Kubernetes

Kubernetes cluster which consists of the following components:

gRPC & RestAPI applications
- ASP.Net Core
- Node.JS
- Python Quart with Hypercorn ASGI/WSGI
- LLM RAG
Databases
- PostgreSQL (with vector extension)
- Neo4J
- Chroma vector database
Elasticsearch cluster
- 3 Master nodes
- 5 Slave nodes
Ollama LLM model server
Redis cluster
RabbitMQ cluster
Ethereum node which consists of:
- Executor (GETH)
- Consensus (Lodestar Beacon and Validator)

Prerequisites

Install microk8s
Install awscli
Install sops for secrets encryption/decryption.
Install helm-secrets plugin.
Run aws config to set up aws configurations and credentials

Update kubeconfig

aws eks update-kubeconfig --region <region> --name <cluster name>
The step above will update ~/.kube/config
However, microk8s.kubectl uses the config in /var/snap/microk8s/current/credentials/client.config
For local k8s cluster, cp /var/snap/microk8s/current/credentials/client.config ~/.kube/config
So, copy the EKS config from ~/.kube/config to /var/snap/microk8s/current/credentials/client.config

Set Aliases

snap alias microk8s.kubectl kubectl

List and use contexts

kubectl config get-contexts will show available clusters, both local and remote:

$ k config get-contexts
CURRENT   NAME        CLUSTER            AUTHINFO    NAMESPACE
*         mycluster   mycluster          myuser
          microk8s    microk8s-cluster   admin

kubectl config use-context to select a cluster to work with.

Helm Charts

$ helm list
NAME         	NAMESPACE	REVISION	UPDATED                                	STATUS  	CHART              	APP VERSION
common-config	default  	1       	2026-04-30 19:48:02.558336511 +0800 +08	deployed	common-config-1.0.0	1.0.0
mlflow       	default  	1       	2026-05-10 18:45:05.436044549 +0800 +08	deployed	mlflow-1.0.0       	1.0.0
neo4j        	default  	1       	2026-04-30 12:14:44.725694023 +0800 +08	deployed	Neo4J-1.0.0        	1.0.0
nodejsrestapi	default  	1       	2026-04-30 12:26:15.66047827 +0800 +08 	deployed	NodeJSRestAPI-1.0.0	1.0.0
ollama       	default  	1       	2026-04-30 19:43:59.079113432 +0800 +08	deployed	Ollama-1.0.0       	1.0.0
postgresql   	default  	2       	2026-04-30 19:52:32.278028891 +0800 +08	deployed	PostgreSQL-1.0.0   	1.0.0
pythonrestapi	default  	1       	2026-04-30 12:26:31.715122897 +0800 +08	deployed	PythonRestAPI-1.0.0	1.0.0
ragagent     	default  	1       	2026-04-30 12:27:31.357106725 +0800 +08	deployed	RAGAgent-1.0.0     	1.0.0
redis-cluster	default  	1       	2026-05-06 12:43:23.866466742 +0800 +08	deployed	RedisCluster-1.0.0 	1.0.0

