diff --git a/README.md b/README.md index 59bb768..703b1d2 100755 --- a/README.md +++ b/README.md @@ -1,10 +1,14 @@ -# Curated Resources on Orchestration +# ✨ Resources on Cloud and Orchestration -* [References for K8s](). -* [References for EKS](). -* [References for Docker](). -* [References for Golang](). -* [References for kubectl](). + +* [References for AWS and CDK](https://github.com/bt3gl/Curated_Cloud_and_Orchestration/blob/master/references_for_aws.md). +* [References for Lambda Functions](https://github.com/bt3gl/Curated_Cloud_and_Orchestration/blob/master/references_for_lambda.md). +* [References for EKS](https://github.com/bt3gl/Curated_Cloud_and_Orchestration/blob/master/references_for_eks.md). +* [References for Docker](https://github.com/bt3gl/Curated_Cloud_and_Orchestration/blob/master/references_for_docker.md). +* [References for K8s](https://github.com/bt3gl/Curated_Cloud_and_Orchestration/blob/master/references_for_k8s.md). +* [References for kubectl](https://github.com/bt3gl/Curated_Cloud_and_Orchestration/blob/master/references_for_kubectl.md). +* [References for Golang](https://github.com/bt3gl/Curated_Cloud_and_Orchestration/blob/master/references_for_go.md). +* [References for GCP](https://github.com/bt3gl/Curated_Cloud_and_Orchestration/blob/master/references_for_gcp.md). ---- diff --git a/cdk/.gitkeep b/cdk/.gitkeep new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/cdk/.gitkeep @@ -0,0 +1 @@ + diff --git a/cdk/admin_guide_cdk.md b/cdk/admin_guide_cdk.md new file mode 100644 index 0000000..afab8fc --- /dev/null +++ b/cdk/admin_guide_cdk.md @@ -0,0 +1,416 @@ +# GitOps, Flux, and Deploying services with CDK + +An introduction to some concepts and tools we will be using. + +## What's **GitOps** + +In general, there are two ways to deploy infrastructure changes: + +- **Procedural way**: telling some tools what to do, e.g.: Ansible. This is also known as a push model. +- **Declarative way**: telling some tool what you want to have done, also known as infrastructure as code, e.g.: Terraform, Pulumi, CDK. + +[GitOps](https://www.weave.works/technologies/gitops/) is a term created by WeWorks and works by using Git as a source of truth for declarative infrastructure and applications. Automated CI/CD pipelines roll out changes to your infrastructure after commits are pushed and approved in Git. + +The GitOps methodology consists in describing the desired state of the system using a **declarative** specification for each environment (e.g., our Kubernetes cluster for a specific environment): + +- A Git repo is the single source of truth for the desired state of the system +- All changes to the desired state are Git commits +- All specified properties of the cluster are also observable in the cluster so that we can detect if the desired and observed states are the same (converged) or different (diverged) + +In GitOps you only push code. The developer interacts with the source control, which triggers the CI/CD tool (CicleCI), and this pushes the docker image to the container register (e.g. docker hub). You see the Docker image as an artifact. + +To deploy that Docker image, you have a different config repository which contains the Kubernetes manifests. CircleCI sends a pull request, and when it is merged, a pod in the Kubernetes cluster pulls the image to the cluster (similar to `kubectl apply`, or even `helm update`). Everything is controlled through pull requests. You push code, not containers. + +The refereed pod runs a tool called [Flux](https://github.com/fluxcd/flux), which automatically ensures that the state of a cluster matches the config in Git. It uses an operator in the cluster to trigger deployments inside Kubernetes, which means you don't need a separated CircleCI. It monitors all relevant image repositories, detects new images, triggers deployments, and updates the desired running configuration based on that. + +## Kubernetes + +A Kubernetes cluster consists of a series of objects: + +- **Nodes**, which can be equated to servers, be they bare-metal or virtual machines running in a cloud. +- Nodes run **Pods**, which are collections of Docker containers. A Pod is the unit of deployment in Kubernetes. All containers in a Pod share the same network and can refer to each other as if they were running on the same host. The Kubernetes object responsible for launching and maintaining the desired number of pods is called a **Deployment.** +- For Pods to communicate with other Pods, Kubernetes provides another kind of object called a **Service.** +- Services are tied to Deployments through **Selectors** and **Labels,** and are also exposed to external clients either by exposing a **NodePort** as a static port on each Kubernetes node or by creating a **LoadBalancer** object. + +## Kustomize + +Kustomize provides a **purely declarative approach** to configuration customization that adheres to and leverages the familiar and carefully designed Kubernetes API. + +Kustomize lets you customize raw, template-free YAML files for multiple purposes, leaving the original YAML untouched and usable as is. Kustomize targets Kubernetes; it understands and can patch. + +### How Kustomize works + +For each service, there is two directories, where a `kustomization.yaml` file list all the `yaml` files inside them: + +- `base/` - usually immutable. +- `overlay/`- where you add customizations and new code. + +--- + +# **Bootstrapping Services in an AWS EKS cluster** + +## **Pre-requisites** + +### **Install CLI tools** + +- [AWS CLI](https://docs.aws.amazon.com/cli/latest/userguide/cli-chap-configure.html). +- [Kubectl](https://kubernetes.io/docs/tasks/tools/install-kubectl/). +- [sops](https://github.com/mozilla/sops). +- [Kustomize](https://github.com/kubernetes-sigs/kustomize/blob/master/docs/INSTALL.md). +- [fluxctl](https://www.weave.works/blog/install-fluxctl-and-manage-your-deployments-easily). + +### **Get access to our AWS Cluster** + +We spin up clusters' resources using AWS CDK. This provisions a **developer EKS cluster** and **MSK cluster**, together with the following resources: a dedicated **VPC**, a **VPN**, **Elasticsearch cluster**, **Cloudwatch dashboards**, and an **RDS Postgres instance configured for Hydra.** + +This staging and dev clusters are already available for you in our AWS staging account. For full access you need: + +- AWS credentials (`AWS_ACCESS_KEY_ID` and `AWS_SECRET_ACCESS_KEY`) +- The VPN `.ovpn` file (can be downloaded from the dashboard) and VPN client private key. +- Kubeconfig file. + +However, if you would like to bootstrap an entirely new cluster, follow the instructions below. + + +## **Bootstrapping Step-by-step** + +### **Update Kubeconfig** + +Edit `./bootstrap/kubeconfig/aws-auth-configmap.yaml` with your account's `rolearn`. + +Set env variables: + + export REGION= + +Get kubectl config: + + ./get_kubeconfig.sh + +Remember, you can always change your kubeconfig context with: + + kubectl config use-context + +You can also use [kubectx](https://github.com/ahmetb/kubectx) for this. + +### **Create Nginx ingress controller in the EKS cluster** + +Create Nginx ingress controller's namespaces, services, roless, deployments, etc. by running: + + kubectl apply -f ./bootstrap/nginx-ingress-alb/all-in-one.yaml + +This is the output: + + namespace/kube-ingress created + serviceaccount/nginx-ingress-controller created + clusterrole.rbac.authorization.k8s.io/nginx-ingress-controller created + role.rbac.authorization.k8s.io/nginx-ingress-controller created + clusterrolebinding.rbac.authorization.k8s.io/nginx-ingress-controller created + rolebinding.rbac.authorization.k8s.io/nginx-ingress-controller created + service/nginx-default-backend created + deployment.extensions/nginx-default-backend created + configmap/ingress-nginx created + service/ingress-nginx created + deployment.extensions/ingress-nginx created + priorityclass.scheduling.k8s.io/high-priority created + +Check whether all the pods created: + + kubectl get pods --namespace kube-ingress + +Should result: + + NAMESPACE NAME READY STATUS RESTARTS AGE + kube-ingress ingress-nginx-55966f5cf8-bpvwj 1/1 Running 0 7m53s + kube-ingress ingress-nginx-55966f5cf8-vssfl 1/1 Running 0 7m53s + kube-ingress ingress-nginx-55966f5cf8-xtkv9 1/1 Running 0 7m53s + kube-ingress nginx-default-backend-c4bbbc8b7-j5cnh 1/1 Running 0 7m57s + +Check all the services created: + + kubectl get services --namespace kube-ingress + +Should result: + + NAMESPACE NAME TYPE CLUSTER-IP EXTERNAL-IP PORT(S) AGE + kube-ingress ingress-nginx NodePort 172.20.203.36 80:30080/TCP,443:30443/TCP 6m32s + kube-ingress nginx-default-backend ClusterIP 172.20.128.3 80/TCP 6m35s + +Note that the `Service` type for the `ingress-nginx` service is `NodePort` and not `LoadBalancer`. We don't want AWS to create a new Load Balancer every time we recreate the ingress. Instead, we provision an ALB and send both HTTP and HTTPS traffic to a `Target Group` that targets port `30080` on the EKS worker nodes (which is the `nodePort` in the manifest above for HTTP traffic). + +### **Create a namespace in the EKS cluster** + +This step is necessary in case you are creating an entirely new cluster namespace (i.e., if it's not `dev` nor `staging`). + +To add a new namespace, just follow the current examples in `/bootstrap/namespaces/overlays/` and then apply the changes in the overlay: + + cd ./bootstrap/namespaces/overlays/ + kustomize build . | kubectl apply -k + +You should see something like: + + namespace/ created + namespace/logging created + namespace/monitoring created + namespace/observability created + +Check whether it worked: + + kubectl get ns + +### **Create secret for DockerHub credentials in EKS cluster** + +All right, if you are working on an AWS account that is not staging, hold tight, because this step is a trip. + +Currently, we use [sops](https://github.com/mozilla/sops) to manage secrets in Kubernetes. + +You have a file named `./bootstrap/dockerhub-creds-secret/docker-hub.yaml` that possess the secret for DockerHub credentials and it's encrypted. So the first thing we need to do is decrypt it so we can use the secret for our cluster. The caveat is that you need to set your AWS creds to the account `773713188930` (staging) account (or it won't be able to grab the key to decrypt): + + sops -d docker-hub.yaml > dec.yaml + +Take a look at `dec.yaml`, you will see something like this: + + apiVersion: v1 + type: kubernetes.io/dockerconfigjson + kind: Secret + metadata: + name: docker-hub + data: + .dockerconfigjson: + +Now, the next step is either to go to the [AWS KMS dashboard](https://us-east-2.console.aws.amazon.com/kms/home?region=us-east-2#/kms/keys) or run `aws kms create-custom-key-store` to create a `Customer managed keys`. + +KMS is a service that encrypts and decrypts data with AES_GCM, using keys that are never visible to users