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Merged
jpe316 merged 1 commit into from
Sep 10, 2019
Merged

Update register_model.py #65

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23 changes: 3 additions & 20 deletions code/register/register_model.py
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Original file line number Diff line number Diff line change
Expand Up @@ -27,7 +27,6 @@
import json
import sys
from azureml.core import Run
from azureml.core.model import Model
import argparse

from azureml.core.authentication import AzureCliAuthentication
Expand Down Expand Up @@ -90,33 +89,17 @@
names = run.get_file_names
names()
print("Run ID for last run: {}".format(run_id))
model_local_dir = "model"
os.makedirs(model_local_dir, exist_ok=True)

# Download Model to Project root directory
# model_name = "sklearn_regression_model.pkl"
run.download_file(
name="./outputs/" + model_name, output_file_path="./model/" + model_name
)
print("Downloaded model {} to Project root directory".format(model_name))
os.chdir("./model")
model = Model.register(
model_path=model_name, # this points to a local file
model_name=model_name, # this is the name the model is registered as
tags={"area": "diabetes", "type": "regression", "run_id": run_id},
description="Regression model for diabetes dataset",
workspace=ws,
)
model = run.register_model(model_name=model_name,
model_path="./outputs/" + model_name,
tags={"area": "diabetes", "type": "regression"})
os.chdir("..")
print(
"Model registered: {} \nModel Description: {} \nModel Version: {}".format(
model.name, model.description, model.version
)
)

# Remove the evaluate.json as we no longer need it
# os.remove("aml_config/evaluate.json")

# Writing the registered model details to /aml_config/model.json
model_json = {}
model_json["model_name"] = model.name
Expand Down