Mind Foundry OPTaaS - Python Client
1.4.4
API Reference
Tutorials on Binder
Mind Foundry OPTaaS - Python Client
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Index
Index
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A
AdaBoostClassifier (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ada_boost)
AdaBoostRegressor (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ada_boost)
add_user_defined_configuration() (mindfoundry.optaas.client.task.Task method)
ADMIN (mindfoundry.optaas.client.api_key.UserRole attribute)
ApiKey (class in mindfoundry.optaas.client.api_key)
as_pandas_row() (mindfoundry.optaas.client.result.StoredResult method)
B
BAYESIAN (mindfoundry.optaas.client.utils.MfOptOptimizer attribute)
BinaryPredicate (class in mindfoundry.optaas.client.expressions)
BoolParameter (class in mindfoundry.optaas.client.parameter)
BoolParameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
C
CategoricalParameter (class in mindfoundry.optaas.client.parameter)
CategoricalParameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
choice() (in module mindfoundry.optaas.client.sklearn_pipelines.mixin)
ChoiceParameter (class in mindfoundry.optaas.client.parameter)
ChoiceParameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
choices (mindfoundry.optaas.client.parameter.ChoiceParameter attribute)
compare_versions() (in module mindfoundry.optaas.client.version_check)
complete() (mindfoundry.optaas.client.task.Task method)
Configuration (class in mindfoundry.optaas.client.configuration)
configuration (mindfoundry.optaas.client.prediction.Prediction attribute)
(mindfoundry.optaas.client.result.StoredResult attribute)
ConstantParameter (class in mindfoundry.optaas.client.parameter)
ConstantParameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
Constraint (class in mindfoundry.optaas.client.expressions)
constraints (mindfoundry.optaas.client.task.Task attribute)
create_likelihood_task() (mindfoundry.optaas.client.client.OPTaaSClient method)
create_sklearn_task() (mindfoundry.optaas.client.client.OPTaaSClient method)
create_task() (mindfoundry.optaas.client.client.OPTaaSClient method)
criterion_values (mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble.DecisionTreeRegressor attribute)
D
DecisionTreeClassifier (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble)
DecisionTreeRegressor (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble)
default (mindfoundry.optaas.client.parameter.ChoiceParameter attribute)
(mindfoundry.optaas.client.parameter.Parameter attribute)
delete() (mindfoundry.optaas.client.session.OPTaaSSession method)
(mindfoundry.optaas.client.task.Task method)
DictParameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
DiscreteParameter (class in mindfoundry.optaas.client.parameter)
Distribution (class in mindfoundry.optaas.client.parameter)
E
error (mindfoundry.optaas.client.result.StoredResult attribute)
EstimatorChoice (class in mindfoundry.optaas.client.sklearn_pipelines.mixin)
expired (mindfoundry.optaas.client.api_key.ApiKey attribute)
Expression (class in mindfoundry.optaas.client.expressions)
ExtraTreesClassifier (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble)
ExtraTreesRegressor (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble)
F
FastICA (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ica)
FloatOrAuto() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
FloatOrCategorical() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
FloatParameter (class in mindfoundry.optaas.client.parameter)
FloatParameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
G
generate_api_key() (mindfoundry.optaas.client.client.OPTaaSClient method)
generate_configurations() (mindfoundry.optaas.client.task.Task method)