of the service. Each KMS master key has a set of role-based access controls, and individual roles are permitted to encrypt or decrypt using the master key. KMS helps solve the problem of distributing keys, by shifting it into an access control problem that can be solved using AWS's trust model. + +Once you have this ready, grab its ARN. + +Create a new encrypted file with your new KMS key: + + sops --kms="ARN" --encrypt dec.yaml > docker-hub-.yaml + + +This Secret is created in several namespaces (default, monitoring, logging, flux-system). + +### **Apply overlay config for fluentd, jaeger-operator and prometheus-operator** + +Follow the same procedure for each of these services: `./bootstrap/fluentd`, `./bootstrap/jaeger-operator` and `./bootstrap/prometheus-operator`, copying an overlay subdirectory for your namespace, replacing your namespace string to anywhere where `staging` is, and running: + + cd ./bootstrap//overlays/ + kustomize build . | kubectl apply -f - + +### **Install and configure Flux in EKS cluster** + +This part is a little longer. [Here](https://docs.fluxcd.io/en/latest/tutorials/get-started-kustomize.html) is the official Flux documentation with Kustomize. + +Flux (and memcached) is bootstrapped by following the instructions inside `bootstrap/flux/`. That directory should have the following structure: + + ├── base + │ ├── flux + │ └── memcached + ├── overlays + +The first step is creating an `overlay/` directory for your deployment, similar to `overlay/staging`. + +### **How Flux works** + +Flux runs by looking at `./.flux.yaml`. This calls `./generate_kustomize_output.sh` in a docker container and runs the following: + +1. Set the environment (e.g. `staging`). +2. For each sub-directory in `kustomize/`, `cd` inside each `overlays/` for the environment and runs `kustomize build`. +3. If there are `sops` secrets inside these directories, decrypts the secret as well. + +### **Setting up Flux Docker image** + +The default `Deployment` for Flux is using `weaveworks/flux` Docker image. + +You will need to push a docker image to DockerHub for your namespace. + +Once you have a [docker image in Docker Hub] grab its tag (e.g. `staging-af87bcc`). + + +### **Building and deploying** + +Inside your overlay directory, run: + + cd bootstrap/flux/overlays/ + kustomize build . | kubectl apply -f - + +You should see the following: + + namespace/flux-system created + serviceaccount/flux created + podsecuritypolicy.policy/flux created + role.rbac.authorization.k8s.io/flux created + clusterrole.rbac.authorization.k8s.io/flux-psp created + clusterrole.rbac.authorization.k8s.io/flux created + clusterrole.rbac.authorization.k8s.io/flux-readonly created + rolebinding.rbac.authorization.k8s.io/flux created + clusterrolebinding.rbac.authorization.k8s.io/flux-psp created + clusterrolebinding.rbac.authorization.k8s.io/flux created + configmap/flux-kube-config-hmbbmcb469 created + secret/flux-git-deploy created + service/flux-memcached created + deployment.apps/flux created + deployment.apps/flux-memcached created + +Wait for Flux and memcached to start: + + kubectl -n flux-system rollout status deployment.apps/flux + +Check that the pods are up: + + kubectl get pods --namespace flux-system + +You should see two pods, something like this: + + NAME READY STATUS RESTARTS AGE + flux- 1/1 Running 0 21m + flux-memcached- 1/1 Running 0 60m + +At any point you can debug your pod by running: + + kubectl describe pod flux- -n flux-system + +### **Adding key to Github** + +Generate a deployment key: + + fluxctl --k8s-fwd-ns=flux-system identity + + +Later on, when you have everything set, you can force Flux `git pull` with + + fluxctl sync --k8s-fwd-ns flux-system + + +### **Create k8s-developer-role in multiple namespaces in EKS cluster** + +Similarly to the previous step, create an overlay to your namespace (e.g. dev) in the [RBAC](https://kubernetes.io/docs/reference/access-authn-authz/rbac/) kustomize resources. You can do this by copying the files from `./bootstrap/rbac/overlays/staging`, and changing the namespace string from `staging` inside `k8s-developer-user.yaml`: + + ... + metadata: + name: k8s-developer-role + namespace: + ... + metadata: + name: k8s-developer-rolebinding + namespace: + +Apply the changes with: + + cd bootstrap/rbac/overlays/ + kustomize build . | kubectl apply -f - + +You should see the following: + + role.rbac.authorization.k8s.io/k8s-developer-role-default created + role.rbac.authorization.k8s.io/k8s-developer-role created + role.rbac.authorization.k8s.io/k8s-developer-role-monitoring created + rolebinding.rbac.authorization.k8s.io/k8s-developer-rolebinding-default created + rolebinding.rbac.authorization.k8s.io/k8s-developer-rolebinding created + rolebinding.rbac.authorization.k8s.io/k8s-developer-rolebinding-monitoring created + + + +--- + +# **Deploying Advanced services in an AWS EKS cluster** + + +## **Porting Hydra** + +### **Customizing the overlay directory** + +Inside `./kustomize/hydra`, create `overlay/` subdirectory for your environment. + +Create a KMS key (the same way as in step *Create secret for DockerHub credentials in EKS cluster* in `./boostrap`). Grab its ARN and add it too `./kustomize/hydra/overlays/.sops.yaml`. + +Replace the `staging` string (and the correct host URLS) for your namespace, inside `kustomization.yaml`, `configmap.yaml`. + +### **Creating sops secrets for Hydra** + +We use sops to encrypt secret values for environment variables representing credentials, database connections, etc. so that Flux can pick these secrets when it needs. + +We place these files inside a `.sops/` directory inside the overlay environment directory. + +Grab the RDS Postgres data and create secret string: + + echo -n "postgres://hydradbadmin:< hydra_passport>@ .sops/DATABASE_URL.enc + sops -e -i .sops/DATABASE_URL.enc + +Create password salt: + + echo -n " .sops/OIDC_SUBJECT_TYPE_PAIRWISE_SALT.enc + sops -e -i .sops/OIDC_SUBJECT_TYPE_PAIRWISE_SALT.enc + +Create system secret: + + echo -n " .sops/SYSTEM_SECRET.enc + sops -e -i .sops/SYSTEM_SECRET.enc + +Generate `secrets.yaml': + + npx --quiet --package @reactioncommerce/merge-sops-secrets@1.2.1 sops-to-secret secret-stub.yaml > secret.yaml + +### **Building and applying** + +Now, just run: + + cd ./kustomize/hydra/overlays/ + kustomize build . | kubectl apply -f - + + +### **Create MongoDB database and user in Atlas** + +So that you can have MongDB URL and MongDB OPLOG URL for the next step. + +### **Creating sops secrets** + +Create MongDB URL secret: + + echo -n "" .sops/MONGO_URL.enc + sops -e -i .sops/MONGO_URL.enc + +Create MongDB OPLOG URL secret: + + echo -n "" .sops/MONGO_OPLOG_URL.enc + sops -e -i .sops/MONGO_OPLOG_URL.enc + + +Generate `secrets.yaml': + + npx --quiet --package @reactioncommerce/merge-sops-secrets@1.2.1 sops-to-secret secret-stub.yaml > secret.yaml + +### **Building and applying** + +Now, just run: + + cd ./kustomize/hydra/overlays/ + kustomize build . | kubectl apply -f - + + +### **Testing pod** + + kubectl get pods -ntest + +Exec to the pod: + + kubectl exec -it -ntest -- bash + +## **Setting DNS Records** + + +### **Adding NS recorders** + +First, add the nameserver records for `ENV.doman.io` in [Route53](https://console.aws.amazon.com/route53/home?region=us-east-2#hosted-zones:). + +### **Adding Certificate** + +You might have to add a net certificate `*.ENV.domain.io/` to [ACM](https://us-east-2.console.aws.amazon.com/acm/home?region=us-east-2#/), then add its record in Route53 (as CNAME), and associate it to the load balancer. + +In the [load balancer dashboard](https://us-east-2.console.aws.amazon.com/ec2/v2/home?region=us-east-2#LoadBalancers:sort=loadBalancerName), go to listeners and make sure `HTTPS : 443` uses that certificate. Make sure the load balancer has the correct security groups. + +### **Add All aliases** + +Then add all the URL aboves as IPv4 aliases pointing them to the load balancer. + + diff --git a/cdk/python/PostgreSQL_example/README.md b/cdk/python/PostgreSQL_example/README.md new file mode 100644 index 0000000..65e08fe --- /dev/null +++ b/cdk/python/PostgreSQL_example/README.md @@ -0,0 +1,70 @@ +# Setting up a PostgreSQL RDS with CDK in Python + +### Create a virtual environment and install dependencies: + +``` +virtualenv .env +source .env/bin/activate +pip3 install -r requirements.txt +``` + +### Define You RDS DB + +Add any constant variable in `cdk.json` and then define how you want your RDS instance in `postgre_sql_example/postgre_sql_example_stack.py`: + +``` +class PostgreSqlExampleStack(core.Stack): + + def __init__(self, scope: core.Construct, id: str, **kwargs) -> None: + super().__init__(scope, id, **kwargs) + + # Database Instance + instance = rds.DatabaseInstance(self, + 'examplepostgresdbinstance', + master_username=master_username, + engine=rds.DatabaseInstanceEngine.POSTGRES, instance_class=ec2.InstanceType.of(ec2.InstanceClass.BURSTABLE2, ec2.InstanceSize.MICRO), + vpc=self.vpc, + auto_minor_version_upgrade=auto_minor_version_upgrade, + availability_zone=availability_zone, + database_name=database_name, + enable_performance_insights=enable_performance_insights, + storage_encrypted=storage_encrypted, + multi_az=multi_az, + backup_retention=backup_retention, + monitoring_interval=monitoring_interval, + ) +``` + +### Create synthesized CloudFormation templates + +``` +cdk synth +``` + +You can check what changes are introduced into your current AWS resources with: +``` +cdk diff --profile +``` + + +### Deploy to AWS + +If everything looks OK, deploy with: + +``` +cdk deploy --profile +``` + +To check all the stacks in the app: + +``` +cdk ls +``` + +### Clean up + +To destroy/remove all the newly created resources, run: + +``` +cdk destroy --profile +``` diff --git a/cdk/python/PostgreSQL_example/app.py b/cdk/python/PostgreSQL_example/app.py new file mode 100644 index 0000000..9f53e87 --- /dev/null +++ b/cdk/python/PostgreSQL_example/app.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python3 + +from aws_cdk import core + +from postgre_sql_example.postgre_sql_example_stack import PostgreSqlExampleStack + + +app = core.App() +PostgreSqlExampleStack(app, "postgre-sql-example") + +app.synth() diff --git a/cdk/python/PostgreSQL_example/cdk.json b/cdk/python/PostgreSQL_example/cdk.json new file mode 100644 index 0000000..6ea5f9c --- /dev/null +++ b/cdk/python/PostgreSQL_example/cdk.json @@ -0,0 +1,16 @@ +{ + "app": "python3 app.py", + "context": { + "rds.auto_minor_version_upgrade": false, + "rds.availability_zone": + "rds.backup_retention": + "rds.database_name": "postgres_db", + "rds.enable_performance_insights": true, + "rds.master_username": "postgres", + "rds.monitoring_interval": 60, + "rds.multi_az": false, + "rds.storage_encrypted": false, + "vpc.cidr": "10.0.0.0/16", + "vpc.max_azs": + } +} diff --git a/cdk/python/PostgreSQL_example/postgre_sql_example/__init__.py b/cdk/python/PostgreSQL_example/postgre_sql_example/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/cdk/python/PostgreSQL_example/postgre_sql_example/postgre_sql_example_stack.py b/cdk/python/PostgreSQL_example/postgre_sql_example/postgre_sql_example_stack.py new file mode 100644 index 0000000..f158702 --- /dev/null +++ b/cdk/python/PostgreSQL_example/postgre_sql_example/postgre_sql_example_stack.py @@ -0,0 +1,59 @@ +import json +import sys +from aws_cdk import ( + aws_ec2 as ec2, + aws_rds as rds, + core as core, +) + +# Python CDK does not have get_context yet. +def _get_context(): + CONTEXT_FILE = 'cdk.json' + try: + with open(CONTEXT_FILE, 'r') as f: + return json.load(f)['context'] + except IOError: + print('Could not open context file {}. Exiting...'