From d8e29ccdfdb3969d7220d27e8cdd62abe8cc4ae0 Mon Sep 17 00:00:00 2001
From: JennyPopova <41321295+JennyPopova@users.noreply.github.com>
Date: Tue, 14 Dec 2021 20:56:50 +0100
Subject: [PATCH] JP aks deployment fix (#388)
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* Change AKS deployment configuration

Deployment config changed from 1CPU/4GB to 0.5CPU/2GB so it fits a AKS created with default parameters

* Update custom_model.md

Co-authored-by: João Pedro Martins <lokijota@users.noreply.github.com>
---
 diabetes_regression/scoring/deployment_config_aks.yml | 4 ++--
 docs/custom_model.md                                  | 1 +
 2 files changed, 3 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
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