pub struct HyperParameterTuningJobConfig {
pub hyper_parameter_tuning_job_objective: Option<HyperParameterTuningJobObjective>,
pub parameter_ranges: Option<ParameterRanges>,
pub resource_limits: ResourceLimits,
pub strategy: String,
pub training_job_early_stopping_type: Option<String>,
pub tuning_job_completion_criteria: Option<TuningJobCompletionCriteria>,
}
Expand description
Configures a hyperparameter tuning job.
Fields
hyper_parameter_tuning_job_objective: Option<HyperParameterTuningJobObjective>
The HyperParameterTuningJobObjective object that specifies the objective metric for this tuning job.
parameter_ranges: Option<ParameterRanges>
The ParameterRanges object that specifies the ranges of hyperparameters that this tuning job searches.
resource_limits: ResourceLimits
The ResourceLimits object that specifies the maximum number of training jobs and parallel training jobs for this tuning job.
strategy: String
Specifies how hyperparameter tuning chooses the combinations of hyperparameter values to use for the training job it launches. To use the Bayesian search strategy, set this to Bayesian
. To randomly search, set it to Random
. For information about search strategies, see How Hyperparameter Tuning Works.
training_job_early_stopping_type: Option<String>
Specifies whether to use early stopping for training jobs launched by the hyperparameter tuning job. This can be one of the following values (the default value is OFF
):
- OFF
-
Training jobs launched by the hyperparameter tuning job do not use early stopping.
- AUTO
-
Amazon SageMaker stops training jobs launched by the hyperparameter tuning job when they are unlikely to perform better than previously completed training jobs. For more information, see Stop Training Jobs Early.
tuning_job_completion_criteria: Option<TuningJobCompletionCriteria>
The tuning job's completion criteria.
Trait Implementations
sourceimpl Clone for HyperParameterTuningJobConfig
impl Clone for HyperParameterTuningJobConfig
sourcefn clone(&self) -> HyperParameterTuningJobConfig
fn clone(&self) -> HyperParameterTuningJobConfig
Returns a copy of the value. Read more
1.0.0 · sourcefn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from source
. Read more
sourceimpl Debug for HyperParameterTuningJobConfig
impl Debug for HyperParameterTuningJobConfig
sourceimpl Default for HyperParameterTuningJobConfig
impl Default for HyperParameterTuningJobConfig
sourcefn default() -> HyperParameterTuningJobConfig
fn default() -> HyperParameterTuningJobConfig
Returns the “default value” for a type. Read more
sourceimpl<'de> Deserialize<'de> for HyperParameterTuningJobConfig
impl<'de> Deserialize<'de> for HyperParameterTuningJobConfig
sourcefn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error> where
__D: Deserializer<'de>,
fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error> where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
sourceimpl PartialEq<HyperParameterTuningJobConfig> for HyperParameterTuningJobConfig
impl PartialEq<HyperParameterTuningJobConfig> for HyperParameterTuningJobConfig
sourcefn eq(&self, other: &HyperParameterTuningJobConfig) -> bool
fn eq(&self, other: &HyperParameterTuningJobConfig) -> bool
This method tests for self
and other
values to be equal, and is used
by ==
. Read more
sourcefn ne(&self, other: &HyperParameterTuningJobConfig) -> bool
fn ne(&self, other: &HyperParameterTuningJobConfig) -> bool
This method tests for !=
.
impl StructuralPartialEq for HyperParameterTuningJobConfig
Auto Trait Implementations
impl RefUnwindSafe for HyperParameterTuningJobConfig
impl Send for HyperParameterTuningJobConfig
impl Sync for HyperParameterTuningJobConfig
impl Unpin for HyperParameterTuningJobConfig
impl UnwindSafe for HyperParameterTuningJobConfig
Blanket Implementations
sourceimpl<T> BorrowMut<T> for T where
T: ?Sized,
impl<T> BorrowMut<T> for T where
T: ?Sized,
const: unstable · sourcefn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
sourceimpl<T> Instrument for T
impl<T> Instrument for T
sourcefn instrument(self, span: Span) -> Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
sourcefn in_current_span(self) -> Instrumented<Self>
fn in_current_span(self) -> Instrumented<Self>
sourceimpl<T> ToOwned for T where
T: Clone,
impl<T> ToOwned for T where
T: Clone,
type Owned = T
type Owned = T
The resulting type after obtaining ownership.
sourcefn clone_into(&self, target: &mut T)
fn clone_into(&self, target: &mut T)
toowned_clone_into
)Uses borrowed data to replace owned data, usually by cloning. Read more
sourceimpl<T> WithSubscriber for T
impl<T> WithSubscriber for T
sourcefn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self> where
S: Into<Dispatch>,
fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self> where
S: Into<Dispatch>,
Attaches the provided Subscriber
to this type, returning a
WithDispatch
wrapper. Read more
sourcefn with_current_subscriber(self) -> WithDispatch<Self>
fn with_current_subscriber(self) -> WithDispatch<Self>
Attaches the current default Subscriber
to this type, returning a
WithDispatch
wrapper. Read more