@Generated(value="com.amazonaws:aws-java-sdk-code-generator") public class StoppingCondition extends Object implements Serializable, Cloneable, StructuredPojo
Specifies a limit to how long a model training job or model compilation job can run. It also specifies how long a managed spot training job has to complete. When the job reaches the time limit, SageMaker ends the training or compilation job. Use this API to cap model training costs.
To stop a training job, 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, so the results of training
are not lost.
The training algorithms provided by SageMaker automatically save the intermediate results of a model training job
when possible. This attempt to save artifacts is only a best effort case as model might not be in a state from which
it can be saved. For example, if training has just started, the model might not be ready to save. When saved, this
intermediate data is a valid model artifact. You can use it to create a model with CreateModel
.
The Neural Topic Model (NTM) currently does not support saving intermediate model artifacts. When training NTMs, make sure that the maximum runtime is sufficient for the training job to complete.
Constructor and Description |
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StoppingCondition() |
Modifier and Type | Method and Description |
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StoppingCondition |
clone() |
boolean |
equals(Object obj) |
Integer |
getMaxRuntimeInSeconds()
The maximum length of time, in seconds, that a training or compilation job can run.
|
Integer |
getMaxWaitTimeInSeconds()
The maximum length of time, in seconds, that a managed Spot training job has to complete.
|
int |
hashCode() |
void |
marshall(ProtocolMarshaller protocolMarshaller)
Marshalls this structured data using the given
ProtocolMarshaller . |
void |
setMaxRuntimeInSeconds(Integer maxRuntimeInSeconds)
The maximum length of time, in seconds, that a training or compilation job can run.
|
void |
setMaxWaitTimeInSeconds(Integer maxWaitTimeInSeconds)
The maximum length of time, in seconds, that a managed Spot training job has to complete.
|
String |
toString()
Returns a string representation of this object.
|
StoppingCondition |
withMaxRuntimeInSeconds(Integer maxRuntimeInSeconds)
The maximum length of time, in seconds, that a training or compilation job can run.
|
StoppingCondition |
withMaxWaitTimeInSeconds(Integer maxWaitTimeInSeconds)
The maximum length of time, in seconds, that a managed Spot training job has to complete.
|
public void setMaxRuntimeInSeconds(Integer maxRuntimeInSeconds)
The maximum length of time, in seconds, that a training or compilation job can run.
For compilation jobs, if the job does not complete during this time, a TimeOut
error is generated.
We recommend starting with 900 seconds and increasing as necessary based on your model.
For all other jobs, if the job does not complete during this time, SageMaker ends the job. When
RetryStrategy
is specified in the job request, MaxRuntimeInSeconds
specifies the
maximum time for all of the attempts in total, not each individual attempt. The default value is 1 day. The
maximum value is 28 days.
maxRuntimeInSeconds
- The maximum length of time, in seconds, that a training or compilation job can run.
For compilation jobs, if the job does not complete during this time, a TimeOut
error is
generated. We recommend starting with 900 seconds and increasing as necessary based on your model.
For all other jobs, if the job does not complete during this time, SageMaker ends the job. When
RetryStrategy
is specified in the job request, MaxRuntimeInSeconds
specifies the
maximum time for all of the attempts in total, not each individual attempt. The default value is 1 day.
The maximum value is 28 days.
public Integer getMaxRuntimeInSeconds()
The maximum length of time, in seconds, that a training or compilation job can run.
For compilation jobs, if the job does not complete during this time, a TimeOut
error is generated.
We recommend starting with 900 seconds and increasing as necessary based on your model.
For all other jobs, if the job does not complete during this time, SageMaker ends the job. When
RetryStrategy
is specified in the job request, MaxRuntimeInSeconds
specifies the
maximum time for all of the attempts in total, not each individual attempt. The default value is 1 day. The
maximum value is 28 days.
For compilation jobs, if the job does not complete during this time, a TimeOut
error is
generated. We recommend starting with 900 seconds and increasing as necessary based on your model.