get() (mindfoundry.optaas.client.session.OPTaaSSession method)
get_all_tasks() (mindfoundry.optaas.client.client.OPTaaSClient method)
get_api_keys() (mindfoundry.optaas.client.client.OPTaaSClient method)
get_best_result_and_configuration() (mindfoundry.optaas.client.task.Task method)
get_body() (mindfoundry.optaas.client.user_defined_configuration.UserDefinedConfiguration method)
get_choice_name() (in module mindfoundry.optaas.client.utils)
get_choice_value() (in module mindfoundry.optaas.client.utils)
get_configuration() (mindfoundry.optaas.client.task.Task method)
get_configurations() (mindfoundry.optaas.client.task.Task method)
get_first_key() (in module mindfoundry.optaas.client.utils)
get_first_value() (in module mindfoundry.optaas.client.utils)
get_pareto_set() (mindfoundry.optaas.client.task.Task method)
get_required_kwarg() (mindfoundry.optaas.client.sklearn_pipelines.mixin.OptimizableBaseEstimator method)
get_result() (mindfoundry.optaas.client.task.Task method)
get_results() (mindfoundry.optaas.client.task.Task method)
get_sklearn_task() (mindfoundry.optaas.client.client.OPTaaSClient method)
get_sqrt_crlb() (mindfoundry.optaas.client.task.Task method)
get_surrogate_predictions() (mindfoundry.optaas.client.task.Task method)
get_targets_estimates() (mindfoundry.optaas.client.task.Task method)
get_task() (mindfoundry.optaas.client.client.OPTaaSClient method)
Goal (class in mindfoundry.optaas.client.goal)
GradientBoostingClassifier (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble)
GradientBoostingRegressor (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble)
GroupParameter (class in mindfoundry.optaas.client.parameter)
GroupParameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
I
id (mindfoundry.optaas.client.api_key.ApiKey attribute)
(mindfoundry.optaas.client.configuration.Configuration attribute)
(mindfoundry.optaas.client.parameter.Parameter attribute)
(mindfoundry.optaas.client.result.StoredResult attribute)
(mindfoundry.optaas.client.task.Task attribute)
include_in_default (mindfoundry.optaas.client.parameter.Parameter attribute)
IntOrAuto() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
IntOrCategorical() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
IntParameter (class in mindfoundry.optaas.client.parameter)
IntParameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
is_absent() (mindfoundry.optaas.client.parameter.Parameter method)
is_compatible_value() (mindfoundry.optaas.client.parameter.BoolParameter method)
(mindfoundry.optaas.client.parameter.CategoricalParameter method)
(mindfoundry.optaas.client.parameter.ChoiceParameter method)
(mindfoundry.optaas.client.parameter.ConstantParameter method)
(mindfoundry.optaas.client.parameter.DiscreteParameter method)
(mindfoundry.optaas.client.parameter.FloatParameter method)
(mindfoundry.optaas.client.parameter.GroupParameter method)
(mindfoundry.optaas.client.parameter.IntParameter method)
(mindfoundry.optaas.client.parameter.NumericParameter method)
(mindfoundry.optaas.client.parameter.Parameter method)
(mindfoundry.optaas.client.parameter.SubsetParameter method)
is_present() (mindfoundry.optaas.client.parameter.Parameter method)
items (mindfoundry.optaas.client.parameter.GroupParameter attribute)
J
json (mindfoundry.optaas.client.api_key.ApiKey attribute)
(mindfoundry.optaas.client.configuration.Configuration attribute)
(mindfoundry.optaas.client.prediction.Prediction attribute)
(mindfoundry.optaas.client.result.StoredResult attribute)
(mindfoundry.optaas.client.task.Task attribute)
K
KNeighborsClassifier (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.k_neighbors)
KNeighborsRegressor (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.k_neighbors)
