NGINX App Protect is a new generation WAF from F5 which is built in accordance with UNIX philosophy such that it does one thing well everything else comes from integrations. NGINX App Protect is extremely good at HTTP traffic security. It inherited a powerful WAF engine from BIG-IP and light footprint and high performance from NGINX. Therefore NGINX App Protect brings fine-grained security to all kinds of insertion points where NGINX use to be either on-premises or cloud-based.
Therefore NGINX App Protect is a powerful and flexible security tool but without any visualization capabilities which are essential for a good security product. As mentioned above everything besides primary functionality comes from integrations. In order to introduce visualization capabilities, I've developed an integration between NGINX App Protect and ELK stack (Elasticsearch, Logstash, Kibana) as one of the most adopted stacks for log collection and visualization. Based on logs from NGINX App Protect ELK generates dashboards to clearly visualize what WAF is doing.
Overview Dashboard
Currently, there are two dashboards available. "Overview" dashboard provides a high-level view of the current situation and also allows to discover historical trends. You are free to select any time period of interest and filter data simply by clicking on values right on the dashboard. Table at the bottom of the dashboard lists all requests within a time frame and allows to see how exactly a request looked like.
False Positives Dashboard
Another useful dashboard called "False Positives" helps to identify false positives and adjust WAF policy based on findings. For example, the chart below shows the number of unique IPs that hit a signature. Under normal conditions when traffic is mostly legitimate "per signature" graphs should fluctuate around zero because legitimate users are not supposed to hit any of signatures. Therefore if there is a spike and amount of unique IPs which hit a signature is close to the total amount of sources then likely there is a false positive and policy needs to be adjusted.
Conclusion
This is an open-source and community-driven project. The more people contribute the better it becomes. Feel free to use it for your projects and contribute code or ideas directly to the repo.
The plan is to make these dashboards suitable for all kinds of F5 WAF flavors including AWAF and EAP. This should be simple because it only requires logstash pipeline adjustment to unify logs format stored in elasticsearch index.
If you have a project for AWAF or EAP going on and would like to use dashboards please feel free to develop and create a pull request with an adjusted logstash pipeline to normalize logs from other WAFs.
I am trying to integrate logstash with app protect. Seems it is not work. Using a filebeat for this one.
The yaml file is edited with the correct path, the nginx App protect is on and logging is enabled and log are being sent to /var/log/app_protect/security.logs
When I search for the security logs don't see anything
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In this installment of \"How I Did It,\" we continue our journey into AI security. I have documented how I deployed an NVIDIA Morpheus AI infrastructure along with F5's NGINX Plus Ingress Controller to provide secure and scalable external access.
","body":"
Hello! In this installment of \"How I Did It,\" we continue our journey into AI security. Below I have documented how I deployed an NVIDIA Morpheus AI infrastructure along with F5's NGINX Plus Ingress Controller to provide secure and scalable external access.
\n
The NVIDIA Morpheus AI Framework is a cybersecurity framework designed to detect and mitigate threats in real time by leveraging AI and machine learning. It provides tools for deep packet inspection, anomaly detection, and automated response, enabling organizations to protect their data and infrastructure from advanced cyber threats. The framework is optimized for use with NVIDIA GPUs, ensuring high performance and scalability. Morpheus can run on Kubernetes allowing for scalable, flexible, and efficient management of AI workloads across distributed environments. In addition to Morpheus, NVIDIA offers several NIM microservices that utilize the same AI engine (Triton Inference server).
\n
NVIDIA NIM (NVIDIA Infrastructure Manager) Microservices is a suite of tools designed to simplify and automate the deployment, management, and scaling of AI and deep learning infrastructure on Kubernetes clusters. It enables seamless integration with NVIDIA GPUs, facilitating efficient resource allocation and optimization for AI workloads.
\n
NGINX Plus Ingress Controller is architected to provide and manage external connectivity to applications running on Kubernetes. It enhances the standard Kubernetes Ingress capabilities by providing advanced features such as SSL/TLS termination, traffic throttling, and advanced routing based on request attributes. NGINX Plus can also integrate with external authentication services and provide enhanced security features like NGINX App Protect. The controller is designed to improve the performance, reliability, and security of applications deployed on Kubernetes, making it a popular choice for managing ingress traffic in production environments.
\n
Okay, with the major players identified, let's see How I did it....
\n
Prerequisites
\n
\n
GPU-enabled Kubernetes cluster - I utilized a Standard_NC6s_v3 with a V100 GPU running on an Azure AKS cluster. To enable the cluster to utilize the GPU, I deployed the NVIDIA GPU Operator
NGINX Plus License - Log into or create an account on the MyF5 Portal, navigate to your subscription details, and download the relevant .JWT files. With respect to licensing, if needed, F5 provides a fully functional 30-day trial license.