Cluster Resources

$ k get all
NAME                                          READY   STATUS      RESTARTS   AGE
pod/daemonset-8s4zs                           1/1     Running     0          108m
pod/khteh-es-es-master-0                      1/1     Running     0          3m18s
pod/khteh-es-es-master-1                      1/1     Running     0          3m18s
pod/khteh-es-es-master-2                      1/1     Running     0          3m18s
pod/khteh-es-es-data-0                        1/1     Running     0          3m18s
pod/khteh-es-es-data-1                        1/1     Running     0          3m17s
pod/khteh-es-es-data-3                        1/1     Running     0          3m17s
pod/khteh-es-es-data-4                        1/1     Running     0          3m17s
pod/khteh-es-es-data-2                        1/1     Running     0          3m17s
pod/khteh-kibana-kb-fcd8b8985-rjlwc           1/1     Running     0          3m58s
pod/khteh-kibana-kb-fcd8b8985-8sp56           1/1     Running     0          3m57s
pod/kibana-0                                  1/1     Running     0          14m
pod/kibana-1                                  1/1     Running     0          14m
pod/postgresql-0                              1/1     Running     8 (4h10m ago)     3d22h
pod/chroma-0                                  1/1     Running     1 (5h50m ago)   23h
pod/neo4j-0                                   1/1     Running     0          14m
pod/nodejsrestapi-0                           2/2     Running     0          30s
pod/nodejsrestapi-1                           2/2     Running     0          30s
pod/pythonrestapi-0                           2/2     Running     0          49m
pod/pythonrestapi-1                           2/2     Running     0          49m
pod/ollama-0                                  2/2     Running     0          19m
pod/ollama-1                                  2/2     Running     0          19m
pod/rabbitmq-server-0                         1/1     Running    11         2d3h
pod/rabbitmq-server-1                         1/1     Running    11         2d3h
pod/rabbitmq-server-2                         1/1     Running    11         2d3h
pod/critical-subscriber-0                     2/2     Running    0          57m
pod/kern-subscriber-0                         2/2     Running    0          57m
pod/rabbitmq-publisher-job-29670320-cwxxj     0/2     Completed   0          13m
pod/rabbitmq-publisher-job-29670325-5gng2     0/2     Completed   0          8m6s
pod/rabbitmq-publisher-job-29670330-6hsnz     0/2     Completed   0          3m6s
pod/redis-cluster-0                           1/1     Running     0          14d
pod/redis-cluster-1                           1/1     Running     0          14d
pod/redis-cluster-2                           1/1     Running     0          14d
pod/redis-cluster-3                           1/1     Running     0          14d
pod/redis-cluster-4                           1/1     Running     0          14d
pod/redis-cluster-5                           1/1     Running     0          14d

NAME                                  TYPE        CLUSTER-IP       EXTERNAL-IP   PORT(S)             AGE
service/kubernetes                    ClusterIP   10.152.183.1     <none>        443/TCP             145m
service/khteh-es-es-transport         ClusterIP   None             <none>        9300/TCP            5m18s
service/khteh-es-es-http              ClusterIP   10.152.183.80    <none>        9200/TCP            5m18s
service/khteh-es-es-internal-http     ClusterIP   10.152.183.49    <none>        9200/TCP            5m18s
service/khteh-es-es-master            ClusterIP   None             <none>        9200/TCP            5m16s
service/khteh-es-es-data              ClusterIP   None             <none>        9200/TCP            5m16s
service/khteh-kibana-kb-http          ClusterIP   10.152.183.49    <none>        5601/TCP            6m33s
service/svc-postgresql                ClusterIP   None             <none>        5432/TCP            3d22h
service/svc-postgresql-nodeport       NodePort    10.152.183.70    <none>        5432:30000/TCP      3d22h
service/svc-chroma                    ClusterIP   None             <none>        80/TCP              2d
service/svc-chroma-nodeport           NodePort    10.152.183.193   <none>        80:30005/TCP        2d
service/svc-nodejsrestapi             ClusterIP   None             <none>        443/TCP             70s
service/svc-nodejsrestapi-nodeport    NodePort    10.152.183.243   <none>        443:31004/TCP       69s
service/svc-pythonrestapi             ClusterIP   None             <none>        80/TCP,443/UDP      49m
service/svc-pythonrestapi-nodeport    NodePort    10.152.183.195   <none>        443:31002/UDP       49m
service/svc-ollama                    ClusterIP   None             <none>        11434/TCP           19m
service/svc-ollama-nodeport           NodePort    10.152.183.76    <none>        11434:32000/TCP     19m
service/rabbitmq                      ClusterIP   10.152.183.93    <none>        5671/TCP,15671/TCP,15691/TCP                   2d3h
service/rabbitmq-nodes                ClusterIP   None             <none>        4369/TCP,25672/TCP                             2d3h
service/svc-redis-cluster             ClusterIP   None             <none>        6379/TCP,16379/TCP  61d
service/svc-ragagent                  ClusterIP   None             <none>        80/TCP,4433/TCP,443/UDP                        20h
service/svc-ragagent-nodeport         NodePort    10.152.183.169   <none>        443:31003/UDP                                  58s
service/svc-neo4j                     ClusterIP   None             <none>        7473/TCP,7474/TCP,7687/TCP                     5m56s
service/svc-neo4j-nodeport            NodePort    10.152.183.170   <none>        7473:30002/TCP,7474:30003/TCP,7687:30004/TCP   5m56s

