From a625ef6c198c1d87be3787be78becb158098820e Mon Sep 17 00:00:00 2001
From: Bruno Domingues <bruno.domingues@aignosi.com.br>
Date: Wed, 5 Nov 2025 21:26:58 -0300
Subject: [PATCH] SIENTIAPDE-1309: Add Helm chart documentation to README and
 update image tag in values.yaml

---
 README.md   | 42 ++++++++++++++++++++++++++++++++++++++++++
 values.yaml |  2 +-
 2 files changed, 43 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 1fa12ae..9ff060a 100644
--- a/README.md
+++ b/README.md
@@ -59,6 +59,8 @@ An enterprise-grade ML model training orchestration platform built on Temporal.
   - [Code Quality Standards](#code-quality-standards)
 - [License](#license)
 - [Support](#support)
+- [Docker](#docker)
+- [Helm Chart](#helm-chart)
 
 ## Features
 
@@ -1059,6 +1061,46 @@ $ docker login -u bruno-aignosi -p LD/IyZ4vtDI7khRYnH4HzfdTx3toorg6hlCetJM54n+AC
 $ docker push aignosi.azurecr.io/sientia-dataops-model-manager:0.0.0
 ```
 
+## Helm Chart
+
+### Reference
+
+https://www.baeldung.com/ops/kubernetes-helm
+
+### Create Helm Chart folder
+
+```shell
+# inside project root folder
+$ helm create helm-chart
+```
+
+### Helm Lint
+
+```shell
+# Firstly, this is a simple command that takes the path to a chart and runs a battery of tests to ensure that the chart is well-formed:
+$ helm lint ./helm-chart
+```
+
+### Helm Template
+
+```shell
+# Also, we've this command to render the template locally for quick feedback:
+$ helm template ./helm-chart
+```
+
+### Helm Install
+
+```shell
+# Once we've verified the chart to be fine, finally, we can run this command to install the chart into the Kubernetes cluster:
+$ helm upgrade --install mlops-bff ./helm-chart -n sientia-core
+```
+
+### Uninstall Helm Chart
+
+```shell
+$ helm uninstall mlops-bff -n sientia-core
+```
+
 ---
 
 **Note**: The Model Manager system is designed for production use in industrial ML environments. Ensure proper security configuration and network isolation for production deployments.
diff --git a/values.yaml b/values.yaml
index fc71161..d8d6f2b 100644
--- a/values.yaml
+++ b/values.yaml
@@ -13,7 +13,7 @@ image:
   # Overrides the image tag whose default is the chart appVersion.
   tag: "0.0.2"
 
-0# This is for the secrets for pulling an image from a private repository more information can be found here: https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/
+# This is for the secrets for pulling an image from a private repository more information can be found here: https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/
 imagePullSecrets:
 - name: docker-hub-secret
 # This is to override the chart name.