16TB Max file size.pdf
•
0 likes•27 views
NetApp's All SAN Arrays (ASAs) allow for maximum file sizes of 128TB, compared to 16TB for other FAS and AFF systems running ONTAP. ASAs are all-flash SAN-only solutions based on AFF platforms and available starting with ONTAP 9.7. Documentation for AFF systems can also be used for the corresponding ASA system for cabling and other information.
Report
Share
Report
Share
Download to read offline
Recommended
Our 5 senses can only perceive representation of reality but not the actual r...
Perceived reality exists within space and time, but actual reality is being discovered through quantum physics, though ancient sages in Asia have known it for thousands of years. Quantum theory shows particles can be in different states simultaneously, though humans can only perceive one state at a time as we move through time. Devotees of Indian gurus have demonstrated being in different states at once, documented for years but not widely accepted until quantum physics. Reaching this state requires going beyond the five senses and spending years in realization, as it is not something outside us but a matter of inner realization.
E=C+O
Consciousness is a constant that witnesses events and objects which are variables. One comes to know themselves by understanding what they are not through experiencing events which are a function of consciousness and objects. Experience is defined as consciousness plus an object that is witnessed by the constant of consciousness.
SnapDiff
SnapDiff is NetApp's proprietary indexing engine that identifies file differences between two snapshots. It compares the base and diff snapshots using inode-walk and returns a list of added, deleted, modified, and renamed files. Backup software vendors can integrate their solutions with SnapDiff through its API to perform incremental backups using snapshots. SnapDiff provides faster indexing compared to traditional file system crawlers or NDMP backups by identifying file changes at the inode level rather than performing a full tree walk.
Oracle database might have problems with stale NFSv3 locks upon restart
The document discusses stale NFS locks that can occur upon Oracle database restart with NFSv3. The issue is caused by lockd and rpc.statd using different name resolution methods to create and clear locks, resulting in non-matching host names. The solution is to change the order of host names in /etc/hosts so the same host name is used for lock creation and clearance.
Is it possible to upgrade or revert ontap versions on a Simulator
Is it possible to upgrade or revert ontap versions on a Simulator!
https://www.slideshare.net/AshwinPawar/how-to-upgrade-ontap-simulator
Cannot split clone snapcenter 4.3
The document discusses an error when attempting to perform a SQL backup clone using SnapCenter 4.3 on a NetApp cDOT storage system using iSCSI. The error references SMB even though iSCSI was being used, because the SnapCenter storage connections were using the cluster management LIF instead of the data SVM management LIF, which is required for SAN protocols like iSCSI. The solution is to add the data SVM directly in SnapCenter using the SVM management LIF.
Network port administrative speed does not display correctly on NetApp storage
The document discusses a bug where the administrative speed of network ports on NetApp storage incorrectly displays as 1000 instead of 10000, even though the operational speed is 10000. This bug was fixed in ONTAP version 9.6RC1 and later. The writer observed this same issue on their FAS8200 running ONTAP 9.1, where the administrative speed of ports e0c and e0d both displayed as 1000 although the operational speed was 10000.
How to connect to NetApp FILER micro-USB console port
The document discusses how to connect to the console port of a NetApp Filer using a micro-USB cable and configure Putty serial terminal software. It explains that 115,200 baud rate with N-8-1 refers to transferring up to 115,200 bits per second with no parity, 8 data bits, and 1 stop bit. The steps are to connect the micro-USB cable from the Filer to a laptop, identify the detected COM port in the device manager, open Putty, select the correct COM port and baud rate settings, and click open under the session tab rather than the incorrect arrow shown.
Recommended
Our 5 senses can only perceive representation of reality but not the actual r...
Perceived reality exists within space and time, but actual reality is being discovered through quantum physics, though ancient sages in Asia have known it for thousands of years. Quantum theory shows particles can be in different states simultaneously, though humans can only perceive one state at a time as we move through time. Devotees of Indian gurus have demonstrated being in different states at once, documented for years but not widely accepted until quantum physics. Reaching this state requires going beyond the five senses and spending years in realization, as it is not something outside us but a matter of inner realization.
