Instance types available for use with Studio Classic (original) (raw)
Important
As of November 30, 2023, the previous Amazon SageMaker Studio experience is now named Amazon SageMaker Studio Classic. The following section is specific to using the Studio Classic application. For information about using the updated Studio experience, see Amazon SageMaker Studio.
Amazon SageMaker Studio Classic notebooks run on Amazon Elastic Compute Cloud (Amazon EC2) instances. The following Amazon EC2 instance types are available for use with Studio Classic notebooks. For detailed information on which instance types fit your use case, and their performance capabilities, see Amazon Elastic Compute Cloud Instance types. For information about pricing for these instance types, see Amazon EC2 Pricing.
For information about available Amazon SageMaker Notebook Instance types, see CreateNotebookInstance.
Note
For most use cases, you should use a ml.t3.medium. This is the default instance type for CPU-based SageMaker images, and is available as part of the AWS Free Tier.
CPU instances
The following table lists the Amazon EC2 CPU instance types with no GPU attached that are available for use with Studio Classic notebooks. It also lists information about the specifications of each instance type. The default instance type for CPU-based images isml.t3.medium.
For detailed information on which instance types fit your use case, and their performance capabilities, see Amazon Elastic Compute Cloud Instance types. For information about pricing for these instance types, seeAmazon EC2 Pricing.
CPU instances
| Instance | Use case | Fast launch | vCPU | Memory (GiB) | Instance Storage (GB) |
|---|---|---|---|---|---|
| ml.t3.medium | General purpose | Yes | 2 | 4 | Amazon EBS Only |
| ml.t3.large | General purpose | No | 2 | 8 | Amazon EBS Only |
| ml.t3.xlarge | General purpose | No | 4 | 16 | Amazon EBS Only |
| ml.t3.2xlarge | General purpose | No | 8 | 32 | Amazon EBS Only |
| ml.m5.large | General purpose | Yes | 2 | 8 | Amazon EBS Only |
| ml.m5.xlarge | General purpose | No | 4 | 16 | Amazon EBS Only |
| ml.m5.2xlarge | General purpose | No | 8 | 32 | Amazon EBS Only |
| ml.m5.4xlarge | General purpose | No | 16 | 64 | Amazon EBS Only |
| ml.m5.8xlarge | General purpose | No | 32 | 128 | Amazon EBS Only |
| ml.m5.12xlarge | General purpose | No | 48 | 192 | Amazon EBS Only |
| ml.m5.16xlarge | General purpose | No | 64 | 256 | Amazon EBS Only |
| ml.m5.24xlarge | General purpose | No | 96 | 384 | Amazon EBS Only |
| ml.m5d.large | General purpose | No | 2 | 8 | 1 x 75 NVMe SSD |
| ml.m5d.xlarge | General purpose | No | 4 | 16 | 1 x 150 NVMe SSD |
| ml.m5d.2xlarge | General purpose | No | 8 | 32 | 1 x 300 NVMe SSD |
| ml.m5d.4xlarge | General purpose | No | 16 | 64 | 2 x 300 NVMe SSD |
| ml.m5d.8xlarge | General purpose | No | 32 | 128 | 2 x 600 NVMe SSD |
| ml.m5d.12xlarge | General purpose | No | 48 | 192 | 2 x 900 NVMe SSD |
| ml.m5d.16xlarge | General purpose | No | 64 | 256 | 4 x 600 NVMe SSD |
| ml.m5d.24xlarge | General purpose | No | 96 | 384 | 4 x 900 NVMe SSD |
| ml.c5.large | Compute optimized | Yes | 2 | 4 | Amazon EBS Only |
| ml.c5.xlarge | Compute optimized | No | 4 | 8 | Amazon EBS Only |
| ml.c5.2xlarge | Compute optimized | No | 8 | 16 | Amazon EBS Only |
| ml.c5.4xlarge | Compute optimized | No | 16 | 32 | Amazon EBS Only |
| ml.c5.9xlarge | Compute optimized | No | 36 | 72 | Amazon EBS Only |
| ml.c5.12xlarge | Compute optimized | No | 48 | 96 | Amazon EBS Only |
| ml.c5.18xlarge | Compute optimized | No | 72 | 144 | Amazon EBS Only |
| ml.c5.24xlarge | Compute optimized | No | 96 | 192 | Amazon EBS Only |
| ml.r5.large | Memory optimized | No | 2 | 16 | Amazon EBS Only |
| ml.r5.xlarge | Memory optimized | No | 4 | 32 | Amazon EBS Only |
| ml.r5.2xlarge | Memory optimized | No | 8 | 64 | Amazon EBS Only |
| ml.r5.4xlarge | Memory optimized | No | 16 | 128 | Amazon EBS Only |
| ml.r5.8xlarge | Memory optimized | No | 32 | 256 | Amazon EBS Only |
| ml.r5.12xlarge | Memory optimized | No | 48 | 384 | Amazon EBS Only |
| ml.r5.16xlarge | Memory optimized | No | 64 | 512 | Amazon EBS Only |
| ml.r5.24xlarge | Memory optimized | No | 96 | 768 | Amazon EBS Only |
Instances with 1 or more GPUs
The following table lists the Amazon EC2 instance types with 1 or more GPUs attached that are available for use with Studio Classic notebooks. It also lists information about the specifications of each instance type. The default instance type for GPU-based images isml.g4dn.xlarge.