.format(CONTEXT_FILE)) + sys.exit(1) + except KeyError as e: + print('Context file {0} is misconfigured {1}. Exiting...'.format(CONTEXT_FILE, e)) + sys.exit(1) + +class PostgreSqlExampleStack(core.Stack): + + def __init__(self, scope: core.Construct, id: str, **kwargs) -> None: + super().__init__(scope, id, **kwargs) + + # Grab variables from cdk.json + context = _get_context() + auto_minor_version_upgrade = context["rds.auto_minor_version_upgrade"] + availability_zone = context["rds.availability_zone"] + backup_retention = core.Duration.days(context["rds.backup_retention"]) + database_name = context["rds.database_name"] + enable_performance_insights = context["rds.enable_performance_insights"] + master_username = context["rds.master_username"] + monitoring_interval = core.Duration.seconds(context["rds.monitoring_interval"]) + multi_az = context["rds.multi_az"] + storage_encrypted = context["rds.storage_encrypted"] + cidr = context["vpc.cidr"] + max_azs = context["vpc.max_azs"] + + # Set VPC + self.vpc = ec2.Vpc(self, "VPCTest", cidr=cidr, max_azs=max_azs) + + # Database Instance + instance = rds.DatabaseInstance(self, + 'storefrontrdspostgresdbinstance', + master_username=master_username, + engine=rds.DatabaseInstanceEngine.POSTGRES, instance_class=ec2.InstanceType.of(ec2.InstanceClass.BURSTABLE2, ec2.InstanceSize.MICRO), + vpc=self.vpc, + auto_minor_version_upgrade=auto_minor_version_upgrade, + availability_zone=availability_zone, + database_name=database_name, + enable_performance_insights=enable_performance_insights, + storage_encrypted=storage_encrypted, + multi_az=multi_az, + backup_retention=backup_retention, + monitoring_interval=monitoring_interval, + ) + diff --git a/cdk/python/PostgreSQL_example/requirements.txt b/cdk/python/PostgreSQL_example/requirements.txt new file mode 100644 index 0000000..74aaf6d --- /dev/null +++ b/cdk/python/PostgreSQL_example/requirements.txt @@ -0,0 +1,34 @@ +astroid==2.2.5 +attrs==19.1.0 +aws-cdk.assets==1.10.0 +aws-cdk.aws-cloudwatch==1.10.0 +aws-cdk.aws-ec2==1.10.0 +aws-cdk.aws-events==1.10.0 +aws-cdk.aws-iam==1.10.0 +aws-cdk.aws-kms==1.10.0 +aws-cdk.aws-lambda==1.10.0 +aws-cdk.aws-logs==1.10.0 +aws-cdk.aws-rds==1.10.0 +aws-cdk.aws-s3==1.10.0 +aws-cdk.aws-s3-assets==1.10.0 +aws-cdk.aws-sam==1.10.0 +aws-cdk.aws-secretsmanager==1.10.0 +aws-cdk.aws-sqs==1.10.0 +aws-cdk.aws-ssm==1.10.0 +aws-cdk.core==1.10.0 +aws-cdk.cx-api==1.10.0 +aws-cdk.region-info==1.10.0 +cattrs==0.9.0 +isort==4.3.21 +jsii==0.17.1 +lazy-object-proxy==1.4.2 +mccabe==0.6.1 +pep8==1.7.1 +publication==0.0.3 +pylint==2.3.1 +python-dateutil==2.8.0 +six==1.12.0 +typed-ast==1.4.0 +typing-extensions==3.7.4 +virtualenv==16.7.4 +wrapt==1.11.2 diff --git a/cdk/python/PostgreSQL_example/setup.py b/cdk/python/PostgreSQL_example/setup.py new file mode 100644 index 0000000..a3cabad --- /dev/null +++ b/cdk/python/PostgreSQL_example/setup.py @@ -0,0 +1,45 @@ +import setuptools + + +with open("README.md") as fp: + long_description = fp.read() + + +setuptools.setup( + name="postgre_sql_example", + version="0.0.1", + + description="A postgres CDK Python example", + long_description=long_description, + long_description_content_type="text/markdown", + + author="author", + + package_dir={"": "postgre_sql_example"}, + packages=setuptools.find_packages(where="postgre_sql_example"), + + install_requires=[ + "aws-cdk.core", + ], + + python_requires=">=3.6", + + classifiers=[ + "Development Status :: 4 - Beta", + + "Intended Audience :: Developers", + + "License :: OSI Approved :: Apache Software License", + + "Programming Language :: JavaScript", + "Programming Language :: Python :: 3 :: Only", + "Programming Language :: Python :: 3.6", + "Programming Language :: Python :: 3.7", + "Programming Language :: Python :: 3.8", + + "Topic :: Software Development :: Code Generators", + "Topic :: Utilities", + + "Typing :: Typed", + ], +) diff --git a/cdk/python/VPC_example/README.md b/cdk/python/VPC_example/README.md new file mode 100644 index 0000000..e211eda --- /dev/null +++ b/cdk/python/VPC_example/README.md @@ -0,0 +1,75 @@ +# Setting up a VPC with CDK in Python + +[AWS CDK](https://docs.aws.amazon.com/cdk/latest/guide/home.html) is a very neat way to write infrastructure as code, enabling you to create and provision AWS infrastructure deployments predictably and repeatedly. + +You choose your favorite language to code what resources (stacks) you want, and CDK synthetizes them to CloudFormation and helps you to deploy them to AWS. + +In this example we see how to setup a VPC using CDK in Python. + +### Install AWS CDK + +Follow [this instructions](https://github.com/aws/aws-cdk#at-a-glance). + +### Create a virtual environment and install dependencies: + +``` +virtualenv venv +source venv/bin/activate +pip install -r requirements.txt +``` + +Note: If you are starting from a blank project with `cdk init app --language=python` instead, you will we need to manually install resources, such as `pip install aws_cdk.aws_ec2`. + +### Define You VPC + +Define how you want your VPC in the file `vpc_example/vpc_example_stack.py`: + +``` +class VpcExampleStack(core.Stack): + + def __init__(self, scope: core.Construct, id: str, **kwargs) -> None: + super().__init__(scope, id, **kwargs) + + vpc = aws_ec2.Vpc(self, "MiaVPCTest", cidr="10.0.0.0/16", max_azs=3) +``` + + +### Create synthesized CloudFormation template + +``` +cdk synth +``` + +You can check what changes this introduces into your AWS account: +``` +cdk diff --profile +``` + +### Deploy to AWS + +If everything looks right, deploy: + +``` +cdk deploy --profile +``` + +These are the resources that will be created with this command: + +![vpc](https://github.com/bt3gl/AWS_Resources/blob/master/CDK_examples/VPC_example/imgs/vpc.png) + + + +To check all the stacks in the app: + +``` +cdk ls +``` + +### Clean up + +To destroy/remove all the newly created resources, run: + +``` +cdk destroy --profile +``` + diff --git a/cdk/python/VPC_example/app.py b/cdk/python/VPC_example/app.py new file mode 100644 index 0000000..1a926a6 --- /dev/null +++ b/cdk/python/VPC_example/app.py @@ -0,0 +1,11 @@ +#!/usr/bin/env python3 + +from aws_cdk import core + +from vpc_example.vpc_example_stack import VpcExampleStack + + +app = core.App() +VpcExampleStack(app, "vpc-example") + +app.synth() diff --git a/cdk/python/VPC_example/cdk.json b/cdk/python/VPC_example/cdk.json new file mode 100644 index 0000000..787a71d --- /dev/null +++ b/cdk/python/VPC_example/cdk.json @@ -0,0 +1,3 @@ +{ + "app": "python3 app.py" +} diff --git a/cdk/python/VPC_example/imgs/vpc.png b/cdk/python/VPC_example/imgs/vpc.png new file mode 100644 index 0000000..c3e50e6 Binary files /dev/null and b/cdk/python/VPC_example/imgs/vpc.png differ diff --git a/cdk/python/VPC_example/requirements.txt b/cdk/python/VPC_example/requirements.txt new file mode 100644 index 0000000..385c3d0 --- /dev/null +++ b/cdk/python/VPC_example/requirements.txt @@ -0,0 +1,14 @@ +attrs==19.1.0 +aws-cdk.aws-cloudwatch==1.10.0 +aws-cdk.aws-ec2==1.10.0 +aws-cdk.aws-iam==1.10.0 +aws-cdk.aws-ssm==1.10.0 +aws-cdk.core==1.10.0 +aws-cdk.cx-api==1.10.0 +aws-cdk.region-info==1.10.0 +cattrs==0.9.0 +jsii==0.17.1 +publication==0.0.3 +python-dateutil==2.8.0 +six==1.12.0 +typing-extensions==3.7.4 diff --git a/cdk/python/VPC_example/setup.py b/cdk/python/VPC_example/setup.py new file mode 100644 index 0000000..7319fcb --- /dev/null +++ b/cdk/python/VPC_example/setup.py @@ -0,0 +1,45 @@ +import setuptools + + +with open("README.md") as fp: + long_description = fp.read() + + +setuptools.setup( + name="vpc_example", + version="0.0.1", + + description="A VPC CDK Python example", + long_description=long_description, + long_description_content_type="text/markdown", + + author="author", + + package_dir={"": "vpc_example"}, + packages=setuptools.find_packages(where="vpc_example"), + + install_requires=[ + "aws-cdk.core", + ], + + python_requires=">=3.6", + + classifiers=[ + "Development Status :: 4 - Beta", + + "Intended Audience :: Developers", + + "License :: OSI Approved :: Apache Software License", + + "Programming Language :: JavaScript", + "Programming Language :: Python :: 3 :: Only", + "Programming Language :: Python :: 3.6", + "Programming Language :: Python :: 3.7", + "Programming Language :: Python :: 3.8", + + "Topic :: Software Development :: Code Generators", + "Topic :: Utilities", + + "Typing :: Typed", + ], +) diff --git a/cdk/python/VPC_example/vpc_example/__init__.py b/cdk/python/VPC_example/vpc_example/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/cdk/python/VPC_example/vpc_example/vpc_example_stack.py b/cdk/python/VPC_example/vpc_example/vpc_example_stack.py new file mode 100644 index 0000000..688cf43 --- /dev/null +++ b/cdk/python/VPC_example/vpc_example/vpc_example_stack.py @@ -0,0 +1,8 @@ +from aws_cdk import core, aws_ec2 + +class VpcExampleStack(core.Stack): + + def __init__(self, scope: core.Construct, id: str, **kwargs) -> None: + super().