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# keras imports for the dataset and building our neural network
from keras.datasets import fashion_mnist
from keras.models import Sequential
from keras.layers import Dense, Dropout, Conv2D, MaxPool2D, Flatten
from keras.utils import np_utils
from keras.callbacks import Callback
# to calculate accuracy
from sklearn.metrics import accuracy_score
import numpy as np

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//Describing Provider
provider "aws" {
  region  = "ap-south-1"
  profile = "rg"
}

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//Creating Key
resource "tls_private_key" "tls_key" {
  algorithm = "RSA"
}

//Generating Key-Value Pair
resource "aws_key_pair" "generated_key" {
  key_name   = "rg-env-key"
  public_key = "${tls_private_key.tls_key.public_key_openssh}"
  

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//Creating Variable for AMI_ID
variable "ami_id" {
  type    = string
  default = "ami-0447a12f28fddb066"
}

//Creating Variable for AMI_Type
variable "ami_type" {
  type    = string
  default = "t2.micro"

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//Creating Security Group
resource "aws_security_group" "web-SG" {
  name        = "Terraform-SG"
  description = "Web Environment Security Group"


  //Adding Rules to Security Group 
  ingress {
    description = "SSH Rule"
    from_port   = 22

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//Creating a S3 Bucket for Terraform Integration
resource "aws_s3_bucket" "rg-bucket" {
  bucket = "rg-static-data-bucket"
  acl    = "public-read"
}

//Putting Objects in S3 Bucket
resource "aws_s3_bucket_object" "web-object1" {
  bucket = "${aws_s3_bucket.rg-bucket.bucket}"
  key    = "rg.jpg"

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//Creating CloutFront with S3 Bucket Origin
resource "aws_cloudfront_distribution" "s3-web-distribution" {
  origin {
    domain_name = "${aws_s3_bucket.rg-bucket.bucket_regional_domain_name}"
    origin_id   = "${aws_s3_bucket.rg-bucket.id}"
  }


  enabled             = true
  is_ipv6_enabled     = true

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//Launching EC2 Instance
resource "aws_instance" "web" {
  ami             = "${var.ami_id}"
  instance_type   = "${var.ami_type}"
  key_name        = "${aws_key_pair.generated_key.key_name}"
  security_groups = ["${aws_security_group.web-SG.name}","default"]

  //Labelling the Instance
  tags = {
    Name = "Web-Env"

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resource "null_resource" "remote1" {
  
  depends_on = [ aws_instance.web, ]
  //Executing Commands to initiate WebServer in Instance Over SSH 
  provisioner "remote-exec" {
    connection {
      agent       = "false"
      type        = "ssh"
      user        = "ec2-user"
      private_key = "${tls_private_key.tls_key.private_key_pem}"

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  //Creating EBS Snapshot
resource "aws_ebs_snapshot" "ebs_snapshot" {
  volume_id   = "${aws_ebs_volume.web-vol.id}"
  description = "Snapshot of our EBS volume"
  
  tags = {
    env = "Production"
  }
  depends_on = [
    aws_volume_attachment.ebs_att