api_pb.Experim
Algorithm: &api_pb.AlgorithmSpec{
AlgorithmSetting: []*api_pb.AlgorithmSetting{},
},
ParallelTrialCount: *instance.Spec.ParallelTrialCount,
}

//Populate Objective
Expand Down
44 changes: 43 additions & 1 deletion pkg/suggestion/v1alpha2/hyperband_service.py
Original file line number Diff line number Diff line change
Expand Up @@ -255,6 +255,48 @@ def _update_algorithm_extrasettings(self, experiment_name, sParams):
client.UpdateAlgorithmExtraSettings(api_pb2.UpdateAlgorithmExtraSettingsRequest(
experiment_name=experiment_name, extra_algorithm_settings=as_list), 10)

def _set_validate_context_error(self, context, error_message):
context.set_code(grpc.StatusCode.INVALID_ARGUMENT)
context.set_details(error_message)
self.logger.info(error_message)
return api_pb2.ValidateAlgorithmSettingsReply()

def ValidateAlgorithmSettings(self, request, context):
# TODO
params = request.experiment_spec.parameter_specs.parameters
settings = request.experiment_spec.algorithm.algorithm_setting
setting_dict = {}
for setting in settings:
setting_dict[setting.name] = setting.value
if "r_l" not in setting_dict or "resourceName" not in setting_dict:
return self._set_validate_context_error(context, "r_l and resourceName must be set.")
try:
rl = float(setting_dict["r_l"])
except:
return self._set_validate_context_error(context, "r_l must be a positive float number.")
else:
if rl < 0:
return self._set_validate_context_error(context, "r_l must be a positive float number.")

if "eta" in setting_dict:
eta = int(float(setting_dict["eta"]))
if eta <= 0:
eta = 3
else:
eta = 3

smax = int(math.log(rl)/math.log(eta))
max_parallel = int(math.ceil(eta**smax))
if request.experiment_spec.parallel_trial_count < max_parallel:
return self._set_validate_context_error(context,
"parallelTrialCount must be not less than %d." % max_parallel)

valid_resourceName = False
for param in params:
if param.name == setting_dict["resourceName"]:
valid_resourceName = True
break
if not valid_resourceName:
return self._set_validate_context_error(context,
"value of resourceName setting must be in parameters.")

return api_pb2.ValidateAlgorithmSettingsReply()