From 9caa63a6709a6994139594901f217e3ba218d536 Mon Sep 17 00:00:00 2001
From: JennyPopova <41321295+JennyPopova@users.noreply.github.com>
Date: Tue, 14 Dec 2021 18:34:20 +0100
Subject: [PATCH 1/2] Change AKS deployment configuration

Deployment config changed from 1CPU/4GB to 0.5CPU/2GB so it fits a AKS created with default parameters
---
 diabetes_regression/scoring/deployment_config_aks.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/diabetes_regression/scoring/deployment_config_aks.yml b/diabetes_regression/scoring/deployment_config_aks.yml
index 1299dc9d..cd81009d 100644
--- a/diabetes_regression/scoring/deployment_config_aks.yml
+++ b/diabetes_regression/scoring/deployment_config_aks.yml
@@ -7,8 +7,8 @@ autoScaler:
     targetUtilization: 70
 authEnabled: True
 containerResourceRequirements:
-    cpu: 1
-    memoryInGB: 4
+    cpu: 0.5
+    memoryInGB: 2
 appInsightsEnabled: True
 scoringTimeoutMs: 5000
 maxConcurrentRequestsPerContainer: 2

From d4696ed0d157236fb456c436e64984a475e64c68 Mon Sep 17 00:00:00 2001
From: JennyPopova <41321295+JennyPopova@users.noreply.github.com>
Date: Tue, 14 Dec 2021 18:41:11 +0100
Subject: [PATCH 2/2] Update custom_model.md

---
 docs/custom_model.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/custom_model.md b/docs/custom_model.md
index 5c7f8f4a..28a15d78 100644
--- a/docs/custom_model.md
+++ b/docs/custom_model.md
@@ -97,6 +97,7 @@ If you want to keep scoring:
 1. Update or replace `[project name]/scoring/score.py`
 1. Add any dependencies required by scoring to `[project name]/conda_dependencies.yml`
 1. Modify the test cases in the `ml_service/util/smoke_test_scoring_service.py` script to match the schema of the training features in your data
+1. Check and modify [project name]/scoring/deployment_config_aks.yml if AKS deployment is planned. The deployment configuration shall suit custom model as well as AKS cluster size.
 
 # Configure Custom Batch Scoring