In the CXL Forum Theater at SC23, MemVerge presented an overview of Memory Viewer software for CXL telemetry including a map of the physical layout and heatmap showing memory bandwidth and latency
Q1 Memory Fabric Forum: ZeroPoint. Remove the waste. Release the power.Memory Fabric Forum
Nilesh Shah provide an overview of the ZeroPoint portable, hardware IP portfolio for lossless memory compression and compaction. The IP boosts memory capacity 2-4x, bandwidth and performance/watt by 50%, and is 1,000x faster than competitors.
Q1 Memory Fabric Forum: Building Fast and Secure Chips with CXL IPMemory Fabric Forum
Gary Ruggles, Sr Product Manger for PCIe and CXL Controller IP, provides an provides example use cases for adoption of CXL, an introduction to Synopsys CXL IP Solutions, interop and proof points.
Q1 Memory Fabric Forum: Using CXL with AI Applications - Steve Scargall.pptxMemory Fabric Forum
MemVerge product manager and software architect Steve Scargall discusses key factors related to the use of CXL with AI apps including, memory expansion form factors, latency and bandwidth memory placement strategies, RDBMS investigation and results, vector database investigation, and results understanding your application behavior.
Q1 Memory Fabric Forum: Memory expansion with CXL-Ready Systems and DevicesMemory Fabric Forum
Ravi Gummaluri, Director, CXL System Architecture at Micron describes use cases for memory expansion with tiered DRAM and CXL memory, along with performance data.
Q1 Memory Fabric Forum: CXL-Related Activities within OCPMemory Fabric Forum
OCP steering committee member, and former President of the CXL Consortium, Siamak Tavallaei, provides an overview of CXL-related activities happening within the Open Compute Project.
Q1 Memory Fabric Forum: CXL Controller by Montage TechnologyMemory Fabric Forum
For CXL AIC and memory module designers, Nilesh Shah of Montage provides and overview of their CXL memory controller product, technology, and performance.
Q1 Memory Fabric Forum: ZeroPoint. Remove the waste. Release the power.Memory Fabric Forum
Nilesh Shah provide an overview of the ZeroPoint portable, hardware IP portfolio for lossless memory compression and compaction. The IP boosts memory capacity 2-4x, bandwidth and performance/watt by 50%, and is 1,000x faster than competitors.
Q1 Memory Fabric Forum: Building Fast and Secure Chips with CXL IPMemory Fabric Forum
Gary Ruggles, Sr Product Manger for PCIe and CXL Controller IP, provides an provides example use cases for adoption of CXL, an introduction to Synopsys CXL IP Solutions, interop and proof points.
Q1 Memory Fabric Forum: Using CXL with AI Applications - Steve Scargall.pptxMemory Fabric Forum
MemVerge product manager and software architect Steve Scargall discusses key factors related to the use of CXL with AI apps including, memory expansion form factors, latency and bandwidth memory placement strategies, RDBMS investigation and results, vector database investigation, and results understanding your application behavior.
Q1 Memory Fabric Forum: Memory expansion with CXL-Ready Systems and DevicesMemory Fabric Forum
Ravi Gummaluri, Director, CXL System Architecture at Micron describes use cases for memory expansion with tiered DRAM and CXL memory, along with performance data.
Q1 Memory Fabric Forum: CXL-Related Activities within OCPMemory Fabric Forum
OCP steering committee member, and former President of the CXL Consortium, Siamak Tavallaei, provides an overview of CXL-related activities happening within the Open Compute Project.
Q1 Memory Fabric Forum: CXL Controller by Montage TechnologyMemory Fabric Forum
For CXL AIC and memory module designers, Nilesh Shah of Montage provides and overview of their CXL memory controller product, technology, and performance.
Nick Kriczsky and Gorden Getty provide an overview of Teledyne LeCroy’s Austin Labs portfolio of products to services including: 1) testing for protocol and electrical compliance, interoperability, data integrity, and performance, 2) In depth protocol training (PCIe, USB, NVMe, NVMe-oF, Fibre Channel), and 3) Automation (solutions for analysis, jamming, generation)
Ecosystem Alliance Manager Michael Ocampo talks about the CXL industry's effort to break through the memory wall, memory bound use cases, CXL for modular shared infrastructure, and critical CXL collaboration that's happening now.