\n
Service TLS Certificate(s) - The embedded Triton Inference server exposes three (3) endpoints for HTTP, GRPC, and metrics. You will need to create Kubernetes TLS secret(s) referencing the cert/key pair. In below walkthrough, I combined my three self-signed certificates and keys (PEM format) and generated a single TLS secret.
\n
Helm - Each of the pods, (Morpheus AI Engine, Morpheus SDK CLI, Morpheus MLflow, and NGINX Plus Ingress Controller) are deployed using Helm charts.
\n
\n
Let's Get Started 😀
\n
Download the Helm Charts
\n
Prior to deploying any resources, I used VSCode to first create a folder 'nvidia' and fetched/pulled down Helm charts into individual subfolders for the following:
From the NVIDIA NGC portal, I navigated to 'Setup' and 'Generate API Key'
\n\n
From the upper right corner I selected '+ Generate API Key' and confirm to create the key. I copied the key from the screen and store for the next step.
\n\n
From the command line I created an environment variable, API_KEY specifying the copied API key. This environment variable will be referenced in the NVIDIA helm installs.
\n
export API_KEY=<ngc apikey>
\n
Create Kubernetes Secrets
\n
From the MyF5 Portal, navigate to your subscription details, and download the relevant .JWT file. With the JWT token in hand I created the docker registry secret. This will be used to pull NGINX Plus IC from the private registry.
I also needed to create a Kubernetes TLS secret to store my NGINX hosted endpoints. For ease, I combined my three cert/key combos into two files. I used the command below to create the secret.
Before I deployed the NGINX Helm chart, I first needed to modify a few settings in the 'values.yaml' file. Since I wanted to deploy NGINX Plus Ingress Controller with (NAP) I specified a repo image, set the 'nginxplus' to true and enabled NGINX App Protect.
\n\n
I used the below command to deploy the Helm chart.
\n
helm install nginx-ingress ./nginx-ingress
\n
I made note of the ingress controller's EXTERNAL IP and updated my domain's (f5demo.net) DNS records (triton-http.f5demo.net, triton-grpc.f5demo.net, triton-http-metrics.f5demo.net) to reflect the public address.
\n\n
I used the below command to port-forward the ingress controller container to my local machine and accessed the dashboard - localhost:8080/dashboard.html.
I updated the 'values.yaml' file to include FQDN tags for the published services.
\n\n
In addition, I created three separate NGINX virtual server resource objects corresponding to the three Triton server endpoints. The virtual server resources map the Morpheus AI Engine endpoints, (8000, 8001, 8002) to the already deployed NGINX Ingress Controller. The contents of each file is included below.
I returned to my NGINX dashboard to verify connectivity with the ingress controller and the upstream Morpheus service.
\n\n
Deploy Morpheus SDK Client
\n
The SDK Client hosts shared models and data libraries. More importantly, the client provides a platform to deploy Morpheus pipelines. I deployed the Helm chart using the following command.
Once the sdk-cli-helper pod reaches a running state, use the below commands to connect to the pod and move models/data to the shared volume. The shared volume will be accessed by the Morpheus MLflow pod to publish and deploy models to the AI engine.
The Morpheus MLFlow service is used to publish and deploy models to the Morpheus AI engine, (triton inference server). Once the deployed, I will exec into the pod and publish/deploy models.
The Morpheus AI engine Helm chart deploys an instance of Kafka and Zookeeper to facilitate Morpheus pipelines. To enable pipelines, I created two (2) Kafka topics with the below commands.
With my Morpheus infrastructure deployed and sitting securely behind my NGINX Ingress Controller, there's nothing left to do but test with a couple of curl commands. I'll first use curl to reach the inference server's status page.
Hello! In this installment of \"How I Did It,\" we continue our journey into AI security. Below I have documented how I deployed an NVIDIA Morpheus AI infrastructure along with F5's NGINX Plus Ingress Controller to provide secure and scalable external access.
\n
The NVIDIA Morpheus AI Framework is a cybersecurity framework designed to detect and mitigate threats in real time by leveraging AI and machine learning. It provides tools for deep packet inspection, anomaly detection, and automated response, enabling organizations to protect their data and infrastructure from advanced cyber threats. The framework is optimized for use with NVIDIA GPUs, ensuring high performance and scalability. Morpheus can run on Kubernetes allowing for scalable, flexible, and efficient management of AI workloads across distributed environments. In addition to Morpheus, NVIDIA offers several NIM microservices that utilize the same AI engine (Triton Inference server).
\n
NVIDIA NIM (NVIDIA Infrastructure Manager) Microservices is a suite of tools designed to simplify and automate the deployment, management, and scaling of AI and deep learning infrastructure on Kubernetes clusters. It enables seamless integration with NVIDIA GPUs, facilitating efficient resource allocation and optimization for AI workloads.
