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Merge pull request Azure#1565 from Azure/release_update/Release-107
update samples from Release-107 as a part of SDK release 1.33
2 parents 5cb4651 + f61898f commit 6cc8af8

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‎configuration.ipynb‎

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"source": [
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"import azureml.core\n",
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"\n",
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"print(\"This notebook was created using version 1.32.0 of the Azure ML SDK\")\n",
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"print(\"This notebook was created using version 1.33.0 of the Azure ML SDK\")\n",
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"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
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]
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},

‎how-to-use-azureml/automated-machine-learning/automl_env.yml‎

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- pip:
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# Required packages for AzureML execution, history, and data preparation.
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- azureml-widgets~=1.32.0
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- azureml-widgets~=1.33.0
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- pytorch-transformers==1.0.0
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- spacy==2.1.8
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- https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz
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- -r https://automlresources-prod.azureedge.net/validated-requirements/1.32.0/validated_win32_requirements.txt [--no-deps]
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- -r https://automlresources-prod.azureedge.net/validated-requirements/1.33.0/validated_win32_requirements.txt [--no-deps]
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- arch==4.14

‎how-to-use-azureml/automated-machine-learning/automl_env_linux.yml‎

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- pip:
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# Required packages for AzureML execution, history, and data preparation.
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- azureml-widgets~=1.32.0
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- azureml-widgets~=1.33.0
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- pytorch-transformers==1.0.0
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- spacy==2.1.8
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- https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz
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- -r https://automlresources-prod.azureedge.net/validated-requirements/1.32.0/validated_linux_requirements.txt [--no-deps]
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- -r https://automlresources-prod.azureedge.net/validated-requirements/1.33.0/validated_linux_requirements.txt [--no-deps]
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- arch==4.14

‎how-to-use-azureml/automated-machine-learning/automl_env_mac.yml‎

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- pip:
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# Required packages for AzureML execution, history, and data preparation.
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- azureml-widgets~=1.32.0
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- azureml-widgets~=1.33.0
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- pytorch-transformers==1.0.0
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- spacy==2.1.8
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- https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz
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- -r https://automlresources-prod.azureedge.net/validated-requirements/1.32.0/validated_darwin_requirements.txt [--no-deps]
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- -r https://automlresources-prod.azureedge.net/validated-requirements/1.33.0/validated_darwin_requirements.txt [--no-deps]
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- arch==4.14

‎how-to-use-azureml/automated-machine-learning/classification-bank-marketing-all-features/auto-ml-classification-bank-marketing-all-features.ipynb‎

