diff --git a/examples/gen-ai-fastchat/README.md b/examples/gen-ai-fastchat/README.md
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+
+ 
+
+
+# Intel Cloud Optimization Modules for Terraform
+
+© Copyright 2022, Intel Corporation
+
+## AWS M7i EC2 Instance with 4th Gen Xeon(code named Sapphire Rapids) & Intel® Cloud Optimized Recipe for FastChat
+
+This demo will showcase Large Language Model(LLM) CPU inference using 4th Gen Xeon Scalable Processors on AWS using FastChat.
+
+## Usage
+
+**See examples folder ./examples/gen-ai-fastchat**
+
+variables.tf
+
+```hcl
+variable "region" {
+ description = "Target AWS region to deploy EC2 in."
+ type = string
+ default = "us-east-1"
+}
+```
+main.tf
+```hcl
+## Get latest Ubuntu 22.04 AMI in AWS for x86
+data "aws_ami" "ubuntu-linux-2204" {
+ most_recent = true
+ owners = ["099720109477"] # Canonical
+ filter {
+ name = "name"
+ values = ["ubuntu/images/hvm-ssd/ubuntu-jammy-22.04-amd64-server-*"]
+ }
+ filter {
+ name = "virtualization-type"
+ values = ["hvm"]
+ }
+}
+
+module "ec2-vm" {
+ source = "intel/aws-vm/intel"
+ key_name = aws_key_pair.TF_key.key_name
+ instance_type = "m7i.4xlarge"
+ availability_zone = "us-east-1a"
+ ami = data.aws_ami.ubuntu-linux-2204.id
+ user_data = data.cloudinit_config.ansible.rendered
+
+ root_block_device = [{
+ volume_size = "100"
+ }]
+
+ tags = {
+ Name = "my-test-vm-${random_id.rid.dec}"
+ Owner = "OwnerName-${random_id.rid.dec}",
+ Duration = "2"
+ }
+}
+```
+
+
+
+Run Terraform
+Replace the line below with you own IPV4 CIDR range before running the example.
+
+```hcl
+cidr_blocks = ["a.b.c.d/x"]
+```
+
+Run the following terraform commands
+```hcl
+terraform init
+terraform plan
+terraform apply
+```
+
+After **terraform apply** completes, wait about 10 mins. During this time, the Ansible recipe will download/install FastChat and the LLM model
+
+## Running the Demo
+1. As mentioned above, **wait ~10 minutes** for the Recipe to download/install FastChat and the LLM model before continuing
+2. SSH into newly created AWS EC2 instance.
+3. The terraform module creates a key pair and adds the public key to the EC2 instance. It keeps the private key in the same folder from where the **terraform apply** was run.
+4. Open command prompt on your computer. Nagivate to the folder from where you ran the **terraform apply** command.
+5. Run the ssh command as below:
+```hcl
+ssh ubuntu@ -i tfkey.private
+```
+6. Once you are logged into the EC2 instance, **run `source /usr/local/bin/run_demo.sh`**
+7. Your app will be proxied through gradio. See https://xxxxxxx.gradio.live URL that is generated during the run_demo.sh script execution.
+8. Open a browser and put the gradio url referenced in the prior step
+
+
+ 
+
+
+## Known Issues
+
+The demo may initially fail. In this case, run
+
+```hcl
+pip install gradio==3.10
+```
+```hcl
+pip install gradio==3.35.2
+```
+
+Then, run below command on the terminal of the EC2 instance after you have SSH into the instance:
+```hcl
+source /usr/local/bin/run_demo.sh
+```
+
+And navigate again using your browser.
+
+## Considerations
+- The AWS region where this example is run should have a default VPC
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diff --git a/examples/gen-ai-fastchat/cloud_init.yml b/examples/gen-ai-fastchat/cloud_init.yml
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+#cloud-config
+package_update: true
+package_upgrade: true
+
+package:
+ - git
+
+ansible:
+ install_method: distro
+ package_name: ansible
+ pull:
+ url: "https://github.com/intel/optimized-cloud-recipes.git"
+ playbook_name: "recipes/ai-fastchat-amx-ubuntu/recipe.yml"
+
+
diff --git a/examples/gen-ai-fastchat/main.tf b/examples/gen-ai-fastchat/main.tf
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+# Provision EC2 Instance on Icelake on Amazon Linux OS in default vpc. It is configured to create the EC2 in
+# US-East-1 region. The region is provided in variables.tf in this example folder.
