playing around

This commit is contained in:
Sheri Gilley
2018-10-17 10:46:33 -05:00
parent 96c59d5c2b
commit 111f5e8d73

View File

@@ -6,10 +6,11 @@ print('SDK version' + azureml.core.VERSION)
# PREREQ: load workspace info
# import azureml.core
#region load-workspace
# <load>
from azureml.core import Workspace
ws = Workspace.from_config()
#endregion
# </load>
scorepy_content = "import json\nimport numpy as np\nimport os\nimport pickle\nfrom sklearn.externals import joblib\nfrom sklearn.linear_model import LogisticRegression\n\nfrom azureml.core.model import Model\n\ndef init():\n global model\n # retreive the path to the model file using the model name\n model_path = Model.get_model_path('sklearn_mnist')\n model = joblib.load(model_path)\n\ndef run(raw_data):\n data = np.array(json.loads(raw_data)['data'])\n # make prediction\n y_hat = model.predict(data)\n return json.dumps(y_hat.tolist())"
print(scorepy_content)
@@ -26,7 +27,7 @@ myenv.add_conda_package("scikit-learn")
with open("myenv.yml","w") as f:
f.write(myenv.serialize_to_string())
#Region config-image
#<config-image?
from azureml.core.image import ContainerImage
image_config = ContainerImage.image_configuration(execution_script = "score.py",
@@ -35,7 +36,7 @@ image_config = ContainerImage.image_configuration(execution_script = "score.py",
description = "Image with mnist model",
tags = {"data": "mnist", "type": "classification"}
)
#End Region
#</config-image>
# <config-aci>
from azureml.core.webservice import AciWebservice