__init__(scope, id, **kwargs) + + vpc = aws_ec2.Vpc(self, "MiaVPCTest", cidr="10.0.0.0/16", max_azs=3) diff --git a/cdk/ts/.gitignore b/cdk/ts/.gitignore new file mode 100644 index 0000000..4b8f5bb --- /dev/null +++ b/cdk/ts/.gitignore @@ -0,0 +1,136 @@ +# CDK +*.js +!jest.config.js +*.d.ts +node_modules +.cdk.staging +cdk.out + +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +lerna-debug.log* +.idea +.DS_Store +# Diagnostic reports (https://nodejs.org/api/report.html) +report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json + +# Runtime data +pids +*.pid +*.seed +*.pid.lock + +# Directory for instrumented libs generated by jscoverage/JSCover +lib-cov + +# Coverage directory used by tools like istanbul +coverage +*.lcov + +# nyc test coverage +.nyc_output + +# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files) +.grunt + +# Bower dependency directory (https://bower.io/) +bower_components + +# node-waf configuration +.lock-wscript + +# Compiled binary addons (https://nodejs.org/api/addons.html) +build/Release + +# Dependency directories +node_modules/ +jspm_packages/ + +# TypeScript v1 declaration files +typings/ + +# TypeScript cache +*.tsbuildinfo + +# Optional npm cache directory +.npm + +# Optional eslint cache +.eslintcache + +# Optional REPL history +.node_repl_history + +# Output of 'npm pack' +*.tgz + +# Yarn Integrity file +.yarn-integrity + +# dotenv environment variables file +.env +.env.test +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# parcel-bundler cache (https://parceljs.org/) +.cache + +# next.js build output +.next + +# nuxt.js build output +.nuxt + +# vuepress build output +.vuepress/dist + +# Serverless directories +.serverless/ + +# FuseBox cache +.fusebox/ + +# DynamoDB Local files +.dynamodb/ + +# Kubernetes kubectl configuration +kubeconfig + +# CDK +cdk.out/ + +# Python +__pycache__/ +*.py[cod] +*$py.class +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg + +# Certs +*.key +*.crt +easy-rsa/ diff --git a/cdk/ts/MSK_example/README.md b/cdk/ts/MSK_example/README.md new file mode 100644 index 0000000..e860d08 --- /dev/null +++ b/cdk/ts/MSK_example/README.md @@ -0,0 +1,61 @@ +# CDK MSK Example + + + +### Deploy VPC + +[Amazon VPC](https://aws.amazon.com/vpc/) lets you provision a logically isolated section of the AWS Cloud where you can all the resources as in a virtual network. + +These are the default values in `cdk.json`: + +``` +"vpc.cidr": "10.0.0.0/16", +"vpc.maxAzs": 3, +``` + +Deploy with: + +``` +cdk deploy VPCStack +``` + +### Deploy MSK + +[Amazon MSK](https://aws.amazon.com/msk/) is a managed service that makes it easy for you to build and run applications that use Apache Kafka to process streaming data. + +These are the default values in `cdk.json`: + +``` +"msk.DevMskCluster": "MskCluster", +"msk.ClusterTag": "MSK cluster", +"msk.brokerNodeGroupBrokerAzDistribution": "DEFAULT", +"msk.enhancedMonitoring": "PER_BROKER", +"msk.brokerNodeGroupEBSVolumeSize": 100, +"msk.brokerNodeGroupInstanceType": "kafka.m5.large", +"msk.brokerPort": 9092, +"msk.kafkaVersion": "2.2.1", +"msk.numberOfBrokerNodes": 3 +``` + +Deploy with: + +``` +cdk deploy MskClusterStack +``` + +#### Kafka CLI + +Note that the CLI commands for MKS are given by the keyword `kafka`, for example: + +``` +aws kafka list-clusters +``` + +To retrieve `BootstrapBrokerStringTls`, run: + +``` + aws kafka get-bootstrap-brokers --cluster-arn + ``` + +However, access and development within the cluster (e.g. creating topics, accessing brokers) need to be done while connected to the VPN. + diff --git a/cdk/ts/MSK_example/bin/example.ts b/cdk/ts/MSK_example/bin/example.ts new file mode 100644 index 0000000..bf1b4c8 --- /dev/null +++ b/cdk/ts/MSK_example/bin/example.ts @@ -0,0 +1,15 @@ +#!/usr/bin/env node +import 'source-map-support/register'; +import cdk = require('@aws-cdk/core'); + +import { VPCStack } from "../lib/Vpc"; +import { MskClusterStack } from "../lib/MskCluster"; + +const app = new cdk.App(); +const app_env = { + region: , + account: +}; + +const vpcStack = new VPCStack(app, 'VPCStack', {env: app_env}); +new MskClusterStack(app, 'MskClusterStack',{env: app_env, vpc: vpcStack.Vpc}); diff --git a/cdk/ts/MSK_example/cdk.context.json b/cdk/ts/MSK_example/cdk.context.json new file mode 100644 index 0000000..414ef3b --- /dev/null +++ b/cdk/ts/MSK_example/cdk.context.json @@ -0,0 +1,7 @@ +{ + "availability-zones:account=:region=us-west-1": [ + "us-west-1a", + "us-west-1b", + "us-west-1c" + ] +} diff --git a/cdk/ts/MSK_example/cdk.json b/cdk/ts/MSK_example/cdk.json new file mode 100644 index 0000000..98e9e8f --- /dev/null +++ b/cdk/ts/MSK_example/cdk.json @@ -0,0 +1,17 @@ +{ + "app": "npx ts-node bin/example.ts", + "context": { + "env.type": "dev", + "vpc.cidr": "10.0.0.0/16", + "vpc.maxAzs": 3, + "msk.DevMskCluster": "MskCluster", + "msk.ClusterTag": "MSK cluster", + "msk.brokerNodeGroupBrokerAzDistribution": "DEFAULT", + "msk.enhancedMonitoring": "PER_BROKER", + "msk.brokerNodeGroupEBSVolumeSize": 100, + "msk.brokerNodeGroupInstanceType": "kafka.m5.large", + "msk.brokerPort": 9092, + "msk.kafkaVersion": "2.2.1", + "msk.numberOfBrokerNodes": 3 + } +} diff --git a/cdk/ts/MSK_example/lib/MskCluster.ts b/cdk/ts/MSK_example/lib/MskCluster.ts new file mode 100644 index 0000000..def9d39 --- /dev/null +++ b/cdk/ts/MSK_example/lib/MskCluster.ts @@ -0,0 +1,75 @@ +import cdk = require("@aws-cdk/core"); +import ec2 = require("@aws-cdk/aws-ec2"); +import msk = require("@aws-cdk/aws-msk"); + + +interface MSKStackProps extends cdk.StackProps { + vpc: ec2.IVpc; +} +export class MskClusterStack extends cdk.Stack { + private vpc: ec2.IVpc; + + constructor(scope: cdk.Construct, id: string, props?: MSKStackProps) { + super(scope, id, props); + const current_env = this.node.tryGetContext("env.type"); + + //****************************** Context variables **************************************// + const clusterName = this.node.tryGetContext("msk.DevMskCluster"); + const clusterTag = this.node.tryGetContext("msk.mskClusterTag"); + const brokerNodeGroupBrokerAzDistribution = this.node.tryGetContext("msk.brokerNodeGroupBrokerAzDistribution"); + const brokerNodeGroupEBSVolumeSize = this.node.tryGetContext("msk.brokerNodeGroupEBSVolumeSize"); + const brokerNodeGroupInstanceType = this.node.tryGetContext("msk.brokerNodeGroupInstanceType"); + const brokerPort = this.node.tryGetContext("msk.brokerPort"); + const kafkaVersion = this.node.tryGetContext("msk.kafkaVersion"); + const numberOfBrokerNodes = this.node.tryGetContext("msk.numberOfBrokerNodes"); + const enhancedMonitoring = this.node.tryGetContext("msk.enhancedMonitoring"); + + //**************************************** VPC + if (props) + this.vpc = props.vpc; + else + this.vpc = ec2.Vpc.fromLookup(this, current_env+"Vpc", { + vpcName: "VPCStack/"+current_env+"Vpc" + }); + + //**************************************** SG + const description = "Allow access to "+current_env+" MSK Cluster"; + const SecurityGroup = new ec2.SecurityGroup( + this, + current_env+"MskClusterSG", + { + vpc: this.vpc, + securityGroupName: current_env+"MskClusterSG", + description: description, + allowAllOutbound: true + } + ); + SecurityGroup.addIngressRule( + ec2.Peer.anyIpv4(), + ec2.Port.tcp(brokerPort), + description + ); + + //******************************* MSK Cluster **************************// + const cluster = new msk.CfnCluster(this, "MskCluster", { + brokerNodeGroupInfo: { + clientSubnets: this.vpc.privateSubnets.map(x => x.subnetId), + instanceType: brokerNodeGroupInstanceType, + brokerAzDistribution: brokerNodeGroupBrokerAzDistribution, + storageInfo: { + ebsStorageInfo: { + volumeSize: brokerNodeGroupEBSVolumeSize + } + } + }, + clusterName: clusterName, + kafkaVersion: kafkaVersion, + numberOfBrokerNodes: numberOfBrokerNodes, + enhancedMonitoring: enhancedMonitoring, + tags: { + name: current_env+clusterTag, + } + }); + } + } + diff --git a/cdk/ts/MSK_example/lib/Vpc.ts b/cdk/ts/MSK_example/lib/Vpc.ts new file mode 100644 index 0000000..ec7ad66 --- /dev/null +++ b/cdk/ts/MSK_example/lib/Vpc.ts @@ -0,0 +1,19 @@ +import cdk = require('@aws-cdk/core'); +import ec2 = require("@aws-cdk/aws-ec2"); + +export class VPCStack extends cdk.Stack { + readonly Vpc: ec2.IVpc; + + constructor(scope: cdk.Construct, id: string, props?: cdk.StackProps) { + super(scope, id, props); + const current_env = this.node.tryGetContext("env.type"); + + const vpc_cidr = this.node.tryGetContext("vpc.cidr"); + const vpc_maxAzs = this.node.tryGetContext("vpc.maxAzs"); + const vpc = new ec2.Vpc(this, current_env+"Vpc", { + cidr: vpc_cidr, + maxAzs: vpc_maxAzs + }); + this.Vpc = vpc; + } +} diff --git a/cdk/ts/MSK_example/package-lock.json b/cdk/ts/MSK_example/package-lock.json new file mode 100644 index 0000000..34a9c9c --- /dev/null +++ b/cdk/ts/MSK_example/package-lock.json @@ -0,0 +1,6486 @@ +{ + "name": "dev", + "version": "0.1.0", + 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"^2.1.1", + "readable-stream": "^3.4.0" + } + } + } +} diff --git a/cdk/ts/MSK_example/package.json b/cdk/ts/MSK_example/package.json new file mode 100644 index 0000000..93bb30f --- /dev/null +++ b/cdk/ts/MSK_example/package.json @@ -0,0 +1,28 @@ +{ + "name": "dev", + "version": "0.1.0", + "bin": { + "dev": "bin/dev.js" + }, + "scripts": { + "build": "tsc", + "watch": "tsc -w", + "test": "jest", + "cdk": "cdk" + }, + "devDependencies": { + "@aws-cdk/assert": "^1.12.0", + "@types/jest": "^24.0.18", + "aws-cdk": "^1.12.0", + "jest": "^24.9.0", + "ts-jest": "^24.1.0", + "ts-node": "^8.4.1", + "typescript": "~3.6.4" + }, + "dependencies": { + "@aws-cdk/aws-ec2": "^1.12.0", + "@aws-cdk/aws-msk": "^1.12.0", + "@aws-cdk/core": "^1.12.0", + "source-map-support": "^0.5.13" + } +} diff --git a/cdk/ts/MSK_example/tsconfig.json b/cdk/ts/MSK_example/tsconfig.json new file mode 100644 index 0000000..3f61627 --- /dev/null +++ b/cdk/ts/MSK_example/tsconfig.json @@ -0,0 +1,23 @@ +{ + "compilerOptions": { + "target":"ES2018", + "module": "commonjs", + "lib": ["es2016", "es2017.object", "es2017.string"], + "declaration": true, + "strict": true, + "noImplicitAny": true, + "strictNullChecks": true, + "noImplicitThis": true, + "alwaysStrict": true, + "noUnusedLocals": false, + "noUnusedParameters": false, + "noImplicitReturns": true, + "noFallthroughCasesInSwitch": false, + "inlineSourceMap": true, + "inlineSources": true, + "experimentalDecorators": true, + "strictPropertyInitialization":false, + "typeRoots": ["./node_modules/@types"] + }, + "exclude": ["cdk.out"] +} diff --git a/cdk/ts/README.md b/cdk/ts/README.md new file mode 100644 index 0000000..ddb5530 --- /dev/null +++ b/cdk/ts/README.md @@ -0,0 +1,3 @@ +# CDK TypeScript Examples + +* MSK + VPC \ No newline at end of file diff --git a/gpc/.gitignore b/gpc/.gitignore new file mode 100644 index 0000000..894a44c --- /dev/null +++ b/gpc/.gitignore @@ -0,0 +1,104 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# pyenv +.python-version + +# celery beat schedule file +celerybeat-schedule + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ diff --git a/gpc/README.md b/gpc/README.md new file mode 100755 index 0000000..d3f6bd8 --- /dev/null +++ b/gpc/README.md @@ -0,0 +1,6 @@ +# GCP Resources + + +* `slides_data_engineering/`: private resources from [GPC data engineering training](https://cloud.google.com/training/data-ml). +* `slides_infrastructure/`: private resources from [GCP infra training](https://cloud.google.com/training/cloud-infrastructure). +* `labs/`: laboratory exercises from the resources above. diff --git a/gpc/labs/Leveraging Unstructured Data _ Qwiklabs + roitraining.htm b/gpc/labs/Leveraging Unstructured Data _ Qwiklabs + roitraining.htm new file mode 100755 index 0000000..5d8cbd7 --- /dev/null +++ b/gpc/labs/Leveraging Unstructured Data _ Qwiklabs + roitraining.htm @@ -0,0 +1,1704 @@ + + + + + + + +Leveraging Unstructured Data | Qwiklabs + roitraining + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +menu + +
+arrow_back + +

