Azure / Azure/MachineLearningNotebooks

Azure AutoML not working properly in Tutorial-NYCTaxi python notebook

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Descripción

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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Línea de trabajo

Comienza con tutorials/regression-automl-nyc-taxi-data y el paso “Train the automatic regression model”, después inspecciona la llamada fallida a experiment.submit y las versiones de los paquetes indicadas en el entorno de Azure ML con Python 3.8. Se considera completado cuando el tutorial envía el experimento de AutoML sin el error de dependencia incompatible de scipy y scikit-learn.

Escrito por el modelo de indexación a partir del texto del issue.

Evaluación

Stack tecnológico
azure, jupyter-notebook, python
Área
cloud, machine-learning
Tipo de issue
Error
Dificultad
3/5
Tiempo estimado
1-2 días
Estado de actividad
Estancado
Claridad
Bastante claro
Aptitud para principiantes
25/100

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