update samples from Release-60 as a part of SDK release
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@@ -413,7 +413,7 @@
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"\n",
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"In this tutorial, the target is AmlCompute. All files in the script folder are uploaded into the cluster nodes for execution. The data_folder is set to use the dataset.\n",
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"\n",
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"First, create the environment that contains: the scikit-learn library, azureml-dataprep required for accessing the dataset, and azureml-defaults which contains the dependencies for logging metrics. The azureml-defaults also contains the dependencies required for deploying the model as a web service later in the part 2 of the tutorial.\n",
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"First, create the environment that contains: the scikit-learn library, azureml-dataset-runtime required for accessing the dataset, and azureml-defaults which contains the dependencies for logging metrics. The azureml-defaults also contains the dependencies required for deploying the model as a web service later in the part 2 of the tutorial.\n",
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"\n",
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"Once the environment is defined, register it with the Workspace to re-use it in part 2 of the tutorial."
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]
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@@ -429,7 +429,7 @@
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"\n",
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"# to install required packages\n",
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"env = Environment('tutorial-env')\n",
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"cd = CondaDependencies.create(pip_packages=['azureml-dataprep[pandas,fuse]>=1.1.14', 'azureml-defaults'], conda_packages = ['scikit-learn==0.22.1'])\n",
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"cd = CondaDependencies.create(pip_packages=['azureml-dataset-runtime[pandas,fuse]', 'azureml-defaults'], conda_packages = ['scikit-learn==0.22.1'])\n",
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"\n",
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"env.python.conda_dependencies = cd\n",
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"\n",
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@@ -65,7 +65,7 @@
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"\n",
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"# to install required packages\n",
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"env = Environment('tutorial-env')\n",
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"cd = CondaDependencies.create(pip_packages=['azureml-dataprep[pandas,fuse]>=1.1.14', 'azureml-defaults'], conda_packages = ['scikit-learn==0.22.1'])\n",
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"cd = CondaDependencies.create(pip_packages=['azureml-dataset-runtime[pandas,fuse]', 'azureml-defaults'], conda_packages = ['scikit-learn==0.22.1'])\n",
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"\n",
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"env.python.conda_dependencies = cd\n",
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"\n",
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@@ -81,8 +81,8 @@
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"from azureml.core.conda_dependencies import CondaDependencies\n",
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"\n",
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"# to install required packages\n",
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"env = Environment('tutorial-env')\n",
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"cd = CondaDependencies.create(pip_packages=['azureml-dataprep[pandas,fuse]>=1.1.14', 'azureml-defaults', 'azure-storage-blob', 'encrypted-inference==0.9'], conda_packages = ['scikit-learn==0.22.1'])\n",
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"env = Environment('tutorial-encryption-env')\n",
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"cd = CondaDependencies.create(pip_packages=['azureml-dataset-runtime[pandas,fuse]', 'azureml-defaults', 'azure-storage-blob', 'encrypted-inference==0.9'], conda_packages = ['scikit-learn==0.22.1'])\n",
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"\n",
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"env.python.conda_dependencies = cd\n",
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"\n",
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@@ -282,7 +282,7 @@
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"ws = Workspace.from_config()\n",
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"model = Model(ws, 'sklearn_mnist')\n",
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"\n",
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"myenv = Environment.get(workspace=ws, name=\"tutorial-env\")\n",
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"myenv = Environment.get(workspace=ws, name=\"tutorial-encryption-env\")\n",
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"inference_config = InferenceConfig(entry_script=\"score.py\", environment=myenv)\n",
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"\n",
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"service_name = 'sklearn-mnist-svc-' + str(uuid.uuid4())[:4]\n",
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