L
Lasso (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.linear_model)
LIKELIHOOD (mindfoundry.optaas.client.utils.MfOptOptimizer attribute)
LinearSVC (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.svc)
LOGUNIFORM (mindfoundry.optaas.client.parameter.Distribution attribute)
M
make_all_parameters_constraints_and_prior_means() (mindfoundry.optaas.client.sklearn_pipelines.mixin.EstimatorChoice method)
(mindfoundry.optaas.client.sklearn_pipelines.mixin.OptimizableBaseEstimator method)
(mindfoundry.optaas.client.sklearn_pipelines.mixin.OptimizablePipeline method)
(mindfoundry.optaas.client.sklearn_pipelines.utils.Optimizable method)
make_parameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
make_parameters_constraints_and_prior_means() (mindfoundry.optaas.client.sklearn_pipelines.estimators.ada_boost.AdaBoostClassifier method)
(mindfoundry.optaas.client.sklearn_pipelines.estimators.ada_boost.AdaBoostRegressor method)
(mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble.GradientBoostingClassifier method)
(mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble.GradientBoostingRegressor method)
(mindfoundry.optaas.client.sklearn_pipelines.estimators.ica.FastICA method)
(mindfoundry.optaas.client.sklearn_pipelines.estimators.pca.PCA method)
(mindfoundry.optaas.client.sklearn_pipelines.estimators.svc.SVC method)
(mindfoundry.optaas.client.sklearn_pipelines.estimators.voting.VotingClassifier method)
(mindfoundry.optaas.client.sklearn_pipelines.estimators.xgboost.XGBClassifier method)
(mindfoundry.optaas.client.sklearn_pipelines.mixin.OptimizableBaseEstimator method)
(mindfoundry.optaas.client.sklearn_pipelines.mixin.OptionalStepMixin method)
make_pipeline() (mindfoundry.optaas.client.sklearn_pipelines.sklearn_task.SklearnTask method)
max (mindfoundry.optaas.client.goal.Goal attribute)
mean (mindfoundry.optaas.client.prediction.Prediction attribute)
MfOptOptimizer (class in mindfoundry.optaas.client.utils)
min (mindfoundry.optaas.client.goal.Goal attribute)
min_impurity_decrease_maximum (mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble.DecisionTreeRegressor attribute)
mindfoundry
module
mindfoundry.optaas
module
mindfoundry.optaas.client
module
mindfoundry.optaas.client.api_key
module
mindfoundry.optaas.client.client
module
mindfoundry.optaas.client.configuration
module
mindfoundry.optaas.client.constraint
module
mindfoundry.optaas.client.expressions
module
mindfoundry.optaas.client.goal
module
mindfoundry.optaas.client.objective
module
mindfoundry.optaas.client.parameter
module
mindfoundry.optaas.client.prediction
module
mindfoundry.optaas.client.result
module
mindfoundry.optaas.client.session
module
mindfoundry.optaas.client.sklearn_pipelines
module
mindfoundry.optaas.client.sklearn_pipelines.estimators
module
mindfoundry.optaas.client.sklearn_pipelines.estimators.ada_boost
module
mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble
module
mindfoundry.optaas.client.sklearn_pipelines.estimators.ica
module
mindfoundry.optaas.client.sklearn_pipelines.estimators.k_neighbors
module
mindfoundry.optaas.client.sklearn_pipelines.estimators.linear_model
module
mindfoundry.optaas.client.sklearn_pipelines.estimators.pca
module
mindfoundry.optaas.client.sklearn_pipelines.estimators.svc
module
mindfoundry.optaas.client.sklearn_pipelines.estimators.voting
module
mindfoundry.optaas.client.sklearn_pipelines.estimators.xgboost
module
mindfoundry.optaas.client.sklearn_pipelines.mixin
module
mindfoundry.optaas.client.sklearn_pipelines.parameter_maker
module
mindfoundry.optaas.client.sklearn_pipelines.sklearn_task
module
mindfoundry.optaas.client.sklearn_pipelines.utils
module
mindfoundry.optaas.client.task