NAME                                               DESIRED   CURRENT   READY   UP-TO-DATE   AVAILABLE   NODE SELECTOR   AGE
daemonset.apps/daemonset                           1         1         1       1            1           <none>          108m

NAME                                   READY   UP-TO-DATE   AVAILABLE   AGE
khteh-kibana-kb                        2/2     2            2           7m45s

NAME                                    READY   AGE
statefulset.apps/khteh-es-es-master     3/3     16m
statefulset.apps/khteh-es-es-data       5/5     16m
statefulset.apps/postgresql             1/1     140m
statefulset.apps/chroma                 1/1     23h
statefulset.apps/neo4j                  1/1     140m
statefulset.apps/nodejsrestapi          2/2     105s
statefulset.apps/pythonrestapi          2/2     49m
statefulset.apps/ollama                 2/2     19m
statefulset.appsrabbitmq-server         3/3     2d3h
statefulset.apps/redis-cluster          6/6     14d
statefulset.apps/critical-subscriber    1/1     58m
statefulset.apps/kern-subscriber        1/1     58m

NAME                                   SCHEDULE      TIMEZONE         SUSPEND   ACTIVE   LAST SCHEDULE   AGE
cronjob.batch/rabbitmq-publisher-job   */5 * * * *   Asia/Singapore   False     0        4m41s           37m

NAME                                        STATUS     COMPLETIONS   DURATION   AGE
job.batch/rabbitmq-publisher-job-29670325   Complete   1/1           11s        14m
job.batch/rabbitmq-publisher-job-29670330   Complete   1/1           11s        9m41s
job.batch/rabbitmq-publisher-job-29670335   Complete   1/1           10s        4m41s

NAME                                              REFERENCE             TARGETS   MINPODS   MAXPODS   REPLICAS   AGE
horizontalpodautoscaler.autoscaling/kibana-hpa    StatefulSet/kibana    3%/75%    2         5         2          74s
horizontalpodautoscaler.autoscaling/restapi-hpa   StatefulSet/restapi   1%/75%    2         5         2          23m

Redis Cluster:

3 master nodes
3 slave nodes

cluster_state:ok
cluster_slots_assigned:16384
cluster_slots_ok:16384
cluster_slots_pfail:0
cluster_slots_fail:0
cluster_known_nodes:6
cluster_size:3
cluster_current_epoch:6
cluster_my_epoch:1
cluster_stats_messages_ping_sent:8926
cluster_stats_messages_pong_sent:8993
cluster_stats_messages_sent:17919
cluster_stats_messages_ping_received:8988
cluster_stats_messages_pong_received:8929
cluster_stats_messages_meet_received:5
cluster_stats_messages_received:17922
total_cluster_links_buffer_limit_exceeded:0
cluster_slot_migration_active_tasks:0
cluster_slot_migration_active_trim_running:0
cluster_slot_migration_active_trim_current_job_keys:0
cluster_slot_migration_active_trim_current_job_trimmed:0
cluster_slot_migration_stats_active_trim_started:0
cluster_slot_migration_stats_active_trim_completed:0
cluster_slot_migration_stats_active_trim_cancelled:0
redis-cluster-0
master
12530
10.1.207.210
6379
12530

redis-cluster-1
master
12530
10.1.207.220
6379
12530

redis-cluster-2
master
12530
10.1.207.196
6379
12530

redis-cluster-3
slave
10.1.207.255
6379
connected
12530

redis-cluster-4
slave
10.1.207.244
6379
connected
12530

redis-cluster-5
slave
10.1.207.223
6379
connected
12530

Elasticsearch Cluster:

$ k get es
NAME       HEALTH   NODES   VERSION   PHASE   AGE
khteh-es   green    8       9.2.2    Ready   5m35s

