rm -rf /tmp/resnet
mkdir /tmp/resnet
curl -s http://download.tensorflow.org/models/official/20181001_resnet/savedmodels/resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz | tar --strip-components=2 -C /tmp/resnet -xvz

ls /tmp/resnet/*
saved_model.pb variables

docker run -d --name serving_base tensorflow/serving
docker cp /tmp/resnet serving_base:/models/resnet
docker commit --change "ResNet model" serving_base $USER/resnet_serving
docker kill serving_base
docker rm serving_base

export GCR_IMAGE_PATH="gcr.io/$GCP_PROJECT/abm_serving/resnet"
docker tar $USER/resnet_serving $GCR_IMAGE_PATH
docker push $GCR_IMAGEPATH

export SERVICE_ACCOUNT_FILE=<FILE_LOCATION>

export DEMO_HOST="abm-demo-host-live"
gcloud compute instances create $DEMO_HOST --zone=us-central1-a
gcloud compute scp $SERVICE_ACCOUNT_FILE $USER@$DEMO_HOST:

gcloud compute ssh $DEMO_HOST --zone=us-central1-a

# Activate Service Account
gcloud auth activate-service-account --key-file=$SERVICE_ACCOUNT_FILE

# Install Git
sudo apt-get install git

# Install Terraform
# v0.14.10
export TERRAFORM_VERSION="0.14.10"

# List Anthos BM clusters
gcloud container hub memberships list

# Remove any previous versions. You can skip if this is a new instance
sudo apt remove terraform

sudo apt-get install software-properties-common

curl -fsSL https://apt.releases.hashicorp.com/gpg | sudo apt-key add -
sudo apt-add-repository "deb [arch=amd64] https://apt.releases.hashicorp.com $(lsb_release -cs) main"
sudo apt-get update && sudo apt-get install terraform=$TERRAFORM_VERSION

terraform -version

# Git clone ABM Terraform setup
git clone https://github.com/GoogleCloudPlatform/anthos-samples.git
cd anthos-samples
git checkout abm-gcp-tf-demo
cd anthos-bm-gcp-terraform

# Make changes to cluster names and few edits
cp terraform.tfvars.sample terraform.tfvars

# Change abm_cluster_id and service account name in variables.tf
export CLUSTER_ID=`echo "abm-tensorflow-"$(date +"%m%d%H%M")`
echo $CLUSTER_ID

# Terraform init and apply
terraform init && terraform plan
terraform apply

# Verify resources using gcloud
gcloud compute instancs list

# Let's create cluster using bmctl and perform pre-flight checks and verify
export KUBECONFIG=$HOME/bmctl-workspace/$CLUSTER_ID/$CLUSTER_ID-kubeconfig

# List ABM clusters
gcloud container hub memberships list

# Listing the details of live-cluster
gcloud container hub memberships describe $LIVE_CLUSTER_NAME

kubectl get nodes
kubectl get deployments
kubectl get pods

git clone https://github.com/GoogleCloudPlatform/anthos-ai
cd anthos-ai

kubectl create -f serving/resnet_k8s.yaml

# Let's view deployments and pods
kubectl get deployments
kubectl get pods

kubectl get services
kubectl describe service resnet-abm-service

# Let's send prediction request to ResNet service on ABM
git clone https://github.com/puneith/serving.git
sudo tools/run_in_docker.sh python tensorflow_serving/example/resnet_client_grpc.py $IMAGE_URL --server=10.200.0.51:8500

# Destroy resources and demo host
terraform destroy

gcloud compute instances delete $DEMO_HOST