Copyright | (c) 2013-2023 Brendan Hay |
---|---|
License | Mozilla Public License, v. 2.0. |
Maintainer | Brendan Hay |
Stability | auto-generated |
Portability | non-portable (GHC extensions) |
Safe Haskell | Safe-Inferred |
Language | Haskell2010 |
Synopsis
- data HyperParameterTuningInstanceConfig = HyperParameterTuningInstanceConfig' {}
- newHyperParameterTuningInstanceConfig :: TrainingInstanceType -> Natural -> Natural -> HyperParameterTuningInstanceConfig
- hyperParameterTuningInstanceConfig_instanceType :: Lens' HyperParameterTuningInstanceConfig TrainingInstanceType
- hyperParameterTuningInstanceConfig_instanceCount :: Lens' HyperParameterTuningInstanceConfig Natural
- hyperParameterTuningInstanceConfig_volumeSizeInGB :: Lens' HyperParameterTuningInstanceConfig Natural
Documentation
data HyperParameterTuningInstanceConfig Source #
The configuration for hyperparameter tuning resources for use in training jobs launched by the tuning job. These resources include compute instances and storage volumes. Specify one or more compute instance configurations and allocation strategies to select resources (optional).
See: newHyperParameterTuningInstanceConfig
smart constructor.
HyperParameterTuningInstanceConfig' | |
|
Instances
newHyperParameterTuningInstanceConfig Source #
Create a value of HyperParameterTuningInstanceConfig
with all optional fields omitted.
Use generic-lens or optics to modify other optional fields.
The following record fields are available, with the corresponding lenses provided for backwards compatibility:
$sel:instanceType:HyperParameterTuningInstanceConfig'
, hyperParameterTuningInstanceConfig_instanceType
- The instance type used for processing of hyperparameter optimization
jobs. Choose from general purpose (no GPUs) instance types:
ml.m5.xlarge, ml.m5.2xlarge, and ml.m5.4xlarge or compute optimized (no
GPUs) instance types: ml.c5.xlarge and ml.c5.2xlarge. For more
information about instance types, see
instance type descriptions.
$sel:instanceCount:HyperParameterTuningInstanceConfig'
, hyperParameterTuningInstanceConfig_instanceCount
- The number of instances of the type specified by InstanceType
. Choose
an instance count larger than 1 for distributed training algorithms. See
SageMaker distributed training jobs
for more informcration.
$sel:volumeSizeInGB:HyperParameterTuningInstanceConfig'
, hyperParameterTuningInstanceConfig_volumeSizeInGB
- The volume size in GB of the data to be processed for hyperparameter
optimization (optional).
hyperParameterTuningInstanceConfig_instanceType :: Lens' HyperParameterTuningInstanceConfig TrainingInstanceType Source #
The instance type used for processing of hyperparameter optimization jobs. Choose from general purpose (no GPUs) instance types: ml.m5.xlarge, ml.m5.2xlarge, and ml.m5.4xlarge or compute optimized (no GPUs) instance types: ml.c5.xlarge and ml.c5.2xlarge. For more information about instance types, see instance type descriptions.
hyperParameterTuningInstanceConfig_instanceCount :: Lens' HyperParameterTuningInstanceConfig Natural Source #
The number of instances of the type specified by InstanceType
. Choose
an instance count larger than 1 for distributed training algorithms. See
SageMaker distributed training jobs
for more informcration.
hyperParameterTuningInstanceConfig_volumeSizeInGB :: Lens' HyperParameterTuningInstanceConfig Natural Source #
The volume size in GB of the data to be processed for hyperparameter optimization (optional).