Merge pull request Azure#87 from rastala/master

Update to version 0.1.80

Author: rastala

00.configuration.ipynb

@@ -140,7 +140,7 @@
     "* Your subscription id\n",
     "* The resource group name\n",
     "\n",
-    "**Note**: As with other Azure services, there are limits on certain resources (for eg. BatchAI cluster size) associated with the Azure Machine Learning service. Please read [this article](https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-manage-quotas) on the default limits and how to request more quota."
+    "**Note**: As with other Azure services, there are limits on certain resources (for eg. AmlCompute quota) associated with the Azure Machine Learning service. Please read [this article](https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-manage-quotas) on the default limits and how to request more quota."
    ]
   },
   {
@@ -210,7 +210,7 @@
    "source": [
     "## Create compute resources for your training experiments\n",
     "\n",
-    "Many of the subsequent examples use BatchAI clusters to train models at scale. To create a **CPU** cluster now, run the cell below. The autoscale settings mean that the cluster will scale down to 0 nodes when inactive and up to 4 nodes when busy."
+    "Many of the subsequent examples use Azure Machine Learning managed compute (AmlCompute) to train models at scale. To create a **CPU** cluster now, run the cell below. The autoscale settings mean that the cluster will scale down to 0 nodes when inactive and up to 4 nodes when busy."
    ]
   },
   {
@@ -219,7 +219,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from azureml.core.compute import ComputeTarget, BatchAiCompute\n",
+    "from azureml.core.compute import ComputeTarget, AmlCompute\n",
     "from azureml.core.compute_target import ComputeTargetException\n",
     "\n",
     "# Choose a name for your CPU cluster\n",
@@ -230,10 +230,8 @@
     "    cpu_cluster = ComputeTarget(workspace=ws, name=cpu_cluster_name)\n",
     "    print('Found existing cluster, use it.')\n",
     "except ComputeTargetException:\n",
-    "    compute_config = BatchAiCompute.provisioning_configuration(vm_size='STANDARD_D2_V2', \n",
-    "                                                                autoscale_enabled=True,\n",
-    "                                                                cluster_min_nodes=0, \n",
-    "                                                                cluster_max_nodes=4)\n",
+    "    compute_config = AmlCompute.provisioning_configuration(vm_size='STANDARD_D2_V2',\n",
+    "                                                           max_nodes=4)\n",
     "    cpu_cluster = ComputeTarget.create(ws, cpu_cluster_name, compute_config)\n",
     "\n",
     "cpu_cluster.wait_for_completion(show_output=True)"
@@ -252,7 +250,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from azureml.core.compute import ComputeTarget, BatchAiCompute\n",
+    "from azureml.core.compute import ComputeTarget, AmlCompute\n",
     "from azureml.core.compute_target import ComputeTargetException\n",
     "\n",
     "# Choose a name for your GPU cluster\n",
@@ -263,10 +261,8 @@
     "    gpu_cluster = ComputeTarget(workspace=ws, name=gpu_cluster_name)\n",
     "    print('Found existing cluster, use it.')\n",
     "except ComputeTargetException:\n",
-    "    compute_config = BatchAiCompute.provisioning_configuration(vm_size='STANDARD_NC6', \n",
-    "                                                                autoscale_enabled=True,\n",
-    "                                                                cluster_min_nodes=0, \n",
-    "                                                                cluster_max_nodes=4)\n",
+    "    compute_config = AmlCompute.provisioning_configuration(vm_size='STANDARD_NC6',\n",
+    "                                                           max_nodes=4)\n",
     "    gpu_cluster = ComputeTarget.create(ws, gpu_cluster_name, compute_config)\n",
     "\n",
     "gpu_cluster.wait_for_completion(show_output=True)"
@@ -309,7 +305,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.6"
+   "version": "3.6.2"
   }
  },
  "nbformat": 4,