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Azure AutoML not working properly in Tutorial-NYCTaxi python notebook

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Beschreibung

Hi, the sample on https://github.com/Azure/MachineLearningNotebooks/tree/master/tutorials/regression-automl-nyc-taxi-data
Seems not to be working now "out of the box" and failing when invoking AutoML...

Concretely, when on the step "Train the automatic regression model" right on submitting the AutoML experiment - it was working before, so seems recent/due to some changes), upon executing this cell:
```
from azureml.core.experiment import Experiment
experiment = Experiment(ws, "Tutorial-NYCTaxi")
local_run = experiment.submit(automl_config, show_output=True)
```

theres happens a ValidationException "ValidationException: ValidationException: Message: Install the required versions of packages using the requirements file. Requirements file location: /anaconda/envs/azureml_py38/lib/python3.8/site-packages/azureml/automl/core/validated_linux_requirements.txt. Alternatively, use remote target to avoid dependency management. Package name/Required version/Installed version azureml-automl-runtime/scipy<=1.5.2,>=1.0.0/scipy 1.5.3 azureml-automl-runtime/scikit-learn<0.23.0,>=0.19.0/scikit-learn 1.0.2 azureml-train-automl-runtime/scipy<=1.5.2,>=1.0.0/scipy 1.5.3 azureml-train-automl-runtime/scikit-learn<0.23.0,>=0.19.0/scikit-learn 1.0.2 InnerException: None ErrorResponse { "error": { "code": "UserError", "message": "Install the required versions of packages using the requirements file. Requirements file location: /anaconda/envs/azureml_py38/lib/python3.8/site-packages/azureml/automl/core/validated_linux_requirements.txt. Alternatively, use remote target to avoid dependency management. \nPackage name/Required version/Installed version\nazureml-automl-runtime/scipy<=1.5.2,>=1.0.0/scipy 1.5.3\nazureml-automl-runtime/scikit-learn<0.23.0,>=0.19.0/scikit-learn 1.0.2\nazureml-train-automl-runtime/scipy<=1.5.2,>=1.0.0/scipy 1.5.3\nazureml-train-automl-runtime/scikit-learn<0.23.0,>=0.19.0/scikit-learn 1.0.2", "target": "azureml-automl-runtime,azureml-train-automl-runtime", "inner_error": { "code": "NotSupported", "inner_error": { "code": "IncompatibleOrMissingDependency" } }, "reference_code": "435ab938-fd87-49bc-932e-6eec0d6aee4f" } }"

I am executing this using a default compute instance and the Python 3.8 kernel with AzureML.
It fails with the experiment.submit, experiment.submit(automl_config, show_output=True)

I tried to install the referred requirements file, but cannot be found "pip install -r /anaconda/envs/azureml_py38/lib/python3.8/site-packages/azureml/automl/core/validated_linux_requirements.tx"

How can I resolve the dependencies properly? Earlier times it worked as a charm, without issues...

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Rechercherichtung

Beginne mit tutorials/regression-automl-nyc-taxi-data und dem Schritt „Train the automatic regression model“. Untersuche anschließend den fehlschlagenden Aufruf von experiment.submit und die gemeldeten Paketversionen in der Python-3.8-Azure-ML-Umgebung. Als abgeschlossen gilt die Aufgabe, wenn das Tutorial das AutoML-Experiment ohne den inkompatiblen Abhängigkeitsfehler von scipy und scikit-learn übermittelt.

Vom Indexierungsmodell aus dem Issue-Text verfasst.

Bewertung

Tech-Stack
azure, jupyter-notebook, python
Bereich
cloud, machine-learning
Issue-Typ
Bug
Schwierigkeit
3/5
Geschätzter Aufwand
1-2 Tage
Aktivitätsstatus
Veraltet
Klarheit
Größtenteils klar
Anfängerfreundlichkeit
25/100

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