E=C+O
Consciousness is a constant that witnesses events and objects which are variables. One comes to know themselves by understanding what they are not through experiencing events which are a function of consciousness and objects. Experience is defined as consciousness plus an object that is witnessed by the constant of consciousness.
SnapDiff
SnapDiff is NetApp's proprietary indexing engine that identifies file differences between two snapshots. It compares the base and diff snapshots using inode-walk and returns a list of added, deleted, modified, and renamed files. Backup software vendors can integrate their solutions with SnapDiff through its API to perform incremental backups using snapshots. SnapDiff provides faster indexing compared to traditional file system crawlers or NDMP backups by identifying file changes at the inode level rather than performing a full tree walk.
Oracle database might have problems with stale NFSv3 locks upon restart
The document discusses stale NFS locks that can occur upon Oracle database restart with NFSv3. The issue is caused by lockd and rpc.statd using different name resolution methods to create and clear locks, resulting in non-matching host names. The solution is to change the order of host names in /etc/hosts so the same host name is used for lock creation and clearance.
Is it possible to upgrade or revert ontap versions on a Simulator
Is it possible to upgrade or revert ontap versions on a Simulator!
https://www.slideshare.net/AshwinPawar/how-to-upgrade-ontap-simulator
Cannot split clone snapcenter 4.3
The document discusses an error when attempting to perform a SQL backup clone using SnapCenter 4.3 on a NetApp cDOT storage system using iSCSI. The error references SMB even though iSCSI was being used, because the SnapCenter storage connections were using the cluster management LIF instead of the data SVM management LIF, which is required for SAN protocols like iSCSI. The solution is to add the data SVM directly in SnapCenter using the SVM management LIF.
Network port administrative speed does not display correctly on NetApp storage
The document discusses a bug where the administrative speed of network ports on NetApp storage incorrectly displays as 1000 instead of 10000, even though the operational speed is 10000. This bug was fixed in ONTAP version 9.6RC1 and later. The writer observed this same issue on their FAS8200 running ONTAP 9.1, where the administrative speed of ports e0c and e0d both displayed as 1000 although the operational speed was 10000.
How to connect to NetApp FILER micro-USB console port
The document discusses how to connect to the console port of a NetApp Filer using a micro-USB cable and configure Putty serial terminal software. It explains that 115,200 baud rate with N-8-1 refers to transferring up to 115,200 bits per second with no parity, 8 data bits, and 1 stop bit. The steps are to connect the micro-USB cable from the Filer to a laptop, identify the detected COM port in the device manager, open Putty, select the correct COM port and baud rate settings, and click open under the session tab rather than the incorrect arrow shown.
NDMP backup models
Intercluster LIFs are preferred over data LIFs for NDMP control and data communication to ensure firewall access. If only data LIFs can be used, connection depends on the order interfaces appear in ifconfig output, not a hardcoded selection. More details are available at the provided KB article on properly configuring LIFs and firewall policies for NDMP backups.
How to use Active IQ tool to access filer information
This document provides instructions for using NetApp's Active IQ tool to access various types of information about a FILER, including cable diagrams, stack diagrams, RAID configuration visualization, hardware capacity headroom, and storage summaries. Users can log into the NetApp support site, enter the FILER name, click on the Configuration button, and select Visualization to view diagrams and other data pulled from the last AutoSupport report. The Active IQ tool extracts valuable information from a FILER's AutoSupport reports with some patience during loading of dynamic visualizations and data.
San vs Nas fun series
A SAN provides block-level storage to clients that they can then use to build their own file systems, similar to a real estate provider giving a plot of land. A NAS provides a complete file system to clients similar to a real estate agent providing a ready-made home, with the NAS appearing as a file server and the SAN appearing as a raw disk to the client operating system. The key difference is that a SAN provides raw disks while a NAS provides a complete file system.