module
mindfoundry.optaas.client.user_defined_configuration
module
mindfoundry.optaas.client.utils
module
mindfoundry.optaas.client.version_check
module
mindfoundry.optaas.client.viz
module
MissingArgumentError
module
mindfoundry
mindfoundry.optaas
mindfoundry.optaas.client
mindfoundry.optaas.client.api_key
mindfoundry.optaas.client.client
mindfoundry.optaas.client.configuration
mindfoundry.optaas.client.constraint
mindfoundry.optaas.client.expressions
mindfoundry.optaas.client.goal
mindfoundry.optaas.client.objective
mindfoundry.optaas.client.parameter
mindfoundry.optaas.client.prediction
mindfoundry.optaas.client.result
mindfoundry.optaas.client.session
mindfoundry.optaas.client.sklearn_pipelines
mindfoundry.optaas.client.sklearn_pipelines.estimators
mindfoundry.optaas.client.sklearn_pipelines.estimators.ada_boost
mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble
mindfoundry.optaas.client.sklearn_pipelines.estimators.ica
mindfoundry.optaas.client.sklearn_pipelines.estimators.k_neighbors
mindfoundry.optaas.client.sklearn_pipelines.estimators.linear_model
mindfoundry.optaas.client.sklearn_pipelines.estimators.pca
mindfoundry.optaas.client.sklearn_pipelines.estimators.svc
mindfoundry.optaas.client.sklearn_pipelines.estimators.voting
mindfoundry.optaas.client.sklearn_pipelines.estimators.xgboost
mindfoundry.optaas.client.sklearn_pipelines.mixin
mindfoundry.optaas.client.sklearn_pipelines.parameter_maker
mindfoundry.optaas.client.sklearn_pipelines.sklearn_task
mindfoundry.optaas.client.sklearn_pipelines.utils
mindfoundry.optaas.client.task
mindfoundry.optaas.client.user_defined_configuration
mindfoundry.optaas.client.utils
mindfoundry.optaas.client.version_check
mindfoundry.optaas.client.viz
move_dict_value_up_one_level() (in module mindfoundry.optaas.client.utils)
N
name (mindfoundry.optaas.client.parameter.Parameter attribute)
number_of_iterations (mindfoundry.optaas.client.task.Task attribute)
NumericParameter (class in mindfoundry.optaas.client.parameter)
O
Objective (class in mindfoundry.optaas.client.objective)
OPTaaSClient (class in mindfoundry.optaas.client.client)
OPTaaSError
OPTaaSResponse (class in mindfoundry.optaas.client.session)
OPTaaSSession (class in mindfoundry.optaas.client.session)
Optimizable (class in mindfoundry.optaas.client.sklearn_pipelines.utils)
OptimizableBaseEstimator (class in mindfoundry.optaas.client.sklearn_pipelines.mixin)
OptimizablePipeline (class in mindfoundry.optaas.client.sklearn_pipelines.mixin)
optional (mindfoundry.optaas.client.parameter.Parameter attribute)
optional_choice() (in module mindfoundry.optaas.client.sklearn_pipelines.mixin)
optional_step() (in module mindfoundry.optaas.client.sklearn_pipelines.mixin)
OptionalStepMixin (class in mindfoundry.optaas.client.sklearn_pipelines.mixin)
P
Parameter (class in mindfoundry.optaas.client.parameter)
parameters (mindfoundry.optaas.client.task.Task attribute)
PCA (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.pca)
pipeline (mindfoundry.optaas.client.result.StoredResult attribute)
plot_surrogate_mean_and_std() (mindfoundry.optaas.client.viz.SurrogateViz method)
plot_surrogate_with_uncertainties() (mindfoundry.optaas.client.viz.SurrogateViz method)
post() (mindfoundry.optaas.client.session.OPTaaSSession method)
Predicate (class in mindfoundry.optaas.client.expressions)
Prediction (class in mindfoundry.optaas.client.prediction)
prior_means (mindfoundry.optaas.client.task.Task attribute)
PriorMeanExpression (class in mindfoundry.optaas.client.expressions)
put() (mindfoundry.optaas.client.session.OPTaaSSession method)
R
RandomForestClassifier (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble)
RandomForestRegressor (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.ensemble)
