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79 changes: 79 additions & 0 deletions tpu/create_tpu_spot.py
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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_tpu_with_spot(
project_id: str,
zone: str,
tpu_name: str,
tpu_type: str = "v2-8",
runtime_version: str = "tpu-vm-tf-2.17.0-pjrt",
) -> Node:
"""Creates a Cloud TPU node.
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.
tpu_type (str, optional): The type of TPU to create.
runtime_version (str, optional): The runtime version for the TPU.
Returns:
Node: The created TPU node.
"""
# [START tpu_vm_create_spot]
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"
# tpu_type = "v2-8"
# runtime_version = "tpu-vm-tf-2.17.0-pjrt"

# Create a TPU node
node = tpu_v2.Node()
node.accelerator_type = tpu_type
# To see available runtime version use command:
# gcloud compute tpus versions list --zone={ZONE}
node.runtime_version = runtime_version

# TODO: Wait for update of library to change preemptible to spot=True
node.scheduling_config = tpu_v2.SchedulingConfig(preemptible=True)

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.scheduling_config)
# Example response:
# TODO: Update the response to include the scheduling config

# [END tpu_vm_create_spot]
return response


if __name__ == "__main__":
PROJECT_ID = os.getenv("GOOGLE_CLOUD_PROJECT")
ZONE = "us-central1-b"
create_tpu_with_spot(PROJECT_ID, ZONE, "tpu-with-spot")