Steps to identify ONTAP latency related issues
The document provides steps to identify and understand latency issues on a NetApp ONTAP system. It analyzes sysstat output showing CPU utilization across various domains. While overall CPU usage is high at 97%, no single domain is fully utilized, indicating CPU is not the root cause of latency. It recommends investigating service level latency for specific LUNs, volumes, or protocols. Using ONTAP QoS commands, it identifies disk latency of 3ms on one aggregate which is within normal limits and not likely the root cause. The aggregate is 89% full which is also not yet concerning given its flash composition.
SnapDiff
SnapDiff is NetApp's proprietary file differencing engine that identifies files changed between snapshots. It compares block-level changes rather than traversing the entire file system, improving backup performance. The SnapDiff API allows backup applications to integrate with SnapDiff. SnapDiff performance is measured in files processed per hour and is impacted by very large or deeply nested directory structures rather than total storage size.
SnapDiff process flow chart
The SnapDiff process flowchart first takes a baseline backup snapshot of a volume. Next, it takes an incremental snapshot once it has the required information. It then begins the SnapDiff process to compare the snapshots and backup changed data.
SnapDiff performance issue
The document discusses troubleshooting a SnapDiff performance issue. Key factors that can affect SnapDiff throughput include hardware resources, Data ONTAP version, disk I/O latency, number of files in volumes, parallel SnapDiff sessions, and overlapping backup jobs. Symptoms of timeouts between ONTAP and the media agent during the indexing phase suggest the indexing is taking too long. The document provides workarounds like skipping cataloging and running it later, and using live browse for restores if needed before investigation is complete.
Volume level restore fails with error transient snapshot copy is not supported
A volume level restore failed with an error message indicating that a transient snapshot was not supported for the operation. The error occurred because the snapshot being used was a temporary one created during a SnapVault transfer where deduplication was enabled, making it an invalid snapshot. To resolve it, ensure the snapshot is a valid Snapmirror base snapshot without special characters in the name.
Disk reports predicted failure event
A predictive failure alert was reported for disk 1c.xx.xx in NetApp cluster node Cluster-02. The disk reported a predicted failure event. If a matching spare disk is available, rapid RAID recovery will begin by copying the data from the pre-failed disk to the spare. If no spares are available, the disk will eventually fail and cause the RAID group to degrade until a spare is available to reconstruct the data. Proactive assignment of a partner node's spare disk is recommended.
OCUM shows ONTAP cluster health degraded
The document discusses a degraded cluster health status shown in OCUM after adding a cDOT ONTAP controller. While the node pairing status was good, the cluster health showed as degraded. This was because OCUM only marks cluster health as OK after subsystem checks return OK, and one subsystem here showed as degraded, causing the overall cluster health to display as degraded. The solution is to ensure the cluster show and system health subsystem show both return OK.
NDMPCOPY lun from 7-mode NetApp to cDOT
The document describes how to copy archived SQL database LUNs from a 7-mode SnapVault snapshot to a cDOT SAN volume using NDMPCOPY in two phases. Phase 1 uses NDMPCOPY to transfer the LUN from the 7-mode snapshot to the cDOT destination volume. Phase 2 presents the copied LUN to the SQL box by mapping, rescaning disks, and bringing the LUN online so the databases can be retrieved.
Latency in storage
This document discusses components that can contribute to latency in an IT infrastructure, with a focus on storage latency. It identifies potential sources of latency including applications, hosts, virtual machines, networks, and storage components. It recommends commands like 'qos statistics volume performance show' and tools like OCUM/OPM to analyze latency across clustered Data ONTAP components and identify bottlenecks. The document aims to help storage administrators troubleshoot latency issues by examining statistics from different parts of the infrastructure to pinpoint the root cause.
NVRAM vs NVMEM
NVRAM is a separate DIMM from main memory, while NVMEM uses part of the main memory and is not a separate DIMM. The document provides examples of hardware showing NVRAM as a separate 4GB DIMM, while NVMEM on a filer uses 2.4GB of the total 20GB main memory. It clarifies the hardware difference between NVRAM using a separate DIMM and NVMEM utilizing space within main memory.
