在Amazon SageMaker上没有剩余空间时,可以通过以下代码示例解决:
import boto3
def increase_sagemaker_disk_size(instance_name, new_size_gb):
sagemaker_client = boto3.client('sagemaker')
# Get the current instance's details
response = sagemaker_client.describe_notebook_instance(NotebookInstanceName=instance_name)
current_disk_size_gb = response['VolumeSizeInGB']
current_disk_size_code = response['DirectInternetAccess']
# Check if there is enough space for the increase
if current_disk_size_gb >= new_size_gb:
print("There is already enough disk space allocated.")
return
# Stop the instance
sagemaker_client.stop_notebook_instance(NotebookInstanceName=instance_name)
# Update the instance's disk size
response = sagemaker_client.update_notebook_instance(
NotebookInstanceName=instance_name,
VolumeSizeInGB=new_size_gb,
DirectInternetAccess=current_disk_size_code
)
# Start the instance again
sagemaker_client.start_notebook_instance(NotebookInstanceName=instance_name)
print("Disk size has been increased to", new_size_gb, "GB.")
# Example usage
increase_sagemaker_disk_size('your-notebook-instance-name', 50)
上述代码通过调用AWS SDK(boto3)中的SageMaker客户端来更新SageMaker实例的磁盘大小。首先,它通过describe_notebook_instance函数获取当前实例的详细信息,然后检查当前磁盘大小是否已经足够。如果不够,它会停止实例,然后使用update_notebook_instance函数来更新磁盘大小,最后再启动实例。
请替换代码中的your-notebook-instance-name为您想要更新的实例的名称,并将50替换为您想要的新磁盘大小(以GB为单位)。