+
+# This example also create an EC2 key pair. Associate the public key with the EC2 instance. Create the private key
+# in the local system where terraform apply is done. Create a new scurity group to open up the SSH port
+# 22 to a specific IP CIDR block
+
+######### PLEASE NOTE TO CHANGE THE IP CIDR BLOCK TO ALLOW SSH FROM YOUR OWN ALLOWED IP ADDRESS FOR SSH #########
+
+data "cloudinit_config" "ansible" {
+ gzip = true
+ base64_encode = true
+
+ part {
+ filename = "cloud_init"
+ content_type = "text/cloud-config"
+ content = templatefile(
+ "cloud_init.yml",
+ {}
+ )
+ }
+}
+
+resource "random_id" "rid" {
+ byte_length = 5
+}
+
+# RSA key of size 4096 bits
+resource "tls_private_key" "rsa" {
+ algorithm = "RSA"
+ rsa_bits = 4096
+}
+
+resource "aws_key_pair" "TF_key" {
+ key_name = "TF_key-${random_id.rid.dec}"
+ public_key = tls_private_key.rsa.public_key_openssh
+}
+
+resource "local_file" "TF_private_key" {
+ content = tls_private_key.rsa.private_key_pem
+ filename = "tfkey.private"
+}
+
+resource "aws_security_group" "ssh_security_group" {
+ description = "security group to configure ports for ssh"
+ ingress {
+ from_port = 22
+ to_port = 22
+ protocol = "tcp"
+
+ ## CHANGE THE IP CIDR BLOCK BELOW TO ALL YOUR OWN SSH PORT ##
+ cidr_blocks = ["a.b.c.d/x"]
+ }
+}
+
+resource "aws_network_interface_sg_attachment" "sg_attachment" {
+ security_group_id = aws_security_group.ssh_security_group.id
+ network_interface_id = module.ec2-vm.primary_network_interface_id
+}
+
+## Get latest Ubuntu 22.04 AMI in AWS for x86
+data "aws_ami" "ubuntu-linux-2204" {
+ most_recent = true
+ owners = ["099720109477"] # Canonical
+ filter {
+ name = "name"
+ values = ["ubuntu/images/hvm-ssd/ubuntu-jammy-22.04-amd64-server-*"]
+ }
+ filter {
+ name = "virtualization-type"
+ values = ["hvm"]
+ }
+}
+
+module "ec2-vm" {
+ source = "intel/aws-vm/intel"
+ key_name = aws_key_pair.TF_key.key_name
+ instance_type = "m7i.4xlarge"
+ availability_zone = "us-east-1a"
+ ami = data.aws_ami.ubuntu-linux-2204.id
+ user_data = data.cloudinit_config.ansible.rendered
+
+ root_block_device = [{
+ volume_size = "100"
+ }]
+
+ tags = {
+ Name = "my-test-vm-${random_id.rid.dec}"
+ Owner = "OwnerName-${random_id.rid.dec}",
+ Duration = "2"
+ }
+}
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diff --git a/examples/gen-ai-fastchat/outputs.tf b/examples/gen-ai-fastchat/outputs.tf
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+output "id" {
+ description = "The ID of the instance"
+ value = try(module.ec2-vm.id, module.ec2-vm.id, "")
+}
+
+output "arn" {
+ description = "The ARN of the instance"
+ value = try(module.ec2-vm.arn, "")
+}
+
+output "capacity_reservation_specification" {
+ description = "Capacity reservation specification of the instance"
+ value = try(module.ec2-vm.capacity_reservation_specification, "")
+}
+
+output "instance_state" {
+ description = "The state of the instance. One of: `pending`, `running`, `shutting-down`, `terminated`, `stopping`, `stopped`"
+ value = try(module.ec2-vm.instance_state, "")
+}
+
+output "outpost_arn" {
+ description = "The ARN of the Outpost the instance is assigned to"
+ value = try(module.ec2-vm.outpost_arn, "")
+}
+
+output "password_data" {
+ description = "Base-64 encoded encrypted password data for the instance. Useful for getting the administrator password for instances running Microsoft Windows. This attribute is only exported if `get_password_data` is true"
+ value = try(module.ec2-vm.password_data, "")
+}
+
+output "primary_network_interface_id" {
+ description = "The ID of the instance's primary network interface"
+ value = try(module.ec2-vm.primary_network_interface_id, "")
+}
+
+output "private_dns" {
+ description = "The private DNS name assigned to the instance. Can only be used inside the Amazon EC2, and only available if you've enabled DNS hostnames for your VPC"
+ value = try(module.ec2-vm.private_dns, "")
+}
+
+output "public_dns" {
+ description = "The public DNS name assigned to the instance. For EC2-VPC, this is only available if you've enabled DNS hostnames for your VPC"
+ value = try(module.ec2-vm.public_dns, "")
+}
+
+output "public_ip" {
+ description = "The public IP address assigned to the instance, if applicable. NOTE: If you are using an aws_eip with your instance, you should refer to the EIP's address directly and not use `public_ip` as this field will change after the EIP is attached"
+ value = try(module.ec2-vm.public_ip, "")
+}
+
+output "private_ip" {
+ description = "The private IP address assigned to the instance."