+Leveraging Unstructured Data +

+
+
+ + +
+
+
+
+
+ +
+ + +close + +
+ +
+
+
+ +
+Privacy Policy +
+Terms of Service +
+
+
+
+ +
+
+ + +
+
+ + + +
+
+
+
+
+ +480m access +· +480m completion + +
+
+
+ + +Rate Lab + + +Lab Details + +
+ +
+
+
+
+
+Connection Details +
+
+ +Open Google Console + +
+ +
+
+ + + +
+
+ +
+
+ + + +
+
+ +
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+ + + + + +
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+ +
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+ +
+
+ +Start Lab + + + +
+
+

+ 08:00:00 +

+
+
+ +
+
+
+
+
+ +

LEVERAGING UNSTRUCTURED DATA

+ +

GETTING STARTED WITH GCP CONSOLE

+ +

When the lab is ready a green button will appear that looks like this:

+ +

2fa0ccada9d929f0.png

+ +

When you are ready to begin, click Start Lab.

+ +

Logging in to Google Cloud Platform

+ +

Step 1: Locate the Username, Password and Project Id

+ +

Press the green [Start] button to start the lab. After setup is completed you will see something similar to this on the right side of the Qwiklabs window:

+ +

eaa80bb0490b07d0.png

+ +

Step 2: Browse to Console

+ +

Open an Incognito window in your browser.
+And go to http://console.cloud.google.com

+ +

Step 3: Sign in to Console

+ +

Log in with the Username and Password provided. The steps below are suggestive. The actual dialog and procedures may vary from this example.

+ +

1c492727805af169.png

+ +

Step 4: Accept the conditions

+ +

Accept the new account terms and conditions.

+ +

32331ec60c5f6609.png

+ +

This is a temporary account. You will only have access to the account for this one lab.

+
  • Do not add recovery options
    • +
  • Do not sign up for free trials
    • +
+

Step 5: Don't change the password

+ +

If prompted, don't change the password. Just click [Continue].

+ +

ef164317a73a66d7.png

+ +

Step 6 Agree to the Terms of Service

+ +

Select (x) Yes, (x) _Yes and click _[AGREE AND CONTINUE].

+ +

e0edec7592d289e1.png

+ +

Step 7: Console opens

+ +

The Google Cloud Platform Console opens.

+ +

You may see a bar occupying the top part of the Console inviting you to sign up for a free trial. You can click on the [DISMISS] button so that the entire Console screen is available.

+ +

a1b4bfec239cc863.png

+ +

Step 8: Switch project (if necessary)

+ +

On the top blue horizontal bar, click on the drop down icon to select the correct project (if not already so). You can confirm the project id from your Qwiklabs window (shown in step 1 above).

+ +

849103afbf5e9178.png

+ +

Click on "view more projects" if necessary and select the correct project id.

+ +

PART 1: CREATING DATAPROC CLUSTERS

+ +

Overview

+ +

Duration is 1 min

+ +

In this lab, you will create, customize and delete Dataproc clusters using the Web console and the command line interface (CLI). You will also connect to the cluster using SSH, and run a couple simple jobs. You will also access the cluster's Hadoop and HDFS services from the browser.

+ +

What you learn

+ +

In this lab, you:

+
  • Create a Dataproc cluster from the Web console
    • +
  • SSH into the cluster and run PySpark jobs
    • +
  • Add a firewall rule that allows access to your cluster from the browser
    • +
  • Create, manage and delete Dataproc clusters from the CLI
    • +
+

Introduction

+ +

Duration is 1 min

+ +

Dataproc is a managed service for creating clusters of computers that can be used to run Hadoop and Spark applications. Dataproc clusters are pre-configured with software commonly used in Hadoop ecosystems like Python, Java, PySpark, Pig and Hive. Dataproc clusters are also pre-configured with HDFS.

+ +

Dataproc clusters can easily be created in just a couple minutes and clusters can be easily configured to run jobs both big and small. Because clusters can be created so quickly, they can also be deleted as soon and jobs are complete. With Google's per-minute billing, this allows jobs to be run at a minimal cost.

+ +

Dataproc requires no upfront payment. You only pay for the resources used for the time the clusters are running.

+ +

Before you begin

+ +

Duration is 1 min

+ +

If you have not started the lab, go ahead and click the green "Start Lab" button. Once done, it will display credentials for this lab. Repeat the steps in Lab 0 to log into the Cloud console with the credentials provided in this lab.

+ +

Here is a quick reference:

+ +

Open new incognito window → go to cloud console → login with provided credentials → follow the prompts → switch project if necessary

+ +

Create Clusters with the Web Console

+ +

Duration is 10 min

+ +

You will first create a cluster using the Google Cloud Platform Web Console.

+ +

Step 1

+ +

Open the Cloud Platform Console and navigate to the project you are using for this course.

+ +

Note: If a different project is selected, click the project name to the right of Google Cloud Platform in the title bar and choose the right one.

+
+ +

Step 2

+ +

Click the menu on the left and select Compute Engine. This ensures that any necessary fraud checks are carried out and APIs are enabled. It will reduce the wait times associated with later steps if you do this now.

+ +

Step 3

+ +

Click the menu icon on the left corner of the Google Cloud Platform Web Console, scroll down to the Big Data section and select Dataproc.

+ +

Note: If you get an "Enable API" popup, go ahead and click Enable.

+ +

Step 4

+ +

Click the Create cluster button. This opens the Create a cluster page.

+ +

Step 5

+ +

You will create the smallest possible cluster.

+
  • Name your cluster my-first-cluster.
    • +
  • Select the zone us-central1-a.
    • +
  • In the Master node | Machine type drop-down select the first machine n1-standard1(1vCPU, 3.75GB memory).
    • +
  • Change the master node's primary disk size to 10 GB.
    • +
  • In the Worker nodes | Machine type drop-down also select the first machine n1-standard1(1vCPU, 3.75GB memory).
    • +
  • Leave the number of worker nodes at the default of 2.
    • +
  • Also change the worker node's primary disk size to 10 GB.
    • +
+

Step 6

+ +

Click the Create button at the bottom on the page. It will take a couple minutes for the cluster to be ready.

+ +

Accessing the Cluster Master with SSH

+ +

Duration is 15 min

+ +

You will SSH into the master node and and discover what is installed and run a simple job.

+ +

Step 1

+ +

When you see a green check next to the cluster you just created click on the cluster name. This opens the Cluster details page.

+ +

8b7a99b7a9f13fec.png

+ +

Step 2

+ +

Click the VM Instances tab to see a list of machines in your cluster. Click on the master node (my-first-cluster-m), to see that machine's details.

+ +

Step 3

+ +

Click the SSH button to connect to that machine. This will open a new window or tab in your browser with a terminal window that is connected to your master node machine.

+ +

3d2672578e8efc6e.png

+ +

Step 4

+ +

Type the following command to see what version of Python is installed.

+
python --version
+
+

Step 5

+ +

Enter the following commands as well to see some of the programs that are pre-installed on the machine.