For detailed information on which instance types fit your use case, and their performance capabilities, see Amazon Elastic Compute Cloud Instance types. For information about pricing for these instance types, seeAmazon EC2 Pricing.
Instances with 1 or more GPUs
| Instance | Use case | Fast launch | GPUs | vCPU | Memory (GiB) | GPU Memory (GiB) | Instance Storage (GB) |
|---|---|---|---|---|---|---|---|
| ml.p3.2xlarge | Accelerated computing | No | 1 | 8 | 61 | 16 | Amazon EBS Only |
| ml.p3.8xlarge | Accelerated computing | No | 4 | 32 | 244 | 64 | Amazon EBS Only |
| ml.p3.16xlarge | Accelerated computing | No | 8 | 64 | 488 | 128 | Amazon EBS Only |
| ml.p3dn.24xlarge | Accelerated computing | No | 8 | 96 | 768 | 256 | 2 x 900 NVMe SSD |
| ml.p4d.24xlarge | Accelerated computing | No | 8 | 96 | 1152 | 320 GB HBM2 | 8 x 1000 NVMe SSD |
| ml.p4de.24xlarge | Accelerated computing | No | 8 | 96 | 1152 | 640 GB HBM2e | 8 x 1000 NVMe SSD |
| ml.g4dn.xlarge | Accelerated computing | Yes | 1 | 4 | 16 | 16 | 1 x 125 NVMe SSD |
| ml.g4dn.2xlarge | Accelerated computing | No | 1 | 8 | 32 | 16 | 1 x 225 NVMe SSD |
| ml.g4dn.4xlarge | Accelerated computing | No | 1 | 16 | 64 | 16 | 1 x 225 NVMe SSD |
| ml.g4dn.8xlarge | Accelerated computing | No | 1 | 32 | 128 | 16 | 1 x 900 NVMe SSD |
| ml.g4dn.12xlarge | Accelerated computing | No | 4 | 48 | 192 | 64 | 1 x 900 NVMe SSD |
| ml.g4dn.16xlarge | Accelerated computing | No | 1 | 64 | 256 | 16 | 1 x 900 NVMe SSD |
| ml.g5.xlarge | Accelerated computing | No | 1 | 4 | 16 | 24 | 1 x 250 NVMe SSD |
| ml.g5.2xlarge | Accelerated computing | No | 1 | 8 | 32 | 24 | 1 x 450 NVMe SSD |
| ml.g5.4xlarge | Accelerated computing | No | 1 | 16 | 64 | 24 | 1 x 600 NVMe SSD |
| ml.g5.8xlarge | Accelerated computing | No | 1 | 32 | 128 | 24 | 1 x 900 NVMe SSD |
| ml.g5.12xlarge | Accelerated computing | No | 4 | 48 | 192 | 96 | 1 x 3800 NVMe SSD |
| ml.g5.16xlarge | Accelerated computing | No | 1 | 64 | 256 | 24 | 1 x 1900 NVMe SSD |
| ml.g5.24xlarge | Accelerated computing | No | 4 | 96 | 384 | 96 | 1 x 3800 NVMe SSD |
| ml.g5.48xlarge | Accelerated computing | No | 8 | 192 | 768 | 192 | 2 x 3800 NVMe SSD |