Torry Steed, Sr. Product Marketing Manager at SMART Modular, provides an overview of CXL PCIe Add-in Cards (AICs) and memory modules that can be used to expand capacity in servers or in external memory pooling systems.
Torry Steed, Sr. Staff Product Manager at SMART Modular, covers the changing shape of memory leading to new categories of CXL form factors. He dives deeper to address EDSFF and AIC variations, mechanical sizes, installation locations, capacity considerations, and power ratings.
Q1 Memory Fabric Forum: Memory Fabric in a Composable SystemMemory Fabric Forum
Eddie McMorrow, Sr. Product Manager at GigaIO, defines composable infrastructure and memory fabrics, then provides and overview of the FabreX memory fabric.
MemVerge CEO Charles Fan describes why memory-hungry generative AI is a driver for CXL technology, the new computing model for AI, and MemVerge software for CXL and AI.
Q1 Memory Fabric Forum: Memory Processor Interface 2023, Focus on CXLMemory Fabric Forum
Thibault Grossi, Sr. Technology & Market Analyst, shares excerpts from the recently published report, Memory Processor Interface, Focus on CXL. The reports provides a taxonomy of CXL market segments and revenue forecasts through 2028.
Q1 Memory Fabric Forum: Micron CXL-Compatible Memory ModulesMemory Fabric Forum
Michael Abraham, Director of Product Management at Micron, discusses data center challenges, the memory and storage hierarchy, Micron CZ120 memory modules, database (TPC-H) improvements, AI inferencing improvements, and how to enabling in your company.
Q1 Memory Fabric Forum: Compute Express Link (CXL) 3.1 UpdateMemory Fabric Forum
OCP Steering Committee member and ex-President of the CXL Consortium, Siamak Tavallaei, provides an update on the CXL specifications with a focus on the recently released 3.1 specification.
Q1 Memory Fabric Forum: Advantages of Optical CXL for Disaggregated Compute ...Memory Fabric Forum
Ron Swartzentruber, Director of Engineering at Lightelligence, explains why optical connectivity is needed for CXL fabrics, and provides an overview of the Photowave line of port expander PCIe cards and active optical cables.
Q1 Memory Fabric Forum: Intel Enabling Compute Express Link (CXL)Memory Fabric Forum
- Memory intensive workloads are dominating computing and increasing memory capacity just with CPU-attached DRAM is getting expensive.
- CXL allows augmenting system memory footprint at lower cost by running over existing PCIe links to add memory outside of the CPU package.
- Intel Xeon roadmap fully supports CXL starting with 5th Gen Xeons, and Intel CPUs offer unique hardware-based tiering modes between native DRAM and CXL memory without depending on the operating system.
- CXL has full industry support as the standard for coherent input/output.
Arvind Jagannath of VMware makes the case for bridging the CPU-Memory imbalance with memory tiering, describes their vision for memory disaggregation, and explains that VMware will support CXL Expanders – Specific Configurations, Memory Tiering to reduce overall TCO, and Memory Accelerators to enable CXL-based use-cases.
MemVerge Field CTO Yong Tian shows what memory expansion costs with an analysis of various server configurations with up to 8TB of tiered DRAM and CXL memory.
In the CXL Forum Theater at SC23 hosted by MemVerge, Lightelligence describes CXL's need for optical connectivity and their portfolio of CXL optical expander cards and cables
Synopsys: Achieve First Pass Silicon Success with Synopsys CXL IP SolutionsMemory Fabric Forum
This document discusses Synopsys' CXL IP solutions for enabling first pass silicon success. It provides an overview of:
- How large data sets are driving the need for CXL and larger, more efficient cache coherent storage.
- How CXL allows memory expansion by enabling one interface to connect to various memory types like DDR, LPDDR, and persistent memory.
- Synopsys' complete CXL IP solution which uses proven PCIe IP to provide a highly efficient 512-bit controller and 32GT/s PHY for maximum bandwidth and low latency.
- Synopsys' work with XConn to achieve first pass silicon success on a 256 lane CXL 2.0 switch SOC
In the CXL Forum Theater at SC23 hosted by MemVerge, Samsung described their the architecture and use cases of their hybrid drive that includes DRAM and Flash memory
"$10 thousand per minute of downtime: architecture, queues, streaming and fin...Fwdays
Direct losses from downtime in 1 minute = $5-$10 thousand dollars. Reputation is priceless.
