This document discusses making Redis cluster deployments easier using an operator on OpenShift. It motivates using Redis cluster for session handling and improved performance. It describes prototypes that deployed Redis cluster but lacked features like simple deployment, updating topology, and rolling updates. The document then presents a Redis manager application that automates cluster operations on OpenShift and proposes developing a Redis operator to improve lifecycle management and support multiple clusters. It concludes by discussing open sourcing the Redis manager and developing it further as an operator.
[RedisConf17] Redis Cluster Operability with Kubernetes and OpenShift - Cedri...Cedric Lamoriniere
Redis Cluster is a great distributed implementation of Redis providing high performances, scalability and availability. In this session we will present how to leverage containers and orchestration layers like Kubernetes and Openshift in order to extend the operability of Redis Cluster and automate operations like scaling, recovery following failures and upgrades.
Back your App with MySQL & Redis, the Cloud Foundry Way- Kenny Bastani, PivotalRedis Labs
In this session, we will build a minimum viable Spring Data web service with REST API, add a MySQL backing service as the primary data store, and a Redis Labs backing service for caching. We will demonstrate performance metrics without Redis caching enabled and then with Redis caching enabled. I will also provide an intro-level explanation of the platform capabilities within Pivotal Web Services.
Redis in a Multi Tenant Environment–High Availability, Monitoring & Much More! Redis Labs
Running any
application in a multi-tenant environment poses its challenges. This talk is focused around how we at Rackspace run Redis
in a multi-tenant environment, ensuring security, performance, fault tolerance and high availability. This talk will cover: an
architecture deep dive of multi tenant Redis on the cloud, management of sentinels, monitoring and operations of a large
scale Redis deployment,introducing new Redis versions,scaling, security, some lessons learnt. The target audience for this
talk is anyone who is interested in the deployment/operational aspect of running Redis. This is relevant not only for those
who want to run Redis themselves, but also interested in how a Redis provider might be doing it for them.
[RedisConf17] Redis Cluster Operability with Kubernetes and OpenShift - Cedri...Cedric Lamoriniere
Redis Cluster is a great distributed implementation of Redis providing high performances, scalability and availability. In this session we will present how to leverage containers and orchestration layers like Kubernetes and Openshift in order to extend the operability of Redis Cluster and automate operations like scaling, recovery following failures and upgrades.
Back your App with MySQL & Redis, the Cloud Foundry Way- Kenny Bastani, PivotalRedis Labs
In this session, we will build a minimum viable Spring Data web service with REST API, add a MySQL backing service as the primary data store, and a Redis Labs backing service for caching. We will demonstrate performance metrics without Redis caching enabled and then with Redis caching enabled. I will also provide an intro-level explanation of the platform capabilities within Pivotal Web Services.
Redis in a Multi Tenant Environment–High Availability, Monitoring & Much More! Redis Labs
Running any
application in a multi-tenant environment poses its challenges. This talk is focused around how we at Rackspace run Redis
in a multi-tenant environment, ensuring security, performance, fault tolerance and high availability. This talk will cover: an
architecture deep dive of multi tenant Redis on the cloud, management of sentinels, monitoring and operations of a large
scale Redis deployment,introducing new Redis versions,scaling, security, some lessons learnt. The target audience for this
talk is anyone who is interested in the deployment/operational aspect of running Redis. This is relevant not only for those
who want to run Redis themselves, but also interested in how a Redis provider might be doing it for them.
At the Public Sector Red Hat Storage Days on 1/20/16 and 1/21/16, Jason Calloway walked attendees through the basics of scalable POSIX file systems in the cloud.
Red Hat's own Sr. Cloud Storage Solutions Architect Narendra Narang took the podium at Red Hat Storage Day New York 1/19/16 to highlight emerging use cases for Red Hat's software-defined-storage products.
Walmart & IBM Revisit the Linear Road Benchmark- Roger Rea, IBMRedis Labs
The Linear Road benchmark was devised in 2004 to
compare Stream Data Management Systems. Walmart selected Linear Road to compare performance of streaming analytic
offerings. IBM implemented the benchmark application using Redis to maintain state, and IBM Streams to handle the
incoming events and queries. Walmart had to completely revamp the data drivers and test verification to take advantage
of multicore multithreaded servers available today. Tests were run on Microsoft Azure cloud to ensure fair comparison of
vendors. Redis and IBM Streams handled nearly 1 billion events in a 3 hour test on a single 16 core Azure node, and 3.8 billion
when scaled out to 4 nodes. Come learn about the application and near linear scalability of Redis and IBM Streams.
