Testing azure ml workspace deployment

 

This is a sample script to run for testing an azure ml workspace deployment. For further information about the workspace, please visit IaCResolutionsPart38.docx

import azureml.core

import pandas as pd

import numpy as np

import logging

print("Azure ML SDK Version:", azureml.core.VERSION)

 

from azureml.core import Workspace, Experiment

workspace = Workspace.from_config()

experiment = Experiment(workspace, "automl_bikeshare_forecast")

 

from azureml.core.compute import AmlCompute, ComputeTarget

amlcompute_cluster_name="cpu-cluster"

provisioning_config = AmlCompute.provisioning_configuration(vm_size="STANDARD_D2_V2", max_nodes=1)

compute_target = ComputeTarget.create(workspace, amlcompute_cluster_name, provisioning_config)

compute_target.wait_for_completion(show_output=True, min_node_count=None, timeout_in_minutes=20)

 

compute_target.delete()

compute_target.wait_for_completion(show_output=True, min_node_count=None, timeout_in_minutes=20)

The result of running a script like above should be a successful creation of a compute cluster similar to what’s shown here:

{'id': '/subscriptions/656e67c6-f810-4ea6-8b89-636dd0b6774c/resourceGroups/rg-temp/providers/Microsoft.MachineLearningServices/workspaces/amltemp1/computes/cpu-cluster',

 'name': 'cpu-cluster',

 'type': 'Microsoft.MachineLearningServices/workspaces/computes',

 'location': 'centralus',

 'tags': {},

 'properties': {'createdOn': '2023-11-06T00:21:48.6348786+00:00',

  'modifiedOn': '2023-11-06T00:22:13.9257782+00:00',

  'disableLocalAuth': False,

  'description': None,

  'resourceId': None,

  'computeType': 'AmlCompute',

  'computeLocation': 'centralus',

  'provisioningState': 'Succeeded',

  'provisioningErrors': None,

  'provisioningWarnings': {},

  'isAttachedCompute': False,

  'properties': {'vmSize': 'STANDARD_D2_V2',

   'vmPriority': 'Dedicated',

   'scaleSettings': {'maxNodeCount': 1,

    'minNodeCount': 0,

    'nodeIdleTimeBeforeScaleDown': 'PT30M'},

   'subnet': None,

   'currentNodeCount': 0,

   'targetNodeCount': 0,

   'nodeStateCounts': {'preparingNodeCount': 0,

    'runningNodeCount': 0,

    'idleNodeCount': 0,

    'unusableNodeCount': 0,

    'leavingNodeCount': 0,

    'preemptedNodeCount': 0},

   'allocationState': 'Steady',

   'allocationStateTransitionTime': '2023-11-06T00:22:12.801+00:00',

   'errors': None,

   'remoteLoginPortPublicAccess': 'Enabled',

   'osType': 'Linux',

   'virtualMachineImage': None,

   'enableBatchPrivateLink': False}}}