As part of the talk, we will consider the architectural strategies necessary for the development of highly loaded fintech solutions. We will focus on using queues and streaming to efficiently work and manage large amounts of data in real-time and to minimize latency.
We will focus special attention on the architectural patterns used in the design of the fintech system, microservices and event-driven architecture, which ensure scalability, fault tolerance, and consistency of the entire system.
Nick Kriczsky and Gorden Getty provide an overview of Teledyne LeCroy’s Austin Labs portfolio of products to services including: 1) testing for protocol and electrical compliance, interoperability, data integrity, and performance, 2) In depth protocol training (PCIe, USB, NVMe, NVMe-oF, Fibre Channel), and 3) Automation (solutions for analysis, jamming, generation)
Ecosystem Alliance Manager Michael Ocampo talks about the CXL industry's effort to break through the memory wall, memory bound use cases, CXL for modular shared infrastructure, and critical CXL collaboration that's happening now.
Torry Steed, Sr. Product Marketing Manager at SMART Modular, provides an overview of CXL PCIe Add-in Cards (AICs) and memory modules that can be used to expand capacity in servers or in external memory pooling systems.
Torry Steed, Sr. Staff Product Manager at SMART Modular, covers the changing shape of memory leading to new categories of CXL form factors. He dives deeper to address EDSFF and AIC variations, mechanical sizes, installation locations, capacity considerations, and power ratings.
Q1 Memory Fabric Forum: Memory Fabric in a Composable SystemMemory Fabric Forum
Eddie McMorrow, Sr. Product Manager at GigaIO, defines composable infrastructure and memory fabrics, then provides and overview of the FabreX memory fabric.
MemVerge CEO Charles Fan describes why memory-hungry generative AI is a driver for CXL technology, the new computing model for AI, and MemVerge software for CXL and AI.
Q1 Memory Fabric Forum: Memory Processor Interface 2023, Focus on CXLMemory Fabric Forum
Thibault Grossi, Sr. Technology & Market Analyst, shares excerpts from the recently published report, Memory Processor Interface, Focus on CXL. The reports provides a taxonomy of CXL market segments and revenue forecasts through 2028.
Q1 Memory Fabric Forum: Micron CXL-Compatible Memory ModulesMemory Fabric Forum
Michael Abraham, Director of Product Management at Micron, discusses data center challenges, the memory and storage hierarchy, Micron CZ120 memory modules, database (TPC-H) improvements, AI inferencing improvements, and how to enabling in your company.
Q1 Memory Fabric Forum: Compute Express Link (CXL) 3.1 UpdateMemory Fabric Forum
OCP Steering Committee member and ex-President of the CXL Consortium, Siamak Tavallaei, provides an update on the CXL specifications with a focus on the recently released 3.1 specification.
Q1 Memory Fabric Forum: Advantages of Optical CXL for Disaggregated Compute ...Memory Fabric Forum
Ron Swartzentruber, Director of Engineering at Lightelligence, explains why optical connectivity is needed for CXL fabrics, and provides an overview of the Photowave line of port expander PCIe cards and active optical cables.
Q1 Memory Fabric Forum: Intel Enabling Compute Express Link (CXL)Memory Fabric Forum
- Memory intensive workloads are dominating computing and increasing memory capacity just with CPU-attached DRAM is getting expensive.
- CXL allows augmenting system memory footprint at lower cost by running over existing PCIe links to add memory outside of the CPU package.
- Intel Xeon roadmap fully supports CXL starting with 5th Gen Xeons, and Intel CPUs offer unique hardware-based tiering modes between native DRAM and CXL memory without depending on the operating system.
- CXL has full industry support as the standard for coherent input/output.
Arvind Jagannath of VMware makes the case for bridging the CPU-Memory imbalance with memory tiering, describes their vision for memory disaggregation, and explains that VMware will support CXL Expanders – Specific Configurations, Memory Tiering to reduce overall TCO, and Memory Accelerators to enable CXL-based use-cases.
MemVerge Field CTO Yong Tian shows what memory expansion costs with an analysis of various server configurations with up to 8TB of tiered DRAM and CXL memory.
