FreeMLFaas

Table of Contents

• FreeMLFaas
• Prerequisites
  • Kubernetes
  • OpenFaas
  • DroneCI
  • ArgoCD
• QuickStart
  • Quick-Start-DroneCI

What is ML-FaaS?

Architecture

Prerequisites

Kubernetes

Using Kubernetes version: v1.23

Support Kubernetes version: v1.23

on ubuntu k8s_install.sh file

sudo apt-get install -y apt-transport-https ca-certificates curl gnupg
curl -Ol https://download.docker.com/linux/ubuntu/dists/focal/pool/stable/amd64/containerd.io_1.6.18-1_amd64.deb
curl -Ol https://download.docker.com/linux/ubuntu/dists/focal/pool/stable/amd64/docker-ce_23.0.1-1~ubuntu.20.04~focal_amd64.deb
curl -Ol https://download.docker.com/linux/ubuntu/dists/focal/pool/stable/amd64/docker-ce-cli_23.0.1-1~ubuntu.20.04~focal_amd64.deb
sudo dpkg -i *.deb
rm *.deb
sudo usermod -aG docker $USER
sudo systemctl start docker
sudo systemctl enable docker
sudo docker version

cat <<EOF | sudo tee /etc/docker/daemon.json
{
    "default-runtime": "nvidia",
    "exec-opts": [
        "native.cgroupdriver=systemd"
    ],
    "log-driver": "json-file",
    "log-opts": {
        "max-size": "100m"
    },
    "runtimes": {
        "nvidia": {
            "args": [],
            "path": "nvidia-container-runtime"
        }
    },
    "storage-driver": "overlay2"
}
EOF

sudo mkdir -p /etc/systemd/system/docker.service.d
sudo systemctl daemon-reload
sudo systemctl restart docker
systemctl status --no-pager docker

# Add k8s Repo
sudo su -c "curl -s https://packages.cloud.google.com/apt/doc/apt-key.gpg | apt-key add -"
sudo apt-add-repository "deb http://apt.kubernetes.io/ kubernetes-xenial main"
sudo apt update

# Install k8s packages
version=1.22.17-00
echo $version
apt-cache show kubectl | grep "Version: $version"
sudo apt install -y kubelet=$version kubectl=$version kubeadm=$version
sudo apt-mark hold kubelet kubeadm kubectl

# Essential Tweaks
cat << EOF | sudo tee /etc/modules-load.d/containerd.conf
overlay
br_netfilter
EOF
sudo swapoff -a
sudo sed -i '/ swap / s/^\(.*\)$/#\1/g' /etc/fstab
sudo free -m
source <(kubectl completion bash)
echo "source <(kubectl completion bash)" >> ~/.bashrc

Init cluster
# For Master Node

sudo kubeadm init --service-cidr=10.96.0.0/12 --pod-network-cidr=10.244.0.0/16 --v=6
sudo kubeadm init --pod-network-cidr=192.168.0.0/16
## Copy Config
mkdir -p $HOME/.kube
sudo cp -i /etc/kubernetes/admin.conf $HOME/.kube/config
sudo chown $(id -u):$(id -g) $HOME/.kube/config

## Flannel CNI
kubectl apply -f https://raw.githubusercontent.com/flannel-io/flannel/master/Documentation/kube-flannel.yml

bash k8s_install.sh
kubectl taint nodes --all node-role.kubernetes.io/master-