For all other jobs, if the job does not complete during this time, SageMaker ends the job. When
RetryStrategy
is specified in the job request, MaxRuntimeInSeconds
specifies
the maximum time for all of the attempts in total, not each individual attempt. The default value is 1
day. The maximum value is 28 days.
public StoppingCondition withMaxRuntimeInSeconds(Integer maxRuntimeInSeconds)
The maximum length of time, in seconds, that a training or compilation job can run.
For compilation jobs, if the job does not complete during this time, a TimeOut
error is generated.
We recommend starting with 900 seconds and increasing as necessary based on your model.
For all other jobs, if the job does not complete during this time, SageMaker ends the job. When
RetryStrategy
is specified in the job request, MaxRuntimeInSeconds
specifies the
maximum time for all of the attempts in total, not each individual attempt. The default value is 1 day. The
maximum value is 28 days.
maxRuntimeInSeconds
- The maximum length of time, in seconds, that a training or compilation job can run.
For compilation jobs, if the job does not complete during this time, a TimeOut
error is
generated. We recommend starting with 900 seconds and increasing as necessary based on your model.
For all other jobs, if the job does not complete during this time, SageMaker ends the job. When
RetryStrategy
is specified in the job request, MaxRuntimeInSeconds
specifies the
maximum time for all of the attempts in total, not each individual attempt. The default value is 1 day.
The maximum value is 28 days.
public void setMaxWaitTimeInSeconds(Integer maxWaitTimeInSeconds)
The maximum length of time, in seconds, that a managed Spot training job has to complete. It is the amount of
time spent waiting for Spot capacity plus the amount of time the job can run. It must be equal to or greater than
MaxRuntimeInSeconds
. If the job does not complete during this time, SageMaker ends the job.
When RetryStrategy
is specified in the job request, MaxWaitTimeInSeconds
specifies the
maximum time for all of the attempts in total, not each individual attempt.
maxWaitTimeInSeconds
- The maximum length of time, in seconds, that a managed Spot training job has to complete. It is the amount
of time spent waiting for Spot capacity plus the amount of time the job can run. It must be equal to or
greater than MaxRuntimeInSeconds
. If the job does not complete during this time, SageMaker
ends the job.
When RetryStrategy
is specified in the job request, MaxWaitTimeInSeconds
specifies the maximum time for all of the attempts in total, not each individual attempt.
public Integer getMaxWaitTimeInSeconds()
The maximum length of time, in seconds, that a managed Spot training job has to complete. It is the amount of
time spent waiting for Spot capacity plus the amount of time the job can run. It must be equal to or greater than
MaxRuntimeInSeconds
. If the job does not complete during this time, SageMaker ends the job.
When RetryStrategy
is specified in the job request, MaxWaitTimeInSeconds
specifies the
maximum time for all of the attempts in total, not each individual attempt.
MaxRuntimeInSeconds
. If the job does not complete during this time,
SageMaker ends the job.
When RetryStrategy
is specified in the job request, MaxWaitTimeInSeconds
specifies the maximum time for all of the attempts in total, not each individual attempt.
public StoppingCondition withMaxWaitTimeInSeconds(Integer maxWaitTimeInSeconds)
The maximum length of time, in seconds, that a managed Spot training job has to complete. It is the amount of
time spent waiting for Spot capacity plus the amount of time the job can run. It must be equal to or greater than
MaxRuntimeInSeconds
. If the job does not complete during this time, SageMaker ends the job.
When RetryStrategy
is specified in the job request, MaxWaitTimeInSeconds
specifies the
maximum time for all of the attempts in total, not each individual attempt.
maxWaitTimeInSeconds
- The maximum length of time, in seconds, that a managed Spot training job has to complete. It is the amount
of time spent waiting for Spot capacity plus the amount of time the job can run. It must be equal to or
greater than MaxRuntimeInSeconds
. If the job does not complete during this time, SageMaker
ends the job.
When RetryStrategy
is specified in the job request, MaxWaitTimeInSeconds
specifies the maximum time for all of the attempts in total, not each individual attempt.
public String toString()
toString
in class Object
Object.toString()
public StoppingCondition clone()
public void marshall(ProtocolMarshaller protocolMarshaller)
StructuredPojo
ProtocolMarshaller
.marshall
in interface StructuredPojo
protocolMarshaller
- Implementation of ProtocolMarshaller
used to marshall this object's data.