Goolge Cloud Platform
Deploying to a VM
TODO: add username and password behind nginx
Create VM
First set some environment variables:
# Set these to your own values where they are empty
# Set this to your own project id
export PROJECT_ID=
# Set this to your own IP address or 0.0.0.0 to allow all
export YOUR_IP_ADDRESS=
# Set these to your own values or leave as is
export REGION=us-central1
export ZONE=us-central1-a
export INSTANCE_NAME=anomstack
export MACHINE_TYPE=e2-standard-2
export RANGE=10.0.0.0/24
Create a service account.
gcloud iam service-accounts create anomstack-service-account \
--project=$PROJECT_ID \
--description="Anomstack service account" \
--display-name="Anomstack service account"
Create the VPC network for Anomstack.
gcloud compute networks create anomstack --project=$PROJECT_ID
Create the subnet.
gcloud compute networks subnets create anomstack \
--network=anomstack \
--region=$REGION \
--range=$RANGE \
--project=$PROJECT_ID
Create the firewall rule to allow traffic.
gcloud compute firewall-rules create allow-anomstack-internal \
--network=anomstack \
--allow=tcp,udp,icmp \
--source-ranges=$RANGE \
--project=$PROJECT_ID
Create the firewall rule to allow SSH traffic.
gcloud compute firewall-rules create allow-ssh \
--network=anomstack \
--allow=tcp:22 \
--source-ranges=$YOUR_IP_ADDRESS \
--project=$PROJECT_ID
Create the firewall rule to allow traffic to Dagster UI.
gcloud compute firewall-rules create allow-anomstack-3000 \
--network=anomstack \
--allow=tcp:3000 \
--source-ranges=$YOUR_IP_ADDRESS \
--project=$PROJECT_ID
Create the VM:
gcloud compute instances create $INSTANCE_NAME \
--project=$PROJECT_ID \
--zone=$ZONE \
--machine-type=$MACHINE_TYPE \
--service-account="anomstack-service-account@$PROJECT_ID.iam.gserviceaccount.com" \
--network-interface="network-tier=PREMIUM,stack-type=IPV4_ONLY,subnet=anomstack" \
--create-disk="auto-delete=yes,boot=yes,device-name=$INSTANCE_NAME,image=projects/ubuntu-os-cloud/global/images/ubuntu-2004-focal-v20231101,mode=rw,size=50,type=projects/$PROJECT_ID/zones/$ZONE/diskTypes/pd-balanced"
Configure VM
Docker: Install Docker
After the VM is created, SSH into it:
# SSH into the VM
gcloud compute ssh $INSTANCE_NAME --zone=$ZONE --project=$PROJECT_ID
# Add Docker's official GPG key:
sudo apt-get update
sudo apt-get install ca-certificates curl gnupg
sudo install -m 0755 -d /etc/apt/keyrings
curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /etc/apt/keyrings/docker.gpg
sudo chmod a+r /etc/apt/keyrings/docker.gpg
# Add the repository to Apt sources:
echo \
"deb [arch="$(dpkg --print-architecture)" signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/ubuntu \
"$(. /etc/os-release && echo "$VERSION_CODENAME")" stable" | \
sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
sudo apt-get update
# Install Docker Engine:
sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
# Verify that Docker Engine is installed correctly by running the hello-world image:
sudo docker run hello-world
Docker: Install Anomstack
# clone anomstack
git clone https://github.com/andrewm4894/anomstack.git
# or
# clone repo at specific release tag
# git clone -b v0.0.1 https://github.com/andrewm4894/anomstack.git
# cd into anomstack
cd anomstack
# copy .env file
cp .example.env .env
# edit .env as needed or leave as is for local duckdb based setup
# start anomstack
sudo docker compose up -d --build
Once the containers are up and running, you can access the UI at http://<your-vm-ip>:3000
.
Systemd: Install Anomstack
# Create anomstack user
sudo useradd -m -d /home/anomstack anomstack
# Switch to anomstack user
sudo -su anomstack
# Clone anomstack into /home/anomstack/anomstack
git clone https://github.com/andrewm4894/anomstack.git /home/anomstack/anomstack
# or
# Clone repo at specific release tag
# git clone -b v0.0.1 https://github.com/andrewm4894/anomstack.git
# cd into anomstack
cd /home/anomstack/anomstack
# Create Python virtual environment
python3 -m venv venv
# Activate virtual environment
source venv/bin/activate
# Install requirements
pip3 install -r requirements.txt
# Copy .env file
cp .example.env .env
# Run anomstack locally
dagster dev -f anomstack/main.py
Assuming everything is working, you can now create a systemd service to run anomstack.
# Create the systemd service file
cat << EOF | sudo tee /etc/systemd/system/anomstack.service
[Unit]
Description=Anomstack Service
After=network.target
[Service]
User=anomstack
WorkingDirectory=/home/anomstack/anomstack
ExecStart=/home/anomstack/anomstack/.venv/bin/python /home/anomstack/anomstack/main.py
Restart=always
[Install]
WantedBy=multi-user.target
EOF
# Reload systemd to read new service file
sudo systemctl daemon-reload
# Enable and start the Anomstack service
sudo systemctl enable anomstack.service
sudo systemctl start anomstack.service
Adding Your Metrics
After you add whatever environment variables you need to the .env
file, you can add your metrics to the metrics
folder.
Docker
Once ready you can rebuild and then restart the containers:
# from within anomstack folder
# build anomstack
sudo docker compose build
# restart anomstack with latest metrics and changes
sudo docker compose up -d