In the CXL Forum Theater at SC23 hosted by MemVerge, Lightelligence describes CXL's need for optical connectivity and their portfolio of CXL optical expander cards and cables
Synopsys: Achieve First Pass Silicon Success with Synopsys CXL IP SolutionsMemory Fabric Forum
This document discusses Synopsys' CXL IP solutions for enabling first pass silicon success. It provides an overview of:
- How large data sets are driving the need for CXL and larger, more efficient cache coherent storage.
- How CXL allows memory expansion by enabling one interface to connect to various memory types like DDR, LPDDR, and persistent memory.
- Synopsys' complete CXL IP solution which uses proven PCIe IP to provide a highly efficient 512-bit controller and 32GT/s PHY for maximum bandwidth and low latency.
- Synopsys' work with XConn to achieve first pass silicon success on a 256 lane CXL 2.0 switch SOC
In the CXL Forum Theater at SC23 hosted by MemVerge, Samsung described their the architecture and use cases of their hybrid drive that includes DRAM and Flash memory
"$10 thousand per minute of downtime: architecture, queues, streaming and fin...Fwdays
Direct losses from downtime in 1 minute = $5-$10 thousand dollars. Reputation is priceless.
As part of the talk, we will consider the architectural strategies necessary for the development of highly loaded fintech solutions. We will focus on using queues and streaming to efficiently work and manage large amounts of data in real-time and to minimize latency.
We will focus special attention on the architectural patterns used in the design of the fintech system, microservices and event-driven architecture, which ensure scalability, fault tolerance, and consistency of the entire system.
Conversational agents, or chatbots, are increasingly used to access all sorts of services using natural language. While open-domain chatbots - like ChatGPT - can converse on any topic, task-oriented chatbots - the focus of this paper - are designed for specific tasks, like booking a flight, obtaining customer support, or setting an appointment. Like any other software, task-oriented chatbots need to be properly tested, usually by defining and executing test scenarios (i.e., sequences of user-chatbot interactions). However, there is currently a lack of methods to quantify the completeness and strength of such test scenarios, which can lead to low-quality tests, and hence to buggy chatbots.
To fill this gap, we propose adapting mutation testing (MuT) for task-oriented chatbots. To this end, we introduce a set of mutation operators that emulate faults in chatbot designs, an architecture that enables MuT on chatbots built using heterogeneous technologies, and a practical realisation as an Eclipse plugin. Moreover, we evaluate the applicability, effectiveness and efficiency of our approach on open-source chatbots, with promising results.
Have you ever been confused by the myriad of choices offered by AWS for hosting a website or an API?
Lambda, Elastic Beanstalk, Lightsail, Amplify, S3 (and more!) can each host websites + APIs. But which one should we choose?
Which one is cheapest? Which one is fastest? Which one will scale to meet our needs?
Join me in this session as we dive into each AWS hosting service to determine which one is best for your scenario and explain why!
Session 1 - Intro to Robotic Process Automation.pdfUiPathCommunity
👉 Check out our full 'Africa Series - Automation Student Developers (EN)' page to register for the full program:
https://bit.ly/Automation_Student_Kickstart
In this session, we shall introduce you to the world of automation, the UiPath Platform, and guide you on how to install and setup UiPath Studio on your Windows PC.
📕 Detailed agenda:
What is RPA? Benefits of RPA?
RPA Applications
The UiPath End-to-End Automation Platform
UiPath Studio CE Installation and Setup
💻 Extra training through UiPath Academy:
Introduction to Automation
UiPath Business Automation Platform
Explore automation development with UiPath Studio
👉 Register here for our upcoming Session 2 on June 20: Introduction to UiPath Studio Fundamentals: https://community.uipath.com/events/details/uipath-lagos-presents-session-2-introduction-to-uipath-studio-fundamentals/
AppSec PNW: Android and iOS Application Security with MobSFAjin Abraham
Mobile Security Framework - MobSF is a free and open source automated mobile application security testing environment designed to help security engineers, researchers, developers, and penetration testers to identify security vulnerabilities, malicious behaviours and privacy concerns in mobile applications using static and dynamic analysis. It supports all the popular mobile application binaries and source code formats built for Android and iOS devices. In addition to automated security assessment, it also offers an interactive testing environment to build and execute scenario based test/fuzz cases against the application.
This talk covers:
Using MobSF for static analysis of mobile applications.
Interactive dynamic security assessment of Android and iOS applications.