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@@ -86,7 +86,6 @@
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"import azureml.core\n",
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"from azureml.core.experiment import Experiment\n",
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"from azureml.core.workspace import Workspace\n",
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"from azureml.automl.core.featurization import FeaturizationConfig\n",
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"from azureml.core.dataset import Dataset\n",
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"from azureml.train.automl import AutoMLConfig\n",
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"from azureml.interpret import ExplanationClient"
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"metadata": {},
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"outputs": [],
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"source": [
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"print(\"This notebook was created using version 1.32.0 of the Azure ML SDK\")\n",
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"print(\"This notebook was created using version 1.33.0 of the Azure ML SDK\")\n",
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"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
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]
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},
@@ -599,27 +598,21 @@
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"from azureml.automl.core.onnx_convert import OnnxConvertConstants\n",
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"from azureml.train.automl import constants\n",
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"\n",
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"if sys.version_info < OnnxConvertConstants.OnnxIncompatiblePythonVersion:\n",
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" python_version_compatible = True\n",
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"else:\n",
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" python_version_compatible = False\n",
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"\n",
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"import onnxruntime\n",
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"from azureml.automl.runtime.onnx_convert import OnnxInferenceHelper\n",
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"\n",
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"def get_onnx_res(run):\n",
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" res_path = 'onnx_resource.json'\n",
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" run.download_file(name=constants.MODEL_RESOURCE_PATH_ONNX, output_file_path=res_path)\n",
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" with open(res_path) as f:\n",
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" onnx_res = json.load(f)\n",
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" return onnx_res\n",
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" result = json.load(f)\n",
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" return result\n",
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"\n",
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"if python_version_compatible:\n",
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"if sys.version_info < OnnxConvertConstants.OnnxIncompatiblePythonVersion:\n",
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" test_df = test_dataset.to_pandas_dataframe()\n",
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" mdl_bytes = onnx_mdl.SerializeToString()\n",
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" onnx_res = get_onnx_res(best_run)\n",
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" onnx_result = get_onnx_res(best_run)\n",
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"\n",
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" onnxrt_helper = OnnxInferenceHelper(mdl_bytes, onnx_res)\n",
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" onnxrt_helper = OnnxInferenceHelper(mdl_bytes, onnx_result)\n",
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" pred_onnx, pred_prob_onnx = onnxrt_helper.predict(test_df)\n",
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"\n",
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" print(pred_onnx)\n",
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"source": [
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"from azureml.core.model import InferenceConfig\n",
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"from azureml.core.webservice import AciWebservice\n",
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"from azureml.core.webservice import Webservice\n",
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"from azureml.core.model import Model\n",
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"from azureml.core.environment import Environment\n",
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"\n",
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"inference_config = InferenceConfig(entry_script=script_file_name)\n",
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"\n",
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"aciconfig = AciWebservice.deploy_configuration(cpu_cores = 1, \n",
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" memory_gb = 1, \n",
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"aciconfig = AciWebservice.deploy_configuration(cpu_cores = 2, \n",
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" memory_gb = 2, \n",
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" tags = {'area': \"bmData\", 'type': \"automl_classification\"}, \n",
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" description = 'sample service for Automl Classification')\n",
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"\n",
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"metadata": {},
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"outputs": [],
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"source": [
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"import json\n",
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"import requests\n",
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"\n",
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"X_test_json = X_test.to_json(orient='records')\n",
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"source": [
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"%matplotlib notebook\n",
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"from sklearn.metrics import confusion_matrix\n",
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"import numpy as np\n",
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"import itertools\n",
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"\n",
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"cf =confusion_matrix(actual,y_pred)\n",

‎how-to-use-azureml/automated-machine-learning/classification-credit-card-fraud/auto-ml-classification-credit-card-fraud.ipynb‎

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"metadata": {},
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"outputs": [],
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"source": [
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"print(\"This notebook was created using version 1.32.0 of the Azure ML SDK\")\n",
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"print(\"This notebook was created using version 1.33.0 of the Azure ML SDK\")\n",
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"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
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]
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},

‎how-to-use-azureml/automated-machine-learning/classification-text-dnn/auto-ml-classification-text-dnn.ipynb‎

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"metadata": {},
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"outputs": [],
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"source": [
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"print(\"This notebook was created using version 1.32.0 of the Azure ML SDK\")\n",
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"print(\"This notebook was created using version 1.33.0 of the Azure ML SDK\")\n",
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"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
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]
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},

‎how-to-use-azureml/automated-machine-learning/continuous-retraining/auto-ml-continuous-retraining.ipynb‎

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"metadata": {},
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"outputs": [],
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"source": [
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"print(\"This notebook was created using version 1.32.0 of the Azure ML SDK\")\n",
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"print(\"This notebook was created using version 1.33.0 of the Azure ML SDK\")\n",
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"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
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]
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},

‎how-to-use-azureml/automated-machine-learning/experimental/classification-credit-card-fraud-local-managed/auto-ml-classification-credit-card-fraud-local-managed.ipynb‎

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"metadata": {},
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"outputs": [],
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"source": [
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"print(\"This notebook was created using version 1.32.0 of the Azure ML SDK\")\n",
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"print(\"This notebook was created using version 1.33.0 of the Azure ML SDK\")\n",
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"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
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]
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},

‎how-to-use-azureml/automated-machine-learning/experimental/regression-model-proxy/auto-ml-regression-model-proxy.ipynb‎

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"metadata": {},
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"outputs": [],
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"source": [
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"print(\"This notebook was created using version 1.32.0 of the Azure ML SDK\")\n",
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"print(\"This notebook was created using version 1.33.0 of the Azure ML SDK\")\n",
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"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
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]
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},

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