The Future of Cloud Software Defined Storage with Ceph: Andrew Hatfield, Red HatOpenStack
Audience: Intermediate
About: Learn how cloud storage differs to traditional storage systems and how that delivers revolutionary benefits.
Starting with an overview of how Ceph integrates tightly into OpenStack, you’ll see why 62% of OpenStack users choose Ceph, we’ll then take a peek into the very near future to see how rapidly Ceph is advancing and how you’ll be able to achieve all your childhood hopes and dreams in ways you never thought possible.
Speaker Bio: Andrew Hatfield – Practice Lead–Cloud Storage and Big Data, Red Hat
Andrew has over 20 years experience in the IT industry across APAC, specialising in Databases, Directory Systems, Groupware, Virtualisation and Storage for Enterprise and Government organisations. When not helping customers slash costs and increase agility by moving to the software-defined storage future, he’s enjoying the subtle tones of Islay Whisky and shredding pow pow on the world’s best snowboard resorts.
OpenStack Australia Day - Sydney 2016
https://events.aptira.com/openstack-australia-day-sydney-2016/
Kubernetes is great for deploying stateless containers, but what about the big data ecosystem? Episode 3 of our Kubernetes series covers how DC/OS enables you to connect your Kubernetes-based applications to co-located big data services.
Slides cover:
1. Why persistence is challenging in distributed architectures
How DC/OS helps you take advantage of the services available in the big data ecosystem
2. How to connect Kubernetes to your data services through networking
3. How Apache Flink and Apache Spark work with Kubernetes to enable real-time data processing on DC/OS
Monitoring is an key part of operating and maintaining a cloud environment. In the first part of this talk Alexander shows how CloudStack and the components it depends on can be monitored. In the second part he shows how its possible to build a central monitoring system which can be used by the customers too.
Recipe for Success: The Right Ingredients for Enterprise-Class Cloud Data Man...Amazon Web Services
,When data is the lifeblood of your organisation, best in class data management and protection practices are a no-brainer. With NetApp and AWS, there are a wide menu of data services available to help with things like backup and disaster recovery, accelerating DevOps, data warehouses and analytics, and running high performance business applications to mention a few. With NetApp and AWS, how can you ensure that you don’t compromise on things like cost, performance, security or manageability? With the right cloud data management solution, why not have the best of both worlds and get ahead!In this session, learn what the secret sauce is to optimise the foundation of your cloud data management and how enterprise customers like Monash University and REA Group have been leveraging the economics of cloud for their needs.Yours Sincerely,NetApp, the Cloud Data Management Experts DP (Hons), PhD(DataFabric)
Speakers:
Tiedan Yu, Senior Storage Engineer, Monash University
Jesse Pratt, Infrastructure Manager, REA Group
Matt Moore, Hybrid Cloud Architect, NetApp
Keiran McCartney, Alliances & Solutions Manager, NetApp
At the Public Sector Red Hat Storage Days on 1/20/16 and 1/21/16, Jason Calloway walked attendees through the basics of scalable POSIX file systems in the cloud.
Red Hat's own Sr. Cloud Storage Solutions Architect Narendra Narang took the podium at Red Hat Storage Day New York 1/19/16 to highlight emerging use cases for Red Hat's software-defined-storage products.
Walmart & IBM Revisit the Linear Road Benchmark- Roger Rea, IBMRedis Labs
The Linear Road benchmark was devised in 2004 to
compare Stream Data Management Systems. Walmart selected Linear Road to compare performance of streaming analytic
offerings. IBM implemented the benchmark application using Redis to maintain state, and IBM Streams to handle the
incoming events and queries. Walmart had to completely revamp the data drivers and test verification to take advantage
of multicore multithreaded servers available today. Tests were run on Microsoft Azure cloud to ensure fair comparison of
vendors. Redis and IBM Streams handled nearly 1 billion events in a 3 hour test on a single 16 core Azure node, and 3.8 billion
when scaled out to 4 nodes. Come learn about the application and near linear scalability of Redis and IBM Streams.
The Future of Cloud Software Defined Storage with Ceph: Andrew Hatfield, Red HatOpenStack
Audience: Intermediate
About: Learn how cloud storage differs to traditional storage systems and how that delivers revolutionary benefits.