+ value = try(module.ec2-vm.private_ip, "")
+}
+
+output "ipv6_addresses" {
+ description = "The IPv6 address assigned to the instance, if applicable."
+ value = try(module.ec2-vm.ipv6_addresses, [])
+}
+
+output "tags_all" {
+ description = "A map of tags assigned to the resource, including those inherited from the provider default_tags configuration block"
+ value = try(module.ec2-vm.tags_all, {})
+}
+
+output "spot_bid_status" {
+ description = "The current bid status of the Spot Instance Request"
+ value = try(module.ec2-vm.spot_bid_status, "")
+}
+
+output "spot_request_state" {
+ description = "The current request state of the Spot Instance Request"
+ value = try(module.ec2-vm.spot_request_state, "")
+}
+
+output "spot_instance_id" {
+ description = "The Instance ID (if any) that is currently fulfilling the Spot Instance request"
+ value = try(module.ec2-vm.spot_instance_id, "")
+}
+
+################################################################################
+# IAM Role / Instance Profile
+################################################################################
+
+output "iam_role_name" {
+ description = "The name of the IAM role"
+ value = try(module.ec2-vm.aws_iam_role.name, null)
+}
+
+output "iam_role_arn" {
+ description = "The Amazon Resource Name (ARN) specifying the IAM role"
+ value = try(module.ec2-vm.aws_iam_role.arn, null)
+}
+
+output "iam_role_unique_id" {
+ description = "Stable and unique string identifying the IAM role"
+ value = try(module.ec2-vm.aws_iam_role.unique_id, null)
+}
+
+output "iam_instance_profile_arn" {
+ description = "ARN assigned by AWS to the instance profile"
+ value = try(module.ec2-vm.aws_iam_instance_profile.arn, null)
+}
+
+output "iam_instance_profile_id" {
+ description = "Instance profile's ID"
+ value = try(module.ec2-vm.aws_iam_instance_profile.id, null)
+}
+
+output "iam_instance_profile_unique" {
+ description = "Stable and unique string identifying the IAM instance profile"
+ value = try(module.ec2-vm.aws_iam_instance_profile.unique_id, null)
+}
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diff --git a/examples/gen-ai-fastchat/providers.tf b/examples/gen-ai-fastchat/providers.tf
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+provider "aws" {
+ # Environment Variables used for Authentication
+ region = var.region
+}
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diff --git a/examples/gen-ai-fastchat/variables.tf b/examples/gen-ai-fastchat/variables.tf
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+variable "region" {
+ description = "Target AWS region to deploy EC2 in."
+ type = string
+ default = "us-east-1"
+}
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diff --git a/examples/gen-ai-fastchat/versions.tf b/examples/gen-ai-fastchat/versions.tf
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+terraform {
+ required_version = ">=1.3.0"
+ required_providers {
+ aws = {
+ source = "hashicorp/aws"
+ version = "~> 4.60.0"
+ }
+ cloudinit = {
+ source = "hashicorp/cloudinit"
+ version = ">=2.2.0"
+ }
+ }
+}
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