AI Platform Notebooks V1 API - Module Google::Cloud::Notebooks::V1::ExecutionTemplate::ScaleTier (v1.1.0)

Reference documentation and code samples for the AI Platform Notebooks V1 API module Google::Cloud::Notebooks::V1::ExecutionTemplate::ScaleTier.

Required. Specifies the machine types, the number of replicas for workers and parameter servers.

Constants

SCALE_TIER_UNSPECIFIED

value: 0
Unspecified Scale Tier.

BASIC

value: 1
A single worker instance. This tier is suitable for learning how to use Cloud ML, and for experimenting with new models using small datasets.

STANDARD_1

value: 2
Many workers and a few parameter servers.

PREMIUM_1

value: 3
A large number of workers with many parameter servers.

BASIC_GPU

value: 4
A single worker instance with a K80 GPU.

BASIC_TPU

value: 5
A single worker instance with a Cloud TPU.

CUSTOM

value: 6

The CUSTOM tier is not a set tier, but rather enables you to use your own cluster specification. When you use this tier, set values to configure your processing cluster according to these guidelines:

  • You must set ExecutionTemplate.masterType to specify the type of machine to use for your master node. This is the only required setting.