Struct rusoto_sagemaker::TrainingJobDefinition
source · [−]pub struct TrainingJobDefinition {
pub hyper_parameters: Option<HashMap<String, String>>,
pub input_data_config: Vec<Channel>,
pub output_data_config: OutputDataConfig,
pub resource_config: ResourceConfig,
pub stopping_condition: StoppingCondition,
pub training_input_mode: String,
}
Expand description
Defines the input needed to run a training job using the algorithm.
Fields
hyper_parameters: Option<HashMap<String, String>>
The hyperparameters used for the training job.
input_data_config: Vec<Channel>
An array of Channel
objects, each of which specifies an input source.
output_data_config: OutputDataConfig
the path to the S3 bucket where you want to store model artifacts. Amazon SageMaker creates subfolders for the artifacts.
resource_config: ResourceConfig
The resources, including the ML compute instances and ML storage volumes, to use for model training.
stopping_condition: StoppingCondition
Specifies a limit to how long a model training job can run. It also specifies how long a managed Spot training job has to complete. When the job reaches the time limit, Amazon SageMaker ends the training job. Use this API to cap model training costs.
To stop a job, Amazon SageMaker sends the algorithm the SIGTERM signal, which delays job termination for 120 seconds. Algorithms can use this 120-second window to save the model artifacts.
training_input_mode: String
The input mode used by the algorithm for the training job. For the input modes that Amazon SageMaker algorithms support, see Algorithms.
If an algorithm supports the File
input mode, Amazon SageMaker downloads the training data from S3 to the provisioned ML storage Volume, and mounts the directory to docker volume for training container. If an algorithm supports the Pipe
input mode, Amazon SageMaker streams data directly from S3 to the container.
Trait Implementations
sourceimpl Clone for TrainingJobDefinition
impl Clone for TrainingJobDefinition
sourcefn clone(&self) -> TrainingJobDefinition
fn clone(&self) -> TrainingJobDefinition
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 TrainingJobDefinition
impl Debug for TrainingJobDefinition
sourceimpl Default for TrainingJobDefinition
impl Default for TrainingJobDefinition
sourcefn default() -> TrainingJobDefinition
fn default() -> TrainingJobDefinition
Returns the “default value” for a type. Read more
sourceimpl<'de> Deserialize<'de> for TrainingJobDefinition
impl<'de> Deserialize<'de> for TrainingJobDefinition
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<TrainingJobDefinition> for TrainingJobDefinition
impl PartialEq<TrainingJobDefinition> for TrainingJobDefinition
sourcefn eq(&self, other: &TrainingJobDefinition) -> bool
fn eq(&self, other: &TrainingJobDefinition) -> bool
This method tests for self
and other
values to be equal, and is used
by ==
. Read more
sourcefn ne(&self, other: &TrainingJobDefinition) -> bool
fn ne(&self, other: &TrainingJobDefinition) -> bool
This method tests for !=
.
sourceimpl Serialize for TrainingJobDefinition
impl Serialize for TrainingJobDefinition
impl StructuralPartialEq for TrainingJobDefinition
Auto Trait Implementations
impl RefUnwindSafe for TrainingJobDefinition
impl Send for TrainingJobDefinition
impl Sync for TrainingJobDefinition
impl Unpin for TrainingJobDefinition
impl UnwindSafe for TrainingJobDefinition
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