NAS vs SAN
NFS and SANs can provide block-level access to storage in almost identical ways from the perspective of applications. At the protocol level, block reads over NFS and iSCSI are almost identical - they both request a number of bytes or blocks starting at a given offset. The main difference is that NFS uses file handles to identify blocks while SANs use LUNs, but a LUN and file are just containers for blocks of data. NetApp's WAFL file system allows it to present LUNs as files within aggregates, unifying SAN, NAS, and iSCSI storage into a single appliance by storing data at the block level regardless of protocol. Dave Hitz was instrumental in revolutionizing storage through his work
NetApp storage layering
NetApp provides storage layering that allows organizations to separate data from physical storage infrastructure. This approach helps optimize storage resources and reduces costs by enabling data to be moved seamlessly between different storage technologies like flash, disk, and cloud. Storage layering gives organizations flexibility and freedom of choice in their IT infrastructure investments.
What is storage from client's perspective
This document defines storage from a client's perspective in 3 simple words: capacity, performance, and service quality. It explains that clients do not care about the technical details of the storage system, but rather care about getting the capacity and performance that was promised in a consistent manner by the service provider. The client's main concerns are how well their applications and databases run using the storage service.
Difference between cluster image package show-repository and system image get
How to copy firmware and software on the NetApp cluster without using web/HTTPs or ftp server. Also, find out the difference between cluster image package show-repository and system image get repository.
This information is available on request.
Cannot access NetApp 7-mode admin shares etc$
The document summarizes an issue where one node of an HA pair could access the c$ or etc$ shares but the partner node could not. The cause was determined to be a registry setting on the filer's management interface that blocks data traffic, which was turned on for one node but off for the other. The solution is to set this option to 'off' on both nodes to allow access to the shares from either node.
How to generate,collect and upload ocum logs
This document provides instructions for generating, collecting, and uploading an On Command Unified Manager (OCUM) support diagnostics bundle. It describes running a supportbundle.bat file on a Windows-based OCUM installation to generate a zip file containing logs and other diagnostic information. It also provides steps for downloading the bundle using WinSCP and uploading it to NetApp support using FTP. The size of the bundle can range from 100 MB to over 8 GB depending on the environment being managed by OCUM.
Faq on SnapDrive for UNIX NetApp
SnapDrive allows creation of different storage entities like LUNs, filesystems, host volumes, and disk groups. The document provides step-by-step instructions to create a LUN entity using SnapDrive. This involves first creating a LUN on the NetApp filer and then using local volume management tools like LVM to manage the LUN. Commands to create a LUN on the NetApp storage system darfas01 and volume centos_iscsi are shown.
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...Edge AI and Vision Alliance
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/how-axelera-ai-uses-digital-compute-in-memory-to-deliver-fast-and-energy-efficient-computer-vision-a-presentation-from-axelera-ai/
Bram Verhoef, Head of Machine Learning at Axelera AI, presents the “How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-efficient Computer Vision” tutorial at the May 2024 Embedded Vision Summit.
As artificial intelligence inference transitions from cloud environments to edge locations, computer vision applications achieve heightened responsiveness, reliability and privacy. This migration, however, introduces the challenge of operating within the stringent confines of resource constraints typical at the edge, including small form factors, low energy budgets and diminished memory and computational capacities. Axelera AI addresses these challenges through an innovative approach of performing digital computations within memory itself. This technique facilitates the realization of high-performance, energy-efficient and cost-effective computer vision capabilities at the thin and thick edge, extending the frontier of what is achievable with current technologies.
In this presentation, Verhoef unveils his company’s pioneering chip technology and demonstrates its capacity to deliver exceptional frames-per-second performance across a range of standard computer vision networks typical of applications in security, surveillance and the industrial sector. This shows that advanced computer vision can be accessible and efficient, even at the very edge of our technological ecosystem.More Related Content
More from Ashwin Pawar
NDMP backup models
Intercluster LIFs are preferred over data LIFs for NDMP control and data communication to ensure firewall access. If only data LIFs can be used, connection depends on the order interfaces appear in ifconfig output, not a hardcoded selection. More details are available at the provided KB article on properly configuring LIFs and firewall policies for NDMP backups.