+
java -version
+
+scala -version
+
+pyspark --version
+
+pig --version
+
+hive --version
+
+

Accessing the Cluster Master with the Browser

+ +

Duration is 10 min

+ +

Step 1

+ +

In the Google Cloud Platform Web Console, click the menu on the left and select VPC Network > Firewall rules from the Networking section.

+ +

Step 2

+ +

You are going to allow access to your Dataproc cluster, but only to your machine. To do this, you will need to know your IP Address. Go to the following URL to find out what it is:

+ +

http://ip4.me/

+ +

Step 3

+ +

Click Firewall rules in the left-hand navigation pane. Click on the Create Firewall Rule button. Then, Enter the following:

+
  • Name the rule .
    • +
  • For Targets, select "All instances in the network"
    • +
  • Select IP ranges from the Source filter dropdown.
    • +
  • In the source IP ranges text box enter your ip address followed by /32. So if your IP address is 1.2.3.4 then the text box would read 1.2.3.4/32.
    • +
  • For Protocols and ports, select "Specified Protocols and ports", and enter the following in the text box:
    • +
+

+ +

7e8f56804afdc372.png

+ +

Once you have confirmed your entries, click Create.

+ +

Note: This firewall rule allows access to tcp port 8088 which is Hadoop, 9870 which is HDFS and 8080 which is Datalab. We will install Datalab later in the course.

+
+ +

Step 4

+ +

In the Web Console go back to the Dataproc service. Click on your cluster to open its details. Then, click on VM Instances, then click on your master node to see its details.

+ +

Scroll down and find your master node's external ip address, select it and copy it to your clipboard.

+ +

You could also find the master node's IP address from the Compute Engine service. All the nodes in the Dataproc cluster are really Compute Engine virtual machines. Go to the Products and Services menu and select Compute Engine. Find your master node, it should be named my-first-cluster-m. You can copy the external IP address from the machine's details.

+ +

Step 5

+ +

Open a new tab in your browser and paste in the ip address of your master and then type :8088 to access Hadoop. It should open a page that looks like the one below.

+ +

d46461be5babfd8e.png

+ +

Step 6

+ +

Click on the various links on the left and explore the information.

+ +

Step 7

+ +

Now, open another browser tab, paste in the master node's IP address, followed by the port 9870. This opens a site with information about your HDFS cluster similar to as shown below. Explore this as well.

+ +

4cf8b1cc09c73465.png

+ +

Step 7

+ +

Close the Hadoop and HDFS browser tabs. Go back to the window with the console and close it as well.

+ +

Step 8

+ +

In the Web Console, return to the Dataproc service home page. Select the checkbox next to your cluster and click the Delete button.

+ +

cbd1d76f1142c4c5.png

+ +

Managing Clusters with the CLI

+ +

Duration is 10 min

+ +

You will now create a cluster using the command line interface (CLI).

+ +

Step 1

+ +

In the Google Cloud Platform Web Console, use the menu to navigate to the Dataproc service.

+ +

Step 2

+ +

Now, click on the Activate Google Cloud Shell icon on the right side of the toolbar. This will open a Cloud Shell terminal window on the bottom of your browser.

+ +

ec9e03355c83c22a.png

+ +

Step 3

+ +

Paste the following command into cloud shell and hit Enter. This command creates a Dataproc cluster named my-second-cluster in the us-central1-a zone. It creates a master node with 1 CPU and a 50 GB disk and 2 worker nodes with the same resources.

+
gcloud dataproc clusters create my-second-cluster --zone us-central1-a \
+        --master-machine-type n1-standard-1 --master-boot-disk-size 50 \
+        --num-workers 2 --worker-machine-type n1-standard-1 \
+        --worker-boot-disk-size 50 
+
+

Step 4

+ +

Notice, on the Dataproc home screen at the top of your browser that a cluster is being created (if you do not see it, click the Refresh link on your Clusters page). When the green check appears, click on the cluster and explore its details.

+
  • What machine type is used for the master and worker nodes?
    • +
  • How many workers nodes were created?
    • +
+

Step 5

+ +

Paste the following command into cloud shell and hit Enter. This command deletes the cluster you just created. When prompted, confirm that you want to delete your cluster.

+
gcloud dataproc clusters delete my-second-cluster
+
+

Step 6

+ +

Wait for your cluster to go away in the Web console (you may need to click on Clusters on the menu on the left, and click Refresh). Then click the Create cluster button. Fill in the form with the following settings, but do not click the Create button.

+
  • Name the cluster my-third-cluster.
    • +
  • Set the zone to one near you (whichever one you wish).
    • +
  • Set master node machine type to the smallest machine available.
    • +
  • Set the worker nodes machine type to the smallest machine available.
    • +
  • Specify 2 worker nodes
    • +
+

Below the Create and Cancel buttons, click the link which reads command line. This pops up a window with a command that uses the settings you've specified. Copy this command to the clipboard, close the window and then paste it into the Cloud Shell and run it.

+ +

Click the Cancel button on the Create a cluster page. Notice another cluster is being created.

+ +

Step 7

+ +

When the cluster is done initializing, explore its details and make sure it was created as you expected.

+ +

Step 8

+ +

Using the Web Console Products and Services menu, go to the Compute Engine service. Notice the master and worker nodes are really Compute Engine virtual machines.

+ +

Cleanup

+ +

Duration is 1 min

+ +

There's no need to keep any clusters.

+ +

Step 1

+ +

Navigate to the Dataproc service using the Web Console. Delete any clusters that you created in this exercise.

+ + + +

+

Stop here if you are done. Wait for instructions from the Instructor before going into the next section

+
+ +

PART 2: RUNNING PIG AND SPARK JOBS

+ +

Overview

+ +

Duration is 1 min

+ +

In this lab, you will run Pig and Spark programs on a Dataproc cluster.

+ +

What you learn

+ +

In this lab, you:

+
  • SSH into the cluster to run Pig and Spark job
    • +
  • Create a Cloud Storage bucket to store job input files
    • +
  • Work with HDFS
    • +
+

Introduction

+ +

Duration is 1 min

+ +

Google Cloud Dataproc supports running jobs written in Apache Pig, Apache Hive, Apache Spark, and other tools commonly used in the Apache Hadoop ecosystem.

+ +

For development purposes, you can SSH into the cluster master and execute jobs using the PySpark Read-Evaluate-Process-Loop (REPL) interpreter.

+ +

Let's take a look at how this works.

+ +

Creating a Dataproc Cluster and storage bucket

+ +

Duration is 5 min

+ +

You will create a cluster and also create a storage bucket that will hold some files that you will use to submit jobs.

+ +

Step 1

+ +

If you did not create a firewall rule called in the previous section, please do so now. You will have to find your IP address using http://ip4.me/ and then go to the Networking section of the GCP console. Select VPC Network > Firewall rules. Click on the Create Firewall Rule button. Then, Enter the following:

+
  • Name the rule default-allow-dataproc-access.
    • +
  • For Targets, select "All instances in the network"
    • +
  • Select IP ranges from the Source filter dropdown.
    • +
  • In the source IP ranges text box enter your ip address followed by /32. So if your IP address is 1.2.3.4 then the text box would read 1.2.3.4/32.
    • +
  • For Protocols and ports, select "Specified Protocols and ports", and enter the following in the text box:
    • +
+

+ +

If you created the firewall rule in the previous lab, but you are connecting from a different network IP address, modify the firewall rule in the networking section to add your new IP address.

+ +

Step 2

+ +

In Google Cloud Shell, enter the following command to create a cluster:

+
gcloud dataproc clusters create my-cluster --zone us-central1-a \
+        --master-machine-type n1-standard-1 --master-boot-disk-size 50 \
+        --num-workers 2 --worker-machine-type n1-standard-1 \
+        --worker-boot-disk-size 50 --network=default
+
+

Step 3

+ +

In __Google Cloud Shell, __enter the following command to create a Cloud Storage bucket with the same name as your project ID in the same region as your cluster. Both Cloud Storage buckets and Project ID's have to be unique, so unless you are very unlucky your project ID would not have been previously used for a bucket name.

+
gsutil mb -c regional -l us-central1 gs://$DEVSHELL_PROJECT_ID
+
+

Step 4

+ +

Use the menu in the Web Console to navigate to the Storage service. Confirm that your bucket was created.

+ +

Copy code and files to bucket

+ +

Step 1

+ +

Open __Google Cloud Shell __and enter the commands below to copy some pre-created files into your bucket (make sure to plug in your bucket name).

+
git clone https://github.com/GoogleCloudPlatform/training-data-analyst
+cd training-data-analyst/courses/unstructured
+./replace_and_upload.sh <YOUR-BUCKET-NAME>
+
+

Developing using PySpark REPL

+ +

Duration is 15 min

+ +

You will SSH into the master node and and run the Python Spark Read-Evaluate-Process-Loop (REPL) interpreter.

+ +

Step 1

+ +

Navigate to your Dataproc cluster and click on the cluster name. This opens the Cluster details page.

+ +

8b7a99b7a9f13fec.png

+ +

Step 2

+ +

Click the VM Instances tab to see a list of machines in your cluster. Click on the master node (my-cluster-m), to see that machine's details.

+ +

Step 3

+ +

Click the SSH button to connect to that machine. This will open a new window or tab in your browser with a terminal window that is connected to your master node machine.

+ +

3d2672578e8efc6e.png

+ +

Step 4

+ +

Type pyspark at the command prompt to open the PySpark shell.

+ +

Step 5

+ +

Enter the following code and then hit Enter to run a simple PySpark job.

+
data = [0, 1, 2, 3, 4, 5]  # range(6)
+distData = sc.parallelize(data)
+squares = distData.map(lambda x : x*x)
+res = squares.reduce(lambda a, b : a + b)
+print res
+
+

What does this program do?

+ +

Step 6

+ +

This step is optional -- please feel free to skip this step. Write a PySpark program to compute the square root of the sum of the first 1000 terms of this series starting at k=0:

+
8.0/((2k+1)(2k+1))
+
+

i.e. compute:

+ +

f7946c282c099cf4.png

+ +

What is the result? (one potential solution is shown below)

+
import numpy as np
+data = range(1000)
+distData = sc.parallelize(data)
+terms = distData.map(lambda k : 8.0/((2*k+1)*(2*k+1)))
+res = np.sqrt(terms.sum())
+print res
+
+

It's your favorite irrational number!

+ +

Step 7

+ +

Exit Spark by typing:

+
quit()
+
+

Step 8

+ +

While you could develop and run PySpark programs using the REPL, a more common way to develop PySpark programs is to use a Python notebook, and a more common way to execute PySpark programs to submit a Python file. You will do both of these in subsequent sections and labs.

+ +

Pig Job that reads from HDFS

+ +

Duration is 15 min

+ +

You will now execute a Pig job and view its results. You will also use the HDFS cluster provided by Google Cloud Dataproc

+ +

Step 1

+ +

If you don't have the SSH terminal to the cluster master still available, navigate to the Dataproc service in the Web console and click on the Clusters link. Click on your cluster (it should be named *__*my-cluster) to see its details, then click the __VM Instances tab, and then click on the master node to view its details. Finally, click the SSH button to connect to the master.

