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create_tpu_topology.py
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75 lines (63 loc) · 2.28 KB
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# Copyright 2024 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import os
from google.cloud.tpu_v2 import Node
def create_cloud_tpu_with_topology(
project_id: str,
zone: str,
tpu_name: str,
runtime_version: str = "tpu-vm-tf-2.17.0-pjrt",
) -> Node:
"""Creates a Cloud TPU node with a specific topology.
Args:
project_id (str): The ID of the Google Cloud project.
zone (str): The zone where the TPU node will be created.
tpu_name (str): The name of the TPU node.
runtime_version (str, optional): The runtime version for the TPU.
Returns:
Node: The created TPU node.
"""
# [START tpu_vm_create_topology]
from google.cloud import tpu_v2
# TODO(developer): Update and un-comment below lines
# project_id = "your-project-id"
# zone = "us-central1-b"
# tpu_name = "tpu-name"
# runtime_version = "tpu-vm-tf-2.17.0-pjrt"
node = tpu_v2.Node()
# Here we are creating a TPU v3-8 with 2x2 topology.
node.accelerator_config = tpu_v2.AcceleratorConfig(
type_=tpu_v2.AcceleratorConfig.Type.V2,
topology="2x2",
)
node.runtime_version = runtime_version
request = tpu_v2.CreateNodeRequest(
parent=f"projects/{project_id}/locations/{zone}",
node_id=tpu_name,
node=node,
)
client = tpu_v2.TpuClient()
operation = client.create_node(request=request)
print("Waiting for operation to complete...")
response = operation.result()
print(response.accelerator_config)
# Example response:
# type_: V3
# topology: "2x2"
# [END tpu_vm_create_topology]
return response
if __name__ == "__main__":
PROJECT_ID = os.getenv("GOOGLE_CLOUD_PROJECT")
ZONE = "us-central1-a"
create_cloud_tpu_with_topology(PROJECT_ID, ZONE, "tpu-name")