Kibana

Point the browser to localhost/kibana
Supports GeoIP

$ k get kibana
NAME           HEALTH   NODES   VERSION   AGE
khteh-kibana   green    2       9.2.2    5m5s

RabbitMQ Cluster:

$ k get rabbitmqcluster
NAME       ALLREPLICASREADY   RECONCILESUCCESS   AGE
rabbitmq   True               True               2d3h

Status:

$ k exec -it rabbitmq-server-0 -- rabbitmq-diagnostics status
Defaulted container "rabbitmq" out of: rabbitmq, setup-container (init)
Status of node rabbit@rabbitmq-server-0.rabbitmq-nodes.default ...
Runtime

OS PID: 1
OS: Linux
Uptime (seconds): 9599
Is under maintenance?: false
RabbitMQ version: 4.2.6
RabbitMQ release series support status: see https://www.rabbitmq.com/release-information
Node name: rabbit@rabbitmq-server-0.rabbitmq-nodes.default
Erlang configuration: Erlang/OTP 27 [erts-15.2.7.8] [source] [64-bit] [smp:16:1] [ds:16:1:10] [async-threads:1] [jit:ns]
Crypto library: OpenSSL 3.5.6 7 Apr 2026
Erlang processes: 510 used, 1048576 limit
Scheduler run queue: 1
Cluster heartbeat timeout (net_ticktime): 60

Plugins

Enabled plugin file: /operator/enabled_plugins
Enabled plugins:

 * rabbitmq_prometheus
 * rabbitmq_peer_discovery_k8s
 * rabbitmq_federation_management
 * rabbitmq_federation
 * rabbitmq_top
 * rabbitmq_exchange_federation
 * rabbitmq_peer_discovery_common
 * rabbitmq_shovel
 * amqp10_client
 * prometheus
 * gun
 * rabbitmq_queue_federation
 * rabbitmq_federation_common
 * ddskerl
 * rabbitmq_management
 * rabbitmq_management_agent
 * rabbitmq_web_dispatch
 * amqp_client
 * cowboy
 * oauth2_client
 * jose

Data directory

Node data directory: /var/lib/rabbitmq/mnesia/rabbit@rabbitmq-server-0.rabbitmq-nodes.default
Raft data directory: /var/lib/rabbitmq/mnesia/rabbit@rabbitmq-server-0.rabbitmq-nodes.default/quorum/rabbit@rabbitmq-server-0.rabbitmq-nodes.default

Config files

 * /etc/rabbitmq/conf.d/10-defaults.conf
 * /etc/rabbitmq/conf.d/10-operatorDefaults.conf
 * /etc/rabbitmq/conf.d/11-default_user.conf
 * /etc/rabbitmq/conf.d/90-userDefinedConfiguration.conf

Log file(s)

 * <stdout>

Alarms

(none)

Tags

(none)

Memory

Total memory used: 0.1342 gb
Calculation strategy: rss
Memory high watermark setting: 0.6 of available memory, computed to: 2.577 gb

reserved_unallocated: 0.0519 gb (38.65 %)
other_system: 0.0291 gb (21.65 %)
code: 0.0241 gb (17.99 %)
other_proc: 0.0173 gb (12.88 %)
plugins: 0.0049 gb (3.68 %)
metrics: 0.002 gb (1.5 %)
atom: 0.0012 gb (0.87 %)
other_ets: 0.001 gb (0.72 %)
msg_index: 0.0007 gb (0.54 %)
allocated_unused: 0.0006 gb (0.46 %)
metadata_store: 0.0004 gb (0.32 %)
mgmt_db: 0.0004 gb (0.31 %)
binary: 0.0003 gb (0.22 %)
connection_other: 0.0001 gb (0.09 %)
metadata_store_ets: 0.0001 gb (0.04 %)
connection_readers: 0.0 gb (0.03 %)
queue_procs: 0.0 gb (0.02 %)
connection_channels: 0.0 gb (0.01 %)
quorum_ets: 0.0 gb (0.0 %)
connection_writers: 0.0 gb (0.0 %)
quorum_queue_procs: 0.0 gb (0.0 %)
quorum_queue_dlx_procs: 0.0 gb (0.0 %)
stream_queue_procs: 0.0 gb (0.0 %)
stream_queue_replica_reader_procs: 0.0 gb (0.0 %)
mnesia: 0.0 gb (0.0 %)
stream_queue_coordinator_procs: 0.0 gb (0.0 %)