+ +

Step 2

+ +

Enter the following command to create a directory for this exercise and move into it:

+
mkdir lab2
+cd lab2
+
+

Step 3

+ +

Enter the following command to copy a data file and a pig script into the folder you just created. Make sure to plug in your actual bucket name.

+
gsutil -m cp gs://<YOUR-BUCKET-NAME>/unstructured/pet-details.* .
+
+

Two files were copied from Cloud Storage to the cluster. You can view them by entering the following commands.

+
cat pet-details.txt
+
+

This just shows a simple data file we will copy into HDFS and then transform using Pig. Enter the following command to see the Pig script you will run, and take a minute to study it.

+
cat pet-details.pig
+
+

Step 4

+ +

Now let's copy the text file into HDFS. Use the following code.

+
hadoop fs -mkdir /pet-details
+hadoop fs -put pet-details.txt /pet-details
+
+

Step 5

+ +

Go back to the Web console and the details of your master node. Find the master node's external IP address and copy it to the clipboard. Then, open a new tab in your browser, paste in the ip address and then add :9870. This will open the Hadoop management site. From the Utilities menu on the right select Browse the file system.

+ +

Verify that you have a folder called pet-details and inside it you should have a file called pet-details.txt.

+ +

Step 6

+ +

In your SSH window, run the following command to run Pig:

+
pig < pet-details.pig
+
+

Click Submit to start the job. It will take about a minute to run. Wait until it completes.

+ +

Step 7

+ +

Go back to the tab with the Hadoop management site and again browse the file system. The output from this Pig job should be in a folder called GroupedByType. If you look in that folder you should see a file named part-r-00000.

+ +

Step 8

+ +

Let's look at the output file.

+ +

First you have to get the file off the HDFS file system. Go back to your SSH session where you are connected to the master node. You should currently be in the folder lab2. Make a directory below it and move into by entering the following commands.

+
mkdir ~/lab2/output
+cd ~/lab2/output
+
+

Step 9

+ +

Enter the following command to get the output file from HDFS and copy it into this folder.

+
hadoop fs -get /GroupedByType/part* .
+
+

Finally, enter the following command to view the results.

+
cat *
+
+

Compare the original data file, the Pig script and the final output. Try to figure out why the output is the way it is.

+ +

Cleanup

+ +

Duration is 1 min

+ +

There's no need to keep any clusters.

+ +

Step 1

+ +

Close the hadoop tab as well as the SSH window.

+ +

Step 2

+ +

Navigate to the Dataproc service using the Web Console. Delete any clusters that you created in this exercise.

+ + + +

+

Stop here if you are done. Wait for instructions from the Instructor before going into the next section

+
+ +

PART 3: SUBMITTING DATAPROC JOBS

+ +

Overview

+ +

Duration is 1 min

+ +

In this lab, you will create a Dataproc cluster. You will then submit some jobs to the cluster using the Web Console and the CLI. You will also monitor job progress, view job details and view the results of jobs.

+ +

What you learn

+ +

In this lab, you:

+
  • Create a Cloud Storage bucket to store job input, output and application files
    • +
  • Submit jobs using the Web Console
    • +
  • Submit jobs using the CLI
    • +
  • Monitor job progress and view results
    • +
+

Introduction

+ +

Duration is 1 min

+ +

Jobs can be submitted easily using the Web console and you can easily view job status and results in the console as well.

+ +

You can also submit jobs programmatically using the CLI. This would be likely in a real-world scenario where you were trying to automate big-data processing jobs.

+ +

Let's take a look at how this works.

+ +

Creating a Dataproc Cluster

+ +

Duration is 5 min

+ +

You will create a cluster and also create a storage bucket that will hold some files that you will use to submit jobs.

+ +

Step 1

+ +

In Google Cloud Shell, enter the following command to create a cluster:

+
gcloud dataproc clusters create my-cluster --zone us-central1-a \
+        --master-machine-type n1-standard-1 --master-boot-disk-size 50 \
+        --num-workers 2 --worker-machine-type n1-standard-1 \
+        --worker-boot-disk-size 50 --network=default
+
+

Step 2

+ +

If you skipped the previous lab, open __Google Cloud Shell __and enter the commands below to create a bucket and copy some pre-created files into your bucket (make sure to plug in your bucket name).

+
gsutil mb -c regional -l us-central1 gs://$DEVSHELL_PROJECT_ID
+
git clone https://github.com/GoogleCloudPlatform/training-data-analyst
+cd training-data-analyst/courses/unstructured
+./replace_and_upload.sh <YOUR-BUCKET-NAME>
+
+

Submitting PySpark Jobs

+ +

Duration is 10 min

+ +

In previous lab, you ran code after logging into the cluster. In the case of Pig, you copied data over to the cluster's HDFS before you ran it. In this section, you will submit a Spark job and view its results without copying anything (code or data) to the cluster.

+ +

Step 1

+ +

In the Cloud Console, navigate to Storage and click on your bucket. It should have some files in the unstructured folder. Click on the file, lab2-input.txt and view its contents. This file contains a comma separated list of keys and values.

+ +

Also view the contents of the file, lab2.py. This is a PySpark job that organizes the input file by key and the total number for each type of pet. Notice that both the code and data are on Cloud Storage. We have not copied either of these to the cluster.

+ +

Step 2

+ +

Navigate to the Dataproc service in the Web Console.

+ +

Step 3

+ +

In the left-hand navigation pane select Jobs. Then click the Submit job button.

+ +

Step 4

+ +

At this point you should have one cluster called my-cluster. Make sure it is selected in the Cluster dropdown.

+ +

In the Job type dropdown, select PySpark.

+ +

In the Main python file text box enter the path to the PySpark file lab2.py that is in your bucket. It should be in the form shown below, but replace with the name of your bucket .

+ +

+ +

Step 5

+ +

No other options are required, so click Submit button at the bottom of the form.

+ +

Step 6

+ +

Wait for the job to succeed and then click on the Job ID to see its details. Take a look at the job output to see the results.

+ +

Step 7

+ +

To run the job again click the Clone button and the top, then Submit the job a second time.

+ +

Step 8

+ +

To run the job using the CLI, go back to the Google Cloud Shell and paste in the following command. Don't forget to replace with the name of your bucket.

+
gcloud dataproc jobs submit pyspark \
+      --cluster my-cluster gs://<YOUR-BUCKET-NAME>/unstructured/lab2.py
+
+

Cleanup

+ +

Duration is 1 min

+ +

There's no need to keep any clusters.

+ +

Step 1

+ +

Navigate to the Dataproc service using the Web Console. Delete any clusters that you created in this exercise.

+ + + +

+

Stop here if you are done. Wait for instructions from the Instructor before going into the next section

+
+ +

PART 4: LEVERAGING GOOGLE CLOUD PLATFORM SERVICES

+ +

Overview

+ +

Duration is 1 min

+ +

In this lab, you will create a Dataproc cluster that includes Datalab and the Google Python Client API. You will then create iPython notebooks that integrate with BigQuery and storage and utilize Spark.

+ +

What you learn

+ +

In this lab, you:

+
  • Create a Dataproc cluster with an Initialization Action that installs Google Cloud Datalab
    • +
  • Run Jupyter Notebooks on the Dataproc cluster using Google Cloud Datalab
    • +
  • Create Python and PySpark jobs that utilize Google Cloud Storage, BigQuery and Spark.
    • +
+

Introduction

+ +

Duration is 1 min

+ +

Additional software can be added to Dataproc clusters, and clusters can be customized using initialization actions. Initialization actions are simply executables that are run when the cluster is being created.

+ +

You will use a pre-built initialization action to install Datalab and a custom one to install the Google Client Python API.

+ +

Datalab allows you to write interactive Python and PySpark notebooks that are useful in data analysis. You will create a couple of notebooks in this exercise that make use of our Dataproc cluster and also integrate with Google BigQuery and Google Cloud Storage.

+ +

Creating an Initialization Action

+ +

Duration is 10 min

+ +

You will create a custom initialization action to install a Python package.

+ +

Step 1

+ +

Open the Cloud Platform Console and navigate to your project.

+ +

Step 2

+ +

Open Cloud Shell, git clone the course repository, and upload the custom initialization script to GCS. Change the bucket name as necessary.

+
git clone https://github.com/GoogleCloudPlatform/training-data-analyst
+cd training-data-analyst/courses/unstructured/
+bash replace_and_upload.sh <YOUR-BUCKET-NAME>
+
+

Step 3

+ +

View the custom initialization script. Change the bucket name as necessary.

+
gsutil cat gs://<YOUR-BUCKET-NAME>/unstructured/init-script.sh
+
+

What does this initialization action do on all nodes? What does it do only on the master node?

+ +
+ +

Creating a Dataproc Cluster with an Initialization Action

+ +

Duration is 10 min

+ +

You will create a cluster that will include two initialization actions: (1) a pre-built action from Google to install Datalab, and (2) a custom initialization action to install a Python package.

+ +

Step 1

+ +

Use the Products and Services menu to navigate to the Dataproc service. If you have any clusters currently running, you can delete them.

+ +

Step 2

+ +

Click the Create cluster button and set the following parameters.

+
  • Name your cluster my-cluster.
    • +
  • Select the zone us-central1-a.
    • +
  • In the Master node | Machine type drop-down select the first machine n1-standard1(1vCPU, 3.75GB memory).
    • +
  • In the Worker nodes | Machine type drop-down also select the first machine n1-standard1(1vCPU, 3.75GB memory).
    • +
  • Leave the number of worker nodes at the default of 2.
    • +
+

Click on the link shown below to expand more options.

+ +

94eced3341d083d2.png

+ +

Copy and paste the following script URL into the Initialization actions text box and press Enter. (This script installs Google Cloud Datalab on your cluster's master node.)

+
gs://dataproc-initialization-actions/datalab/datalab.sh
+
+

Copy and paste this second initialization action into the Initialization actions text box and press Enter. Change the bucket name appropriately. (This script installs the Google Python Client API on all the machines in the cluster and clones the course repository to the Master node, so that Datalab will have access to the notebooks that are in the repository.)

+
gs://<YOUR-BUCKET-NAME>/unstructured/init-script.sh
+
+

Check the Project access box as shown below to allow your cluster to access other Google Cloud Platform services..

+ +

1a1ca1c75bff15ad.png

+ +

Step 3

+ +

To create the cluster, either click the Create button or click on the Command line link and copy the command onto your clipboard and then run it from Google Cloud Shell.

+ +

Step 4

+ +

It will take a little longer for your cluster to be created this time, because the scripts have to run. While you are waiting, browse to the following github site where you will find many other initialization actions that have been written for you.