Solving Mobile app CTF challenges.
Reverse engineering and runtime analysis of Mobile malware.
How to shift left and integrate MobSF/mobsfscan SAST and DAST in your build pipeline.
Must Know Postgres Extension for DBA and Developer during MigrationMydbops
Mydbops Opensource Database Meetup 16
Topic: Must-Know PostgreSQL Extensions for Developers and DBAs During Migration
Speaker: Deepak Mahto, Founder of DataCloudGaze Consulting
Date & Time: 8th June | 10 AM - 1 PM IST
Venue: Bangalore International Centre, Bangalore
Abstract: Discover how PostgreSQL extensions can be your secret weapon! This talk explores how key extensions enhance database capabilities and streamline the migration process for users moving from other relational databases like Oracle.
Key Takeaways:
* Learn about crucial extensions like oracle_fdw, pgtt, and pg_audit that ease migration complexities.
* Gain valuable strategies for implementing these extensions in PostgreSQL to achieve license freedom.
* Discover how these key extensions can empower both developers and DBAs during the migration process.
* Don't miss this chance to gain practical knowledge from an industry expert and stay updated on the latest open-source database trends.
Mydbops Managed Services specializes in taking the pain out of database management while optimizing performance. Since 2015, we have been providing top-notch support and assistance for the top three open-source databases: MySQL, MongoDB, and PostgreSQL.
Our team offers a wide range of services, including assistance, support, consulting, 24/7 operations, and expertise in all relevant technologies. We help organizations improve their database's performance, scalability, efficiency, and availability.
Contact us: info@mydbops.com
Visit: https://www.mydbops.com/
Follow us on LinkedIn: https://in.linkedin.com/company/mydbops
For more details and updates, please follow up the below links.
Meetup Page : https://www.meetup.com/mydbops-databa...
Twitter: https://twitter.com/mydbopsofficial
Blogs: https://www.mydbops.com/blog/
Facebook(Meta): https://www.facebook.com/mydbops/
"Scaling RAG Applications to serve millions of users", Kevin GoedeckeFwdays
How we managed to grow and scale a RAG application from zero to thousands of users in 7 months. Lessons from technical challenges around managing high load for LLMs, RAGs and Vector databases.
How information systems are built or acquired puts information, which is what they should be about, in a secondary place. Our language adapted accordingly, and we no longer talk about information systems but applications. Applications evolved in a way to break data into diverse fragments, tightly coupled with applications and expensive to integrate. The result is technical debt, which is re-paid by taking even bigger "loans", resulting in an ever-increasing technical debt. Software engineering and procurement practices work in sync with market forces to maintain this trend. This talk demonstrates how natural this situation is. The question is: can something be done to reverse the trend?
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-EfficiencyScyllaDB
Freshworks creates AI-boosted business software that helps employees work more efficiently and effectively. Managing data across multiple RDBMS and NoSQL databases was already a challenge at their current scale. To prepare for 10X growth, they knew it was time to rethink their database strategy. Learn how they architected a solution that would simplify scaling while keeping costs under control.
Main news related to the CCS TSI 2023 (2023/1695)Jakub Marek
An English 🇬🇧 translation of a presentation to the speech I gave about the main changes brought by CCS TSI 2023 at the biggest Czech conference on Communications and signalling systems on Railways, which was held in Clarion Hotel Olomouc from 7th to 9th November 2023 (konferenceszt.cz). Attended by around 500 participants and 200 on-line followers.
The original Czech 🇨🇿 version of the presentation can be found here: https://www.slideshare.net/slideshow/hlavni-novinky-souvisejici-s-ccs-tsi-2023-2023-1695/269688092 .
The videorecording (in Czech) from the presentation is available here: https://youtu.be/WzjJWm4IyPk?si=SImb06tuXGb30BEH .
The Department of Veteran Affairs (VA) invited Taylor Paschal, Knowledge & Information Management Consultant at Enterprise Knowledge, to speak at a Knowledge Management Lunch and Learn hosted on June 12, 2024. All Office of Administration staff were invited to attend and received professional development credit for participating in the voluntary event.
The objectives of the Lunch and Learn presentation were to:
- Review what KM ‘is’ and ‘isn’t’
- Understand the value of KM and the benefits of engaging
- Define and reflect on your “what’s in it for me?”
