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Upgrade compute management to v2

  • Članak

The compute management functionally remains unchanged with the v2 development platform.

This article gives a comparison of scenarios in SDK v1 and SDK v2.

Create compute instance

  • SDK v1

    import datetime
import time

from azureml.core.compute import ComputeTarget, ComputeInstance
from azureml.core.compute_target import ComputeTargetException

# Compute Instances need to have a unique name across the region.
# Here, we create a unique name with current datetime
ci_basic_name = "basic-ci" + datetime.datetime.now().strftime("%Y%m%d%H%M")

compute_config = ComputeInstance.provisioning_configuration(
        vm_size='STANDARD_DS3_V2'
    )
    instance = ComputeInstance.create(ws, ci_basic_name , compute_config)
    instance.wait_for_completion(show_output=True)

  • SDK v2

    # Compute Instances need to have a unique name across the region.
# Here, we create a unique name with current datetime
from azure.ai.ml.entities import ComputeInstance, AmlCompute
import datetime

ci_basic_name = "basic-ci" + datetime.datetime.now().strftime("%Y%m%d%H%M")
ci_basic = ComputeInstance(name=ci_basic_name, size="STANDARD_DS3_v2", idle_time_before_shutdown_minutes="30")
ml_client.begin_create_or_update(ci_basic)

Create compute cluster

  • SDK v1

    from azureml.core.compute import ComputeTarget, AmlCompute
from azureml.core.compute_target import ComputeTargetException

# Choose a name for your CPU cluster
cpu_cluster_name = "cpucluster"
compute_config = AmlCompute.provisioning_configuration(vm_size='STANDARD_DS3_V2',
                                                           max_nodes=4)
cpu_cluster = ComputeTarget.create(ws, cpu_cluster_name, compute_config)
cpu_cluster.wait_for_completion(show_output=True)

  • SDK v2

    from azure.ai.ml.entities import AmlCompute
cpu_cluster_name = "cpucluster"
cluster_basic = AmlCompute(
    name=cpu_cluster_name,
    type="amlcompute",
    size="STANDARD_DS3_v2",
    max_instances=4
)
ml_client.begin_create_or_update(cluster_basic)

Mapping of key functionality in SDK v1 and SDK v2

Functionality in SDK v1 Rough mapping in SDK v2
Method/API in SDK v1 (use links to ref docs) Method/API in SDK v2 (use links to ref docs)

Next steps