Starting with an overview of how Ceph integrates tightly into OpenStack, you’ll see why 62% of OpenStack users choose Ceph, we’ll then take a peek into the very near future to see how rapidly Ceph is advancing and how you’ll be able to achieve all your childhood hopes and dreams in ways you never thought possible.
Speaker Bio: Andrew Hatfield – Practice Lead–Cloud Storage and Big Data, Red Hat
Andrew has over 20 years experience in the IT industry across APAC, specialising in Databases, Directory Systems, Groupware, Virtualisation and Storage for Enterprise and Government organisations. When not helping customers slash costs and increase agility by moving to the software-defined storage future, he’s enjoying the subtle tones of Islay Whisky and shredding pow pow on the world’s best snowboard resorts.
OpenStack Australia Day - Sydney 2016
https://events.aptira.com/openstack-australia-day-sydney-2016/
Kubernetes is great for deploying stateless containers, but what about the big data ecosystem? Episode 3 of our Kubernetes series covers how DC/OS enables you to connect your Kubernetes-based applications to co-located big data services.
Slides cover:
1. Why persistence is challenging in distributed architectures
How DC/OS helps you take advantage of the services available in the big data ecosystem
2. How to connect Kubernetes to your data services through networking
3. How Apache Flink and Apache Spark work with Kubernetes to enable real-time data processing on DC/OS
Monitoring is an key part of operating and maintaining a cloud environment. In the first part of this talk Alexander shows how CloudStack and the components it depends on can be monitored. In the second part he shows how its possible to build a central monitoring system which can be used by the customers too.
Recipe for Success: The Right Ingredients for Enterprise-Class Cloud Data Man...Amazon Web Services
,When data is the lifeblood of your organisation, best in class data management and protection practices are a no-brainer. With NetApp and AWS, there are a wide menu of data services available to help with things like backup and disaster recovery, accelerating DevOps, data warehouses and analytics, and running high performance business applications to mention a few. With NetApp and AWS, how can you ensure that you don’t compromise on things like cost, performance, security or manageability? With the right cloud data management solution, why not have the best of both worlds and get ahead!In this session, learn what the secret sauce is to optimise the foundation of your cloud data management and how enterprise customers like Monash University and REA Group have been leveraging the economics of cloud for their needs.Yours Sincerely,NetApp, the Cloud Data Management Experts DP (Hons), PhD(DataFabric)
Speakers:
Tiedan Yu, Senior Storage Engineer, Monash University
Jesse Pratt, Infrastructure Manager, REA Group
Matt Moore, Hybrid Cloud Architect, NetApp
Keiran McCartney, Alliances & Solutions Manager, NetApp
Enabling MEC as a New Telco Business OpportunityMichelle Holley
As Communications Service Providers (CSPs) evaluate options for deploying Mobile Edge Computing (MEC) in order to boost revenues and increase profitability, they need proven, pre-integrated end-to-end system solutions that meet stringent requirements for high service uptime and low-latency communications while supporting multiple high-value MEC use cases.
MongoDB World 2019: Mastering MongoDB in KubernetesMongoDB
We will demonstrate why the MongoDB Enterprise Operator for Kubernetes is a game changer at Amadeus. The MongoDB Enterprise Operator for K8S is not just a resource for managing containers, it is a controller that extends the Kubernetes API.
A systematic overview of Consul's different network models, how they work, what kind of use cases they serve, and how prepared queries can help provide glue to keep service discovery simple across all.
Automate Oracle database patches and upgrades using Fleet Provisioning and Pa...Nelson Calero
Each new version of the Oracle database includes improvements in the upgrade and patching utilities, forcing us to update our procedures to incorporate these changes.
The Fleet Provisioning & Patching (FPP, formerly RHP) utility, together with the change in its licensing announced at OOW 2019 that makes it free in RAC, now makes it possible to centrally manage the software life cycle.
This presentation shows examples of how to use FPP and different configuration options.
The combination of StackPointCloud with NetApp creates NetApp Kubernetes Service, the industry’s first complete Kubernetes platform for multi-cloud deployments and a complete cloud-based stack for Azure, Google Cloud, AWS, and NetApp HCI. Further, Trident is a fully supported open source project maintained by NetApp, designed from the ground up to help meet the sophisticated persistence demands of containerized applications.
Using Databases and Containers From Development to DeploymentAerospike, Inc.
