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https://github.com/Azure/MachineLearningNotebooks.git
synced 2025-12-20 01:27:06 -05:00
update samples from Release-80 as a part of SDK release
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@@ -199,6 +199,7 @@
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"|**n_cross_validations**|Number of cross validation splits.|\n",
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"|**training_data**|(sparse) array-like, shape = [n_samples, n_features]|\n",
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"|**label_column_name**|(sparse) array-like, shape = [n_samples, ], targets values.|\n",
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"|**scenario**|We need to set this parameter to 'Latest' to enable some experimental features. This parameter should not be set outside of this experimental notebook.|\n",
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"\n",
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"**_You can find more information about primary metrics_** [here](https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-configure-auto-train#primary-metric)"
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]
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@@ -227,6 +228,7 @@
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" compute_target = compute_target,\n",
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" training_data = train_data,\n",
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" label_column_name = label,\n",
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" scenario='Latest',\n",
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" **automl_settings\n",
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" )"
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]
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@@ -276,16 +276,17 @@
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"metadata": {},
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"outputs": [],
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"source": [
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"from azureml.exceptions import ComputeTargetException\n",
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"from azureml.core.compute import ComputeTarget, AksCompute\n",
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"from azureml.core.compute_target import ComputeTargetException\n",
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"\n",
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"aks_name = \"my-aks\"\n",
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"aks_name = \"my-aks-insights\"\n",
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"\n",
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"creating_compute = False\n",
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"try:\n",
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" aks_target = ComputeTarget(ws, aks_name)\n",
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" print(\"Using existing AKS cluster {}.\".format(aks_name))\n",
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" print(\"Using existing AKS compute target {}.\".format(aks_name))\n",
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"except ComputeTargetException:\n",
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" print(\"Creating a new AKS cluster {}.\".format(aks_name))\n",
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" print(\"Creating a new AKS compute target {}.\".format(aks_name))\n",
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"\n",
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" # Use the default configuration (can also provide parameters to customize).\n",
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" prov_config = AksCompute.provisioning_configuration()\n",
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@@ -302,7 +303,7 @@
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"outputs": [],
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"source": [
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"%%time\n",
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"if creating_compute:\n",
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"if creating_compute and aks_target.provisioning_state != \"Succeeded\":\n",
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" aks_target.wait_for_completion(show_output=True)"
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]
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},
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@@ -382,7 +383,7 @@
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" aks_service.wait_for_deployment(show_output=True)\n",
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" print(aks_service.state)\n",
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"else:\n",
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" raise ValueError(\"AKS provisioning failed. Error: \", aks_service.error)"
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" raise ValueError(\"AKS cluster provisioning failed. Error: \", aks_target.provisioning_errors)"
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]
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},
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{
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@@ -460,7 +461,9 @@
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"%%time\n",
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"aks_service.delete()\n",
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"aci_service.delete()\n",
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"model.delete()"
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"model.delete()\n",
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"if creating_compute:\n",
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" aks_target.delete()"
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]
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}
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],
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