How to use Active IQ tool to access filer information
This document provides instructions for using NetApp's Active IQ tool to access various types of information about a FILER, including cable diagrams, stack diagrams, RAID configuration visualization, hardware capacity headroom, and storage summaries. Users can log into the NetApp support site, enter the FILER name, click on the Configuration button, and select Visualization to view diagrams and other data pulled from the last AutoSupport report. The Active IQ tool extracts valuable information from a FILER's AutoSupport reports with some patience during loading of dynamic visualizations and data.
San vs Nas fun series
A SAN provides block-level storage to clients that they can then use to build their own file systems, similar to a real estate provider giving a plot of land. A NAS provides a complete file system to clients similar to a real estate agent providing a ready-made home, with the NAS appearing as a file server and the SAN appearing as a raw disk to the client operating system. The key difference is that a SAN provides raw disks while a NAS provides a complete file system.
Steps to identify ONTAP latency related issues
The document provides steps to identify and understand latency issues on a NetApp ONTAP system. It analyzes sysstat output showing CPU utilization across various domains. While overall CPU usage is high at 97%, no single domain is fully utilized, indicating CPU is not the root cause of latency. It recommends investigating service level latency for specific LUNs, volumes, or protocols. Using ONTAP QoS commands, it identifies disk latency of 3ms on one aggregate which is within normal limits and not likely the root cause. The aggregate is 89% full which is also not yet concerning given its flash composition.
SnapDiff
SnapDiff is NetApp's proprietary file differencing engine that identifies files changed between snapshots. It compares block-level changes rather than traversing the entire file system, improving backup performance. The SnapDiff API allows backup applications to integrate with SnapDiff. SnapDiff performance is measured in files processed per hour and is impacted by very large or deeply nested directory structures rather than total storage size.
SnapDiff process flow chart
The SnapDiff process flowchart first takes a baseline backup snapshot of a volume. Next, it takes an incremental snapshot once it has the required information. It then begins the SnapDiff process to compare the snapshots and backup changed data.
SnapDiff performance issue
The document discusses troubleshooting a SnapDiff performance issue. Key factors that can affect SnapDiff throughput include hardware resources, Data ONTAP version, disk I/O latency, number of files in volumes, parallel SnapDiff sessions, and overlapping backup jobs. Symptoms of timeouts between ONTAP and the media agent during the indexing phase suggest the indexing is taking too long. The document provides workarounds like skipping cataloging and running it later, and using live browse for restores if needed before investigation is complete.
Volume level restore fails with error transient snapshot copy is not supported
A volume level restore failed with an error message indicating that a transient snapshot was not supported for the operation. The error occurred because the snapshot being used was a temporary one created during a SnapVault transfer where deduplication was enabled, making it an invalid snapshot. To resolve it, ensure the snapshot is a valid Snapmirror base snapshot without special characters in the name.
Disk reports predicted failure event
A predictive failure alert was reported for disk 1c.xx.xx in NetApp cluster node Cluster-02. The disk reported a predicted failure event. If a matching spare disk is available, rapid RAID recovery will begin by copying the data from the pre-failed disk to the spare. If no spares are available, the disk will eventually fail and cause the RAID group to degrade until a spare is available to reconstruct the data. Proactive assignment of a partner node's spare disk is recommended.
OCUM shows ONTAP cluster health degraded
The document discusses a degraded cluster health status shown in OCUM after adding a cDOT ONTAP controller. While the node pairing status was good, the cluster health showed as degraded. This was because OCUM only marks cluster health as OK after subsystem checks return OK, and one subsystem here showed as degraded, causing the overall cluster health to display as degraded. The solution is to ensure the cluster show and system health subsystem show both return OK.
