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Update Image creation to use new package #260

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Merged
merged 2 commits into from
Apr 9, 2020
Merged

Update Image creation to use new package #260

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d4fb780
update image to package
sudivate Apr 9, 2020
3bb781d
updated package property
sudivate Apr 9, 2020
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39 changes: 13 additions & 26 deletions ml_service/util/create_scoring_image.py
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Original file line number Diff line number Diff line change
@@ -1,8 +1,8 @@
import os
import argparse
from azureml.core import Workspace
from azureml.core.image import ContainerImage, Image
from azureml.core.model import Model
from azureml.core.environment import Environment
from azureml.core.model import Model, InferenceConfig
import shutil
from ml_service.util.env_variables import Env

Expand Down Expand Up @@ -36,37 +36,24 @@
shutil.copy(os.path.join(".", sources_dir,
"conda_dependencies.yml"), path_to_scoring)
os.chdir(path_to_scoring)
image_config = ContainerImage.image_configuration(
execution_script=score_file,
runtime="python",
conda_file="conda_dependencies.yml",
description="Image with ridge regression model",
tags={"area": "diabetes_regression"},
)

image = Image.create(
name=e.image_name, models=[
model], image_config=image_config, workspace=ws
)
scoring_env = Environment.from_conda_specification(name="scoringenv", file_path="conda_dependencies.yml") # NOQA: E501
inference_config = InferenceConfig(
entry_script=score_file, environment=scoring_env)
package = Model.package(ws, [model], inference_config)
package.wait_for_creation(show_output=True)
# Display the package location/ACR path
print(package.location)

os.chdir(cwd)

image.wait_for_creation(show_output=True)

if image.creation_state != "Succeeded":
raise Exception("Image creation status: {image.creation_state}")
if package.state != "Succeeded":
raise Exception("Image creation status: {package.creation_state}")

print("{}(v.{} [{}]) stored at {} with build log {}".format(
image.name,
image.version,
image.creation_state,
image.image_location,
image.image_build_log_uri,
)
)
print("Package stored at {} with build log {}".format(package.location, package.package_build_log_uri)) # NOQA: E501

# Save the Image Location for other AzDO jobs after script is complete
if args.output_image_location_file is not None:
print("Writing image location to %s" % args.output_image_location_file)
with open(args.output_image_location_file, "w") as out_file:
out_file.write(str(image.image_location))
out_file.write(str(package.location))