Struct aws_sdk_sagemaker::model::ResourceConfig
source · [−]#[non_exhaustive]pub struct ResourceConfig {
pub instance_type: Option<TrainingInstanceType>,
pub instance_count: i32,
pub volume_size_in_gb: i32,
pub volume_kms_key_id: Option<String>,
}
Expand description
Describes the resources, including ML compute instances and ML storage volumes, to use for model training.
Fields (Non-exhaustive)
This struct is marked as non-exhaustive
Struct { .. }
syntax; cannot be matched against without a wildcard ..
; and struct update syntax will not work.instance_type: Option<TrainingInstanceType>
The ML compute instance type.
instance_count: i32
The number of ML compute instances to use. For distributed training, provide a value greater than 1.
volume_size_in_gb: i32
The size of the ML storage volume that you want to provision.
ML storage volumes store model artifacts and incremental states. Training algorithms might also use the ML storage volume for scratch space. If you want to store the training data in the ML storage volume, choose File
as the TrainingInputMode
in the algorithm specification.
You must specify sufficient ML storage for your scenario.
Amazon SageMaker supports only the General Purpose SSD (gp2) ML storage volume type.
Certain Nitro-based instances include local storage with a fixed total size, dependent on the instance type. When using these instances for training, Amazon SageMaker mounts the local instance storage instead of Amazon EBS gp2 storage. You can't request a VolumeSizeInGB
greater than the total size of the local instance storage.
For a list of instance types that support local instance storage, including the total size per instance type, see Instance Store Volumes.
volume_kms_key_id: Option<String>
The Amazon Web Services KMS key that Amazon SageMaker uses to encrypt data on the storage volume attached to the ML compute instance(s) that run the training job.
Certain Nitro-based instances include local storage, dependent on the instance type. Local storage volumes are encrypted using a hardware module on the instance. You can't request a VolumeKmsKeyId
when using an instance type with local storage.
For a list of instance types that support local instance storage, see Instance Store Volumes.
For more information about local instance storage encryption, see SSD Instance Store Volumes.
The VolumeKmsKeyId
can be in any of the following formats:
-
// KMS Key ID
"1234abcd-12ab-34cd-56ef-1234567890ab"
-
// Amazon Resource Name (ARN) of a KMS Key
"arn:aws:kms:us-west-2:111122223333:key/1234abcd-12ab-34cd-56ef-1234567890ab"
Implementations
sourceimpl ResourceConfig
impl ResourceConfig
sourcepub fn instance_type(&self) -> Option<&TrainingInstanceType>
pub fn instance_type(&self) -> Option<&TrainingInstanceType>
The ML compute instance type.
sourcepub fn instance_count(&self) -> i32
pub fn instance_count(&self) -> i32
The number of ML compute instances to use. For distributed training, provide a value greater than 1.
sourcepub fn volume_size_in_gb(&self) -> i32
pub fn volume_size_in_gb(&self) -> i32
The size of the ML storage volume that you want to provision.
ML storage volumes store model artifacts and incremental states. Training algorithms might also use the ML storage volume for scratch space. If you want to store the training data in the ML storage volume, choose File
as the TrainingInputMode
in the algorithm specification.
You must specify sufficient ML storage for your scenario.
Amazon SageMaker supports only the General Purpose SSD (gp2) ML storage volume type.
Certain Nitro-based instances include local storage with a fixed total size, dependent on the instance type. When using these instances for training, Amazon SageMaker mounts the local instance storage instead of Amazon EBS gp2 storage. You can't request a VolumeSizeInGB
greater than the total size of the local instance storage.
For a list of instance types that support local instance storage, including the total size per instance type, see Instance Store Volumes.
sourcepub fn volume_kms_key_id(&self) -> Option<&str>
pub fn volume_kms_key_id(&self) -> Option<&str>
The Amazon Web Services KMS key that Amazon SageMaker uses to encrypt data on the storage volume attached to the ML compute instance(s) that run the training job.
Certain Nitro-based instances include local storage, dependent on the instance type. Local storage volumes are encrypted using a hardware module on the instance. You can't request a VolumeKmsKeyId
when using an instance type with local storage.
For a list of instance types that support local instance storage, see Instance Store Volumes.
For more information about local instance storage encryption, see SSD Instance Store Volumes.
The VolumeKmsKeyId
can be in any of the following formats:
-
// KMS Key ID
"1234abcd-12ab-34cd-56ef-1234567890ab"
-
// Amazon Resource Name (ARN) of a KMS Key
"arn:aws:kms:us-west-2:111122223333:key/1234abcd-12ab-34cd-56ef-1234567890ab"
sourceimpl ResourceConfig
impl ResourceConfig
sourcepub fn builder() -> Builder
pub fn builder() -> Builder
Creates a new builder-style object to manufacture ResourceConfig
Trait Implementations
sourceimpl Clone for ResourceConfig
impl Clone for ResourceConfig
sourcefn clone(&self) -> ResourceConfig
fn clone(&self) -> ResourceConfig
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 ResourceConfig
impl Debug for ResourceConfig
sourceimpl PartialEq<ResourceConfig> for ResourceConfig
impl PartialEq<ResourceConfig> for ResourceConfig
sourcefn eq(&self, other: &ResourceConfig) -> bool
fn eq(&self, other: &ResourceConfig) -> bool
This method tests for self
and other
values to be equal, and is used
by ==
. Read more
sourcefn ne(&self, other: &ResourceConfig) -> bool
fn ne(&self, other: &ResourceConfig) -> bool
This method tests for !=
.
impl StructuralPartialEq for ResourceConfig
Auto Trait Implementations
impl RefUnwindSafe for ResourceConfig
impl Send for ResourceConfig
impl Sync for ResourceConfig
impl Unpin for ResourceConfig
impl UnwindSafe for ResourceConfig
Blanket Implementations
sourceimpl<T> BorrowMut<T> for T where
T: ?Sized,
impl<T> BorrowMut<T> for T where
T: ?Sized,
const: unstable · sourcepub fn borrow_mut(&mut self) -> &mut T
pub 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.
sourcepub fn to_owned(&self) -> T
pub fn to_owned(&self) -> T
Creates owned data from borrowed data, usually by cloning. Read more
sourcepub fn clone_into(&self, target: &mut T)
pub 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