Azure / Azure/MachineLearningNotebooks
Azure AutoML not working properly in Tutorial-NYCTaxi python notebook
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Descrizione
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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Direzione di ricerca
Inizia da tutorials/regression-automl-nyc-taxi-data e dal passaggio “Train the automatic regression model”, quindi esamina la chiamata non riuscita a experiment.submit e le versioni dei pacchetti riportate nell’ambiente Azure ML Python 3.8. Il lavoro è completato quando il tutorial invia l’esperimento AutoML senza l’errore di dipendenze incompatibili di scipy e scikit-learn.
Scritto dal modello di indicizzazione a partire dal testo della issue.
Valutazione
- Stack tecnologico
- azure, jupyter-notebook, python
- Ambito
- cloud, machine-learning
- Tipo di issue
- Bug
- Difficoltà
- 3/5
- Tempo stimato
- 1-2 giorni
- Stato di attività
- Ferma
- Chiarezza
- Abbastanza chiara
- Idoneità per principianti
- 25/100