\n
NGINX Plus Ingress Controller is architected to provide and manage external connectivity to applications running on Kubernetes. It enhances the standard Kubernetes Ingress capabilities by providing advanced features such as SSL/TLS termination, traffic throttling, and advanced routing based on request attributes. NGINX Plus can also integrate with external authentication services and provide enhanced security features like NGINX App Protect. The controller is designed to improve the performance, reliability, and security of applications deployed on Kubernetes, making it a popular choice for managing ingress traffic in production environments.
\n
Okay, with the major players identified, let's see How I did it....
\n
Prerequisites
\n
\n
GPU-enabled Kubernetes cluster - I utilized a Standard_NC6s_v3 with a V100 GPU running on an Azure AKS cluster. To enable the cluster to utilize the GPU, I deployed the NVIDIA GPU Operator
NGINX Plus License - Log into or create an account on the MyF5 Portal, navigate to your subscription details, and download the relevant .JWT files. With respect to licensing, if needed, F5 provides a fully functional 30-day trial license.
\n
Service TLS Certificate(s) - The embedded Triton Inference server exposes three (3) endpoints for HTTP, GRPC, and metrics. You will need to create Kubernetes TLS secret(s) referencing the cert/key pair. In below walkthrough, I combined my three self-signed certificates and keys (PEM format) and generated a single TLS secret.
\n
Helm - Each of the pods, (Morpheus AI Engine, Morpheus SDK CLI, Morpheus MLflow, and NGINX Plus Ingress Controller) are deployed using Helm charts.
\n
\n
Let's Get Started 😀
\n
Download the Helm Charts
\n
Prior to deploying any resources, I used VSCode to first create a folder 'nvidia' and fetched/pulled down Helm charts into individual subfolders for the following:
From the NVIDIA NGC portal, I navigated to 'Setup' and 'Generate API Key'
\n\n
From the upper right corner I selected '+ Generate API Key' and confirm to create the key. I copied the key from the screen and store for the next step.
\n\n
From the command line I created an environment variable, API_KEY specifying the copied API key. This environment variable will be referenced in the NVIDIA helm installs.
\nexport API_KEY=<ngc apikey>\n
Create Kubernetes Secrets
\n
From the MyF5 Portal, navigate to your subscription details, and download the relevant .JWT file. With the JWT token in hand I created the docker registry secret. This will be used to pull NGINX Plus IC from the private registry.
I also needed to create a Kubernetes TLS secret to store my NGINX hosted endpoints. For ease, I combined my three cert/key combos into two files. I used the command below to create the secret.
Before I deployed the NGINX Helm chart, I first needed to modify a few settings in the 'values.yaml' file. Since I wanted to deploy NGINX Plus Ingress Controller with (NAP) I specified a repo image, set the 'nginxplus' to true and enabled NGINX App Protect.
\n\n
I used the below command to deploy the Helm chart.
\nhelm install nginx-ingress ./nginx-ingress\n
I made note of the ingress controller's EXTERNAL IP and updated my domain's (f5demo.net) DNS records (triton-http.f5demo.net, triton-grpc.f5demo.net, triton-http-metrics.f5demo.net) to reflect the public address.
\n\n
I used the below command to port-forward the ingress controller container to my local machine and accessed the dashboard - localhost:8080/dashboard.html.
I updated the 'values.yaml' file to include FQDN tags for the published services.
\n\n
In addition, I created three separate NGINX virtual server resource objects corresponding to the three Triton server endpoints. The virtual server resources map the Morpheus AI Engine endpoints, (8000, 8001, 8002) to the already deployed NGINX Ingress Controller. The contents of each file is included below.
I returned to my NGINX dashboard to verify connectivity with the ingress controller and the upstream Morpheus service.
\n\n
Deploy Morpheus SDK Client
\n
The SDK Client hosts shared models and data libraries. More importantly, the client provides a platform to deploy Morpheus pipelines. I deployed the Helm chart using the following command.
Once the sdk-cli-helper pod reaches a running state, use the below commands to connect to the pod and move models/data to the shared volume. The shared volume will be accessed by the Morpheus MLflow pod to publish and deploy models to the AI engine.
The Morpheus MLFlow service is used to publish and deploy models to the Morpheus AI engine, (triton inference server). Once the deployed, I will exec into the pod and publish/deploy models.
The Morpheus AI engine Helm chart deploys an instance of Kafka and Zookeeper to facilitate Morpheus pipelines. To enable pipelines, I created two (2) Kafka topics with the below commands.
With my Morpheus infrastructure deployed and sitting securely behind my NGINX Ingress Controller, there's nothing left to do but test with a couple of curl commands. I'll first use curl to reach the inference server's status page.
In this installment of \"How I Did It,\" we continue our journey into AI security. I have documented how I deployed an NVIDIA Morpheus AI infrastructure along with F5's NGINX Plus Ingress Controller to provide secure and scalable external access.
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Nice work, Greg!
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