READ_ONLY (mindfoundry.optaas.client.api_key.UserRole attribute)
record_result() (mindfoundry.optaas.client.task.Task method)
record_results() (mindfoundry.optaas.client.task.Task method)
refresh() (mindfoundry.optaas.client.task.Task method)
Result (class in mindfoundry.optaas.client.result)
resume() (mindfoundry.optaas.client.task.Task method)
Ridge (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.linear_model)
role (mindfoundry.optaas.client.api_key.ApiKey attribute)
run() (mindfoundry.optaas.client.sklearn_pipelines.sklearn_task.SklearnTask method)
(mindfoundry.optaas.client.task.Task method)
S
score (mindfoundry.optaas.client.result.StoredResult attribute)
(mindfoundry.optaas.client.user_defined_configuration.UserDefinedConfiguration attribute)
set_expired() (mindfoundry.optaas.client.api_key.ApiKey method)
set_role() (mindfoundry.optaas.client.api_key.ApiKey method)
SklearnParameterMaker (class in mindfoundry.optaas.client.sklearn_pipelines.parameter_maker)
SklearnTask (class in mindfoundry.optaas.client.sklearn_pipelines.sklearn_task)
STANDARD (mindfoundry.optaas.client.api_key.UserRole attribute)
status (mindfoundry.optaas.client.task.Task attribute)
steps (mindfoundry.optaas.client.sklearn_pipelines.estimators.voting.VotingClassifier attribute)
StoredResult (class in mindfoundry.optaas.client.result)
SubsetParameter (class in mindfoundry.optaas.client.parameter)
SubsetParameter() (mindfoundry.optaas.client.sklearn_pipelines.parameter_maker.SklearnParameterMaker method)
SurrogateViz (class in mindfoundry.optaas.client.viz)
SVC (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.svc)
T
Task (class in mindfoundry.optaas.client.task)
title (mindfoundry.optaas.client.task.Task attribute)
to_json() (mindfoundry.optaas.client.objective.Objective method)
(mindfoundry.optaas.client.parameter.ChoiceParameter method)
(mindfoundry.optaas.client.parameter.GroupParameter method)
(mindfoundry.optaas.client.parameter.Parameter method)
(mindfoundry.optaas.client.result.Result method)
to_json_without_configuration() (mindfoundry.optaas.client.result.Result method)
to_optaas_expression() (mindfoundry.optaas.client.expressions.Expression method)
(mindfoundry.optaas.client.expressions.Predicate method)
(mindfoundry.optaas.client.expressions.WhenThenExpression method)
(mindfoundry.optaas.client.parameter.Parameter method)
TRUNCATED_NORMAL (mindfoundry.optaas.client.parameter.Distribution attribute)
type (mindfoundry.optaas.client.configuration.Configuration attribute)
(mindfoundry.optaas.client.parameter.Parameter attribute)
U
UnaryPredicate (class in mindfoundry.optaas.client.expressions)
UNIFORM (mindfoundry.optaas.client.parameter.Distribution attribute)
user_defined_data (mindfoundry.optaas.client.result.StoredResult attribute)
(mindfoundry.optaas.client.task.Task attribute)
(mindfoundry.optaas.client.user_defined_configuration.UserDefinedConfiguration attribute)
UserDefinedConfiguration (class in mindfoundry.optaas.client.user_defined_configuration)
UserRole (class in mindfoundry.optaas.client.api_key)
V
values (mindfoundry.optaas.client.configuration.Configuration attribute)
(mindfoundry.optaas.client.user_defined_configuration.UserDefinedConfiguration attribute)
variance (mindfoundry.optaas.client.prediction.Prediction attribute)
(mindfoundry.optaas.client.result.StoredResult attribute)
(mindfoundry.optaas.client.user_defined_configuration.UserDefinedConfiguration attribute)
VotingClassifier (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.voting)
W
WhenThenExpression (class in mindfoundry.optaas.client.expressions)
X
XGBClassifier (class in mindfoundry.optaas.client.sklearn_pipelines.estimators.xgboost)