+ +

https://github.com/GoogleCloudPlatform/dataproc-initialization-actions

+ +

Note: Initialization actions are really just executables that run when a cluster is being creating. They are used to install additional software or customize your cluster as required by your programs. You can include one or more initialization actions when creating Dataproc clusters.

+
+ +

Step 5

+ +

If you did not create a firewall rule called in the previous section, please do so now. You will have to find your IP address using http://ip4.me/ and then go to the Networking section of the GCP console. Select VPC Network > Firewall rules. Click on the Create Firewall Rule button. Then, Enter the following:

+
  • Name the rule default-allow-dataproc-access.
    • +
  • For Targets, select "All instances in the network"
    • +
  • Select IP ranges from the Source filter dropdown.
    • +
  • In the source IP ranges text box enter your ip address followed by /32. So if your IP address is 1.2.3.4 then the text box would read 1.2.3.4/32.
    • +
  • For Protocols and ports, select "Specified Protocols and ports", and enter the following in the text box:
    • +
+

+ +

If you created the firewall rule in the previous lab, but you are connecting from a different network IP address, modify the firewall rule in the networking section to add your new IP address.

+ +

Step 6

+ +

When your cluster is finished initializing, click on its name to go to its details page, then click on the VM Instances tab, and finally click on the master node to view its details.

+ +

Scroll down and find the master node's external IP address and copy it to your clipboard.

+ +

Open a new browser tab, paste in this IP address and then add :8080 after the address. This opens Datalab. You will be redirected to the Datalab main screen as shown below:

+ +

2fca668442685519.png

+ +

Important: The reason you can browse to this port is because earlier you created a firewall rule that opened port 8080 to your machine. Be careful when opening this port. You would not want to create a rule that allowed everyone access to Datalab. If you did, then your cluster could be easily hacked.

+
+ +

Creating a Simple Datalab Notebook

+ +

Duration is 5 min

+ +

Let's just create a simple Python Notebook and make sure everything is working.

+ +

Step 1

+ +

On the left side of the Datalab home page click the + Notebook button.

+ +

Step 2

+ +

In the first cell, just enter the following Python code.

+
temp = 212.0
+
+def toCelsius(fahrenheit):
+    return (fahrenheit - 32) * 5.0 / 9.0
+
+print toCelsius(temp)
+
+

Step 3

+ +

Click the Run button in the toolbar and examine the results. It should look as shown below. (It might take a little while for the notebook to start.)

+ +

f34b5b10f532c60d.png

+ +

Running a BigQuery Query

+ +

Duration is 10 min

+ +

The Python package Pandas comes with support to run BigQuery queries.

+ +

Step 1

+ +

In the second code block add the following code and click Run. These import statements will allow you to run a BigQuery query.

+
import pandas as pd
+from pandas.io import gbq
+
+print "Imports run."
+
+

Step 2

+ +

In the next code block, add the following code changing the projectId variable to your project id.

+ +

(You can find your project id in the Google Cloud Platform Web Console. Select Home from the Cloud Console menu.)

+
projectId = "YOUR-PROJECT-ID-HERE" # CHANGE
+sql = """
+SELECT
+  year,
+  AVG(weight_pounds) AS avg_weight
+FROM
+  publicdata.samples.natality
+GROUP BY
+  year
+ORDER BY
+  year ASC
+"""
+
+print 'Running query...'
+data = gbq.read_gbq(sql, project_id=projectId)
+
+data[:5]
+
+

Click the Run button. The BigQuery query is run and the results put into a Pandas DataFrame. The last line just outputs the first 5 records. The results are shown below

+ +

5fc020bee71d39f7.png

+ +

Step 3

+ +

In the next code block, add the following code to plot a graph using Pandas

+
data.plot(x='year', y='avg_weight');
+
+

You should get a graph that looks like this:

+ +

77fb532d406a0b90.png

+ +

Step 4

+ +

In the Datalab menu bar, select Notebook | Rename. Name the notebook BigQuery-Test and then click OK. You can then close that tab and return to the Datalab Home page.

+ +

Step 5

+ +

Back at the Datalab home page in the upper right corner of the toolbar are 4 icons. Hover over the second one (the one that looks like a stack of progress bars) and the resulting tooltip should read Running Sessions. Click on that icon.

+ +

cb862110c67c1877.png

+ +

On the resulting page you should see one active notebook, the BigQuery-Test notebook you just created.

+ +

Click the Shutdown button on the right side and then close this tab.

+ +

Using PySpark in a Datalab Notebook

+ +

Duration is 10 min

+ +

The last notebook didn't run anything in parallel on your Dataproc cluster. This time, let's get a notebook from the GitHub repository and execute it. This notebook uses PySpark and makes use of your Spark cluster.

+ +

Step 1

+ +

Back at the Datalab home page in the upper right corner of the toolbar are 4 icons. Hover over the first one (the one that looks like a fork in the road) and the resulting tooltip should read Open ungit. Click on that icon.

+ +

cb862110c67c1877.png

+ +

Step 2

+ +

Fill out the form to clone the github repository corresponding to the course:

+
https://github.com/GoogleCloudPlatform/training-data-analyst
+
+

e6314216113096f8.png

+ +

Then click on Clone repository

+ +

Step 3

+ +

Back on the Datalab home page click the Home icon and navigate to datalab/notebooks/training-data-analyst/courses/unstructured. Click on PySpark-Test-Solution.ipynb to open that notebook.

+ +

Step 4

+ +

In the notebook, Click on Clear | All Cells. Now, execute each cell in turn, making sure to change any occurrences of BUCKET_NAME to be the name of your bucket.

+ +

Step 5

+ +

You will want to stop this notebook as you did the previous one. Click the Running Sessions link on the right side of the toolbar. Then, click the Shutdown button to the left of the PySpark-Test-Solution notebook.

+ +

Close this tab and return to the Datalab home page.

+ + + +

+

Stop here if you are done. Wait for instructions from the Instructor before going into the next section

+
+ +

PART 5: ADDING MACHINE LEARNING TO BIG DATA ANALYSIS

+ +

Overview

+ +

Duration is 2 min

+ +

In this lab, you integrate the machine learning APIs into your data analysis. You will write the code to use the Speech, Vision, Translate and Natural Language APIs. You will see how to execute these APIs on your Spark clusters. You will also integrate these services with BigQuery and Storage.

+ +

What you learn

+ +

In this lab, you: ...

+
  • Enable the Google Cloud Platform machine learning APIs
    • +
  • Find specific text in a corpus of scanned documents
    • +
  • Translate a book from English to Spanish using the Translate API
    • +
  • Perform sentiment analysis on text resulting from a BigQuery query
    • +
+

Introduction

+ +

Duration is 5 min

+ +

Google's machine learning APIs add amazing new capabilities to big data processing. Using these APIs you can have the computer analyze images, transcribe audio, translate text into other languages and many other things.

+ +

Google Cloud Dataproc enables you to build clusters of many computers that enable you to perform these operations quickly, efficiently and at reasonable cost.

+ +

In this lab, you will create a Datalab notebook that demonstrates running the machine learning APIs on Dataproc clusters using Spark.

+ +

Opening Datalab Notebook

+ +

Duration is 5 min

+ +

In order to complete this lab you have to have done the previous lab.

+ +

Step 1

+ +

In your browser, navigate to Datalab by pasting the ip address of the cluster master node and then follow it with :8080. On the Datalab home page click the Home icon and navigate to . Click on ML-Tests-Solution.ipynb to open that notebook.

+ +

Step 2

+ +

Click Clear | Clear All Cells.

+ +

In the first code block, notice that you need an API key. Let's get one.

+
APIKEY="ENTER API KEY HERE"  # CHANGE
+print APIKEY
+
+

Enabling Machine Learning APIs

+ +

Duration is 10 min

+ +

Step 1

+ +

You have to generate an API key to use the machine learning APIs. In the Google Cloud Platform Web Console, from the Products and Services menu, choose APIs & services.

+ +

In the navigation pane on the left select Credentials. Then, click the Create credentials button and select API key. Copy the generated key to your clipboard and then click the Close button.

+ +

Step 2

+ +

Go back to your Datalab notebook and paste the API key you just generated over the text ENTER API KEY HERE.

+ +

Step 3

+ +

Go back to the Web Console to the APIs & services page. Click on the Library link in the navigation pane. In the Search box type Speech. Then, click on the link to the Google Cloud Speech API. Click the __Enable __button on the resulting screen (if not already enabled).

+ +

Step 4

+ +

Go back to the Library page and type Translate in the search page. As you did with the Speech API, enable the Translation API (if not already enabled).

+ +

Step 5

+ +

Repeat this process enabling the Vision and Language APIs.

+ +

Vision, Transate and NLP on the Spark cluster

+ +

Duration is 20 min

+ +

Step 1

+ +

Go back to your Datalab notebook and plugin the appropriate PROJECT_ID and BUCKET names. Then, read the narrative and execute each cell in turn.

+ +

Testing Large Data Sets

+ +

Duration is 5 min

+ +

Step 1

+ +

Find the block of code that reads in Alice in Wonderland. Change the filename to alice-in-wonderland-transformed.txt. This will read the entire book.

+ +

Step 2

+ +

In the BigQuery query, change the limit from 10 to 1000.

+ +

Step 3

+ +

Click the drop-down next to the Run button and select Run all cells.

+ +

Step 4

+ +

It will take a little while to run. Examine the results and the code. Experiment with the code if you like.

+ +

Step 5

+ +

Click on the Notebook menu and select Save and Checkpoint. Then you can close the tab with this notebook.

+ +

Cleaning Up

+ +

Duration is 5 min

+ +

Step 1

+ +

If you would like to, you can download the iPython notebooks you created for later reference. (The starting notebooks are already in GitHub -- this is only if you wish to save your changes.) Open each notebook and from the Notebook menu select Download.

+ +

Step 2

+ +

Close all the Datalab tabs and return to the Google Cloud Platform Web Console. Use the Products and Services menu to return to the Dataproc service.

+ +

Delete any clusters you have created.

+ +

Provide Feedback on this Lab

+ +
+ +
+Step 1: Locate the Username, Password and Project Id +Step 2: Browse to Console +Step 3: Sign in to Console +Step 4: Accept the conditions +Step 5: Don't change the password +Step 6 Agree to the Terms of Service +Step 7: Console opens +Step 8: Switch project (if necessary) +What you learn +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 6 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 6 +Step 7 +Step 7 +Step 8 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 6 +Step 7 +Step 8 +Step 1 +What you learn +Step 1 +Step 2 +Step 3 +Step 4 +Step 1 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 6 +Step 7 +Step 8 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 6 +Step 7 +Step 8 +Step 9 +Step 1 +Step 2 +What you learn +Step 1 +Step 2 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 6 +Step 7 +Step 8 +Step 1 +What you learn +Step 1 +Step 2 +Step 3 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 6 +Step 1 +Step 2 +Step 3 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +What you learn +Step 1 +Step 2 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 1 +Step 1 +Step 2 +Step 3 +Step 4 +Step 5 +Step 1 +Step 2 + +
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