NDMPCOPY lun from 7-mode NetApp to cDOT
The document describes how to copy archived SQL database LUNs from a 7-mode SnapVault snapshot to a cDOT SAN volume using NDMPCOPY in two phases. Phase 1 uses NDMPCOPY to transfer the LUN from the 7-mode snapshot to the cDOT destination volume. Phase 2 presents the copied LUN to the SQL box by mapping, rescaning disks, and bringing the LUN online so the databases can be retrieved.
Latency in storage
This document discusses components that can contribute to latency in an IT infrastructure, with a focus on storage latency. It identifies potential sources of latency including applications, hosts, virtual machines, networks, and storage components. It recommends commands like 'qos statistics volume performance show' and tools like OCUM/OPM to analyze latency across clustered Data ONTAP components and identify bottlenecks. The document aims to help storage administrators troubleshoot latency issues by examining statistics from different parts of the infrastructure to pinpoint the root cause.
NVRAM vs NVMEM
NVRAM is a separate DIMM from main memory, while NVMEM uses part of the main memory and is not a separate DIMM. The document provides examples of hardware showing NVRAM as a separate 4GB DIMM, while NVMEM on a filer uses 2.4GB of the total 20GB main memory. It clarifies the hardware difference between NVRAM using a separate DIMM and NVMEM utilizing space within main memory.
NAS vs SAN
NFS and SANs can provide block-level access to storage in almost identical ways from the perspective of applications. At the protocol level, block reads over NFS and iSCSI are almost identical - they both request a number of bytes or blocks starting at a given offset. The main difference is that NFS uses file handles to identify blocks while SANs use LUNs, but a LUN and file are just containers for blocks of data. NetApp's WAFL file system allows it to present LUNs as files within aggregates, unifying SAN, NAS, and iSCSI storage into a single appliance by storing data at the block level regardless of protocol. Dave Hitz was instrumental in revolutionizing storage through his work
NetApp storage layering
NetApp provides storage layering that allows organizations to separate data from physical storage infrastructure. This approach helps optimize storage resources and reduces costs by enabling data to be moved seamlessly between different storage technologies like flash, disk, and cloud. Storage layering gives organizations flexibility and freedom of choice in their IT infrastructure investments.
What is storage from client's perspective
This document defines storage from a client's perspective in 3 simple words: capacity, performance, and service quality. It explains that clients do not care about the technical details of the storage system, but rather care about getting the capacity and performance that was promised in a consistent manner by the service provider. The client's main concerns are how well their applications and databases run using the storage service.
Difference between cluster image package show-repository and system image get
How to copy firmware and software on the NetApp cluster without using web/HTTPs or ftp server. Also, find out the difference between cluster image package show-repository and system image get repository.
This information is available on request.
Cannot access NetApp 7-mode admin shares etc$
The document summarizes an issue where one node of an HA pair could access the c$ or etc$ shares but the partner node could not. The cause was determined to be a registry setting on the filer's management interface that blocks data traffic, which was turned on for one node but off for the other. The solution is to set this option to 'off' on both nodes to allow access to the shares from either node.
How to generate,collect and upload ocum logs
This document provides instructions for generating, collecting, and uploading an On Command Unified Manager (OCUM) support diagnostics bundle. It describes running a supportbundle.bat file on a Windows-based OCUM installation to generate a zip file containing logs and other diagnostic information. It also provides steps for downloading the bundle using WinSCP and uploading it to NetApp support using FTP. The size of the bundle can range from 100 MB to over 8 GB depending on the environment being managed by OCUM.
Faq on SnapDrive for UNIX NetApp
SnapDrive allows creation of different storage entities like LUNs, filesystems, host volumes, and disk groups. The document provides step-by-step instructions to create a LUN entity using SnapDrive. This involves first creating a LUN on the NetApp filer and then using local volume management tools like LVM to manage the LUN. Commands to create a LUN on the NetApp storage system darfas01 and volume centos_iscsi are shown.
More from Ashwin Pawar (20)
How to use Active IQ tool to access filer information
How to use Active IQ tool