added create workspace

create_workspace.py

@@ -0,0 +1,14 @@
+from azureml.core import Workspace
+import json
+
+with open('config.json', 'r') as f:
+    config = json.load(f)
+
+subscription_id = config['subscription_id']
+resource_group = config['resource_group']
+workspace_name = config['workspace_name']
+workspace_region = config['workspace_region']
+
+ws = Workspace.create(workspace_name, subscription_id = subscription_id, resource_group = resource_group, exist_ok=True)
+
+ws.write_config()

deployment/test_webservice.py

@@ -33,6 +33,8 @@ y_test_file = os.path.join('.', 'deployment', 'test_data', 'y_test.hkl')
 X_test = hkl.load(X_test_file)
 y_test = hkl.load(y_test_file)
 
+X_test = X_test[:10]
+y_test = y_test[:10]
 # anoms = np.where(y_test == 1)[0]
 # random_anom = np.random.choice(anoms)
 # print(random_anom)