We cover the following topics:
Using Docker to Orchestrate a multi container application (Flask + Aerospike)
Injecting HAProxy and other production requirements as we deploy to production
Scaling the Web and Aerospike clusters to grow to meet demand
Applying MBSE to the Industrial IoT: Using SysML with Connext DDS and SimulinkGerardo Pardo-Castellote
The benefits of Model-Based Systems Engineering (MBSE) and SysML are well established. As a result, users want to apply MBSE to larger and more complex Industrial IoT applications.
Industrial IoT applications can be very challenging: They are distributed. They deploy components across nodes spanning from small Devices to Edge computers to the Cloud. They often need mathematically-complex software. Moreover, they have strict requirements in terms of performance, robustness, and security.
SysML can model requirements, system components, behavior, interactions, and more. However, SysML does not provide a robust way to connect components running across different computers, especially when the security and quality of service of individual data-flows matter. SysML also does not provide all the tools needed to model and generate the (mathematical) code for complex dynamic systems.
A new “DDS + Simulink” MagicDraw SysML plugin has been developed to addresses these needs. It brings to MagicDraw users the capabilities of Connext DDS from RTI and Simulink from Mathworks:
The OMG Data-Distribution Service (DDS) is a secure and Qos-aware connectivity “databus”. DDS is considered the core connectivity framework for Software Integration and Autonomy by the Industrial Internet Consortium. Connext DDS is the leading implementation of the DDS standard, proven in 1000s of critical deployments.
Simulink is a tool for modeling and implementing the code needed for complex dynamic systems. It is widely deployed in many application domains including Automotive, Robotics, and Control Systems.
The new MagicDraw plugin defines a “DDS profile” for SysML that can model a distributed application connected using the DDS databus. The plugin can also generate the artifacts that configure the DDS databus (Topics, Data Types, Qos, etc.) and the adapters to Simulink and native code (e.g. C++ or Java).
By integrating three best-of class technologies: SysML, DDS and Simulink it is now possible to do MBSE for a wide range of Industrial IoT applications.
Securing Your Apps & APIs in the CloudOlivia LaMar
Hybrid and multi-cloud architectures are becoming the expected standard for architecture teams to buildout and for operations teams to maintain and deploy. Ever faster DevOps workflows are now an expectation for any digital enterprise, not a goal. And the code DevOps teams are pushing out is typically now packaged in containers, creating an increasingly distributed application landscape.
So how can organizations still practice effective application security policy without impacting or crippling their modernization initiatives? NGINX can help with that.
These slides will cover:
NGINX Plus as an integrated, cloud-native Load Balancer and API Gateway in NGINX Plus
NGINX App Protect as the new cloud-native WAF extension for NGINX Plus
Demo of both working in tandem to set:
Edge routing policy
Edge Security Policy
And Extending down to Granular, Per-App Security Policy
5 ways MSP N-central 11 will revolutionize your service deliverySolarwinds N-able
Join the SolarWinds MSP team as we introduce you to the newly released MSP N-central 11 remote monitoring and management platform. This webinar will explore how a powerful IT automation platform can make a significant difference to your service delivery, customer satisfaction and bottom line as a growing managed services provider. We will explore exciting new developments in Backup and Recovery, Patch management, Antivirus, Mac device support and of course the powerful, user-friendly Automation behind it all.
This webinar will also include a special highlight of the all-new MSP Backup & Recovery software integrated into the latest version of MSP N-central. Come see why hybrid-cloud is the best way for you to manage backup for your customers.
Disaster Recovery Experience at CACIB: Hardening Hadoop for Critical Financia...DataWorks Summit
Hadoop is becoming a standard platform for building critical financial applications such as risk reporting, trading and fraud detection. These applications require high level of SLAs (service-level agreement) in terms of RPO (Recovery Point Objective) and RTO (Recovery Time Objective). To achieve these SLAs, organizations need to build a disaster recovery plan that cover several layers ranging from the infrastructure to the clients going through the platform and the applications. In this talk, we will present the different architecture blueprints for disaster recovery as well as their corresponding SLA objectives. Then, we will focus on the stretch cluster solution that Crédit Agricole CIB is using in production. We will discuss the solution’s advantages, drawbacks and the impact of this approach on the global architecture. Finally, we will explain in detail how to configure and deploy this solution and how to integrate each layer (storage layer, processing layer...) into the architecture.
Similar to RedisConf17 - Amadeus - Redis-Cluster operator (20)
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
In this session I delve into the encryption technology used in Microsoft 365 and Microsoft Purview. Including the concepts of Customer Key and Double Key Encryption.
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/