- Share actionable ways you can participate in Knowledge - - Capture & Transfer
The Microsoft 365 Migration Tutorial For Beginner.pptxoperationspcvita
This presentation will help you understand the power of Microsoft 365. However, we have mentioned every productivity app included in Office 365. Additionally, we have suggested the migration situation related to Office 365 and how we can help you.
You can also read: https://www.systoolsgroup.com/updates/office-365-tenant-to-tenant-migration-step-by-step-complete-guide/
What is an RPA CoE? Session 1 – CoE VisionDianaGray10
In the first session, we will review the organization's vision and how this has an impact on the COE Structure.
Topics covered:
• The role of a steering committee
• How do the organization’s priorities determine CoE Structure?
Speaker:
Chris Bolin, Senior Intelligent Automation Architect Anika Systems
Northern Engraving | Modern Metal Trim, Nameplates and Appliance PanelsNorthern Engraving
What began over 115 years ago as a supplier of precision gauges to the automotive industry has evolved into being an industry leader in the manufacture of product branding, automotive cockpit trim and decorative appliance trim. Value-added services include in-house Design, Engineering, Program Management, Test Lab and Tool Shops.
Dandelion Hashtable: beyond billion requests per second on a commodity serverAntonios Katsarakis
This slide deck presents DLHT, a concurrent in-memory hashtable. Despite efforts to optimize hashtables, that go as far as sacrificing core functionality, state-of-the-art designs still incur multiple memory accesses per request and block request processing in three cases. First, most hashtables block while waiting for data to be retrieved from memory. Second, open-addressing designs, which represent the current state-of-the-art, either cannot free index slots on deletes or must block all requests to do so. Third, index resizes block every request until all objects are copied to the new index. Defying folklore wisdom, DLHT forgoes open-addressing and adopts a fully-featured and memory-aware closed-addressing design based on bounded cache-line-chaining. This design offers lock-free index operations and deletes that free slots instantly, (2) completes most requests with a single memory access, (3) utilizes software prefetching to hide memory latencies, and (4) employs a novel non-blocking and parallel resizing. In a commodity server and a memory-resident workload, DLHT surpasses 1.6B requests per second and provides 3.5x (12x) the throughput of the state-of-the-art closed-addressing (open-addressing) resizable hashtable on Gets (Deletes).
5th LF Energy Power Grid Model Meet-up SlidesDanBrown980551
5th Power Grid Model Meet-up
It is with great pleasure that we extend to you an invitation to the 5th Power Grid Model Meet-up, scheduled for 6th June 2024. This event will adopt a hybrid format, allowing participants to join us either through an online Mircosoft Teams session or in person at TU/e located at Den Dolech 2, Eindhoven, Netherlands. The meet-up will be hosted by Eindhoven University of Technology (TU/e), a research university specializing in engineering science & technology.
Power Grid Model
The global energy transition is placing new and unprecedented demands on Distribution System Operators (DSOs). Alongside upgrades to grid capacity, processes such as digitization, capacity optimization, and congestion management are becoming vital for delivering reliable services.
Power Grid Model is an open source project from Linux Foundation Energy and provides a calculation engine that is increasingly essential for DSOs. It offers a standards-based foundation enabling real-time power systems analysis, simulations of electrical power grids, and sophisticated what-if analysis. In addition, it enables in-depth studies and analysis of the electrical power grid’s behavior and performance. This comprehensive model incorporates essential factors such as power generation capacity, electrical losses, voltage levels, power flows, and system stability.
Power Grid Model is currently being applied in a wide variety of use cases, including grid planning, expansion, reliability, and congestion studies. It can also help in analyzing the impact of renewable energy integration, assessing the effects of disturbances or faults, and developing strategies for grid control and optimization.
What to expect
For the upcoming meetup we are organizing, we have an exciting lineup of activities planned:
-Insightful presentations covering two practical applications of the Power Grid Model.
-An update on the latest advancements in Power Grid -Model technology during the first and second quarters of 2024.
-An interactive brainstorming session to discuss and propose new feature requests.
-An opportunity to connect with fellow Power Grid Model enthusiasts and users.
2. What is Memory Viewer
• Memory Viewer presents system and device telemetry in
an easy-to-understand user interface.
• System Topology
• CPU Utilization
• DRAM and CXL Utilization
and Throughput
• Identify an application
memory hot working set size