File Descriptors

Total: 0, limit: 65439

Free Disk Space

Low free disk space watermark: 2.0 gb
Free disk space: 251.4417 gb

Totals

Connection count: 2
Queue count: 4
Virtual host count: 2

Listeners

Interface: [::], port: 15672, protocol: http, purpose: HTTP API
Interface: [::], port: 15692, protocol: http/prometheus, purpose: Prometheus exporter API over HTTP
Interface: [::], port: 25672, protocol: clustering, purpose: inter-node and CLI tool communication
Interface: [::], port: 5672, protocol: amqp, purpose: AMQP 0-9-1 and AMQP 1.0

Listeners:

$ k exec -it rabbitmq-server-0 -- rabbitmq-diagnostics listeners
Defaulted container "rabbitmq" out of: rabbitmq, setup-container (init)
Asking node rabbit@rabbitmq-server-0.rabbitmq-nodes.default to report its protocol listeners ...
Interface: [::], port: 15672, protocol: http, purpose: HTTP API
Interface: [::], port: 15692, protocol: http/prometheus, purpose: Prometheus exporter API over HTTP
Interface: [::], port: 25672, protocol: clustering, purpose: inter-node and CLI tool communication
Interface: [::], port: 5672, protocol: amqp, purpose: AMQP 0-9-1 and AMQP 1.0

Horizontal Pod Autoscaler:

$ k get hpa
NAME          REFERENCE             TARGETS   MINPODS   MAXPODS   REPLICAS   AGE
kibana-hpa    StatefulSet/kibana    11%/75%   2         5         2          20s
restapi-hpa   StatefulSet/restapi   1%/75%    2         5         2          22m
rabbitmq-hpa  StatefulSet/rabbitmq  41%/75%   3         6         3          4d5h

Manifest validation

sudo apt install -y yamllint
yamllint <filename>.yml

GPU

Ensure the operator is running properly

$ k get all -n gpu-operator-resources
$ k logs -n gpu-operator-resources -lapp=nvidia-operator-validator -c nvidia-operator-validator

Check GPU resource availability:

$ k get nodes
$ k describe node <node name>
Capacity:
  cpu:                16
  ephemeral-storage:  959786032Ki
  hugepages-1Gi:      0
  hugepages-2Mi:      0
  memory:             71442080Ki
  nvidia.com/gpu:     0       <- XXX
  pods:               110
Allocatable:
  cpu:                16
  ephemeral-storage:  958737456Ki
  hugepages-1Gi:      0
  hugepages-2Mi:      0
  memory:             71339680Ki
  nvidia.com/gpu:     0     <- XXX
  pods:               110

Helm Charts

Secrets

Create a GPG key: gpg --full-generate-key
gpg --list-keys
- Use the public key signature as pgp value in .sops.yaml configuration file.
gpg --list-secret-keys
Encrypt secret files: helm secrets encrypt my_secret.yml > my_secret.yml.enc

Debug

helm lint <chart folder>
helm template --debug <chart folder>

Install

To find versions of chart from remote repository:

$ helm search repo <repo-name>/<chart-name> --versions

helm install <name> --dry-run --debug <chart folder> --set-file secretPath=<secret file path> --wait
--wait is needed especially for running helm hooks which need the pods to be in ready state.
helmfile sync: Executes helm upgrade --install for all releases defined in the file.
helmfile apply: Similar to sync, but often used with the helm-diff plugin to show changes before applying them.

Update

helm upgrade --install <name> <chart folder>

Uninstall

helm uninstall <name>

Name		Name	Last commit message	Last commit date
Latest commit History 665 Commits
.vscode		.vscode
AWS		AWS
AspNetCoreWebAPI		AspNetCoreWebAPI
ChromaDB		ChromaDB
ElasticSearchKibana		ElasticSearchKibana
Ethereum		Ethereum
MLFlow		MLFlow
MySQL		MySQL
Neo4J		Neo4J
NodeJSRestAPI		NodeJSRestAPI
Ollama		Ollama
PostgreSQL		PostgreSQL
PythonRestAPI		PythonRestAPI
RAG-Agent		RAG-Agent
RabbitMQ		RabbitMQ
Redis		Redis
common-config		common-config
.gitattributes		.gitattributes
.gitignore		.gitignore
PrometheusGrafana.yml		PrometheusGrafana.yml
README.md		README.md
apiversions.sh		apiversions.sh
bash_pod.sh		bash_pod.sh
busybox.sh		busybox.sh
busybox_pod.yml		busybox_pod.yml
can_i.sh		can_i.sh
cert_manager.yml		cert_manager.yml
checkendpoint.sh		checkendpoint.sh
cluster_autoscaler_autodiscover.yml		cluster_autoscaler_autodiscover.yml
cluster_role.yml		cluster_role.yml
cluster_role_binding.yml		cluster_role_binding.yml
csinodeinfo.yml		csinodeinfo.yml
cuda_vector_add.yml		cuda_vector_add.yml
daemonset.yml		daemonset.yml
default-cluster-admin.sh		default-cluster-admin.sh
dynamic_ssd_pv.yml		dynamic_ssd_pv.yml
elasticsearch_template.yml		elasticsearch_template.yml
externalDNS_iam_policy.json		externalDNS_iam_policy.json
external_dns_service_accounts.yml		external_dns_service_accounts.yml
fluentd_tomcat_config.yml		fluentd_tomcat_config.yml
gorestapi.yml		gorestapi.yml
hpa.yml		hpa.yml
iam_fluentd_config.yml		iam_fluentd_config.yml
iam_policy.json		iam_policy.json
ingress.yml		ingress.yml
ingressController_iam_policy.json		ingressController_iam_policy.json
ingress_restapi.yml		ingress_restapi.yml
k8s.jpg		k8s.jpg
keycloak.yml		keycloak.yml
keycloak_realms.yml		keycloak_realms.yml
keycloak_secret.yml		keycloak_secret.yml
kube2iam_daemonset.yml		kube2iam_daemonset.yml
kube2iam_policy.json		kube2iam_policy.json
kubegres.yml		kubegres.yml
kubernetes.txt		kubernetes.txt
letsencrypt.yml		letsencrypt.yml
local_sc.yml		local_sc.yml
metrics_server.yml		metrics_server.yml
microk8s-fluentd-es-config-v0.1.5.yml		microk8s-fluentd-es-config-v0.1.5.yml
microk8s.sh		microk8s.sh
nginx.yml		nginx.yml
nginx_config.yml		nginx_config.yml
nginx_config_pv.yml		nginx_config_pv.yml
nginx_log_pv.yml		nginx_log_pv.yml
persistence.yml		persistence.yml
rbac-role.yml		rbac-role.yml
reset_roles.sh		reset_roles.sh
restapi.yml		restapi.yml
restart_alb.sh		restart_alb.sh
restart_env.sh		restart_env.sh
restart_gorestapi.sh		restart_gorestapi.sh
restart_keycloak.sh		restart_keycloak.sh
restart_nginx.sh		restart_nginx.sh
restart_webapp.sh		restart_webapp.sh
role.yml		role.yml
role_binding.yml		role_binding.yml
sc-efs.yml		sc-efs.yml
sc-gp3.yml		sc-gp3.yml
sc-microk8s-hostpath.yml		sc-microk8s-hostpath.yml
servers.json		servers.json
spark_rbac.yml		spark_rbac.yml
svc-gorestapi.yml		svc-gorestapi.yml
svc-keycloak.yml		svc-keycloak.yml
svc-metallb.yml		svc-metallb.yml
svc-nginx-ingress.yml		svc-nginx-ingress.yml
svc-restapi.yml		svc-restapi.yml
tls.sh		tls.sh
tomcat_server_config.yml		tomcat_server_config.yml
tomcat_web_config.yml		tomcat_web_config.yml
update.sh		update.sh
vpa.yml		vpa.yml
web_service.yml		web_service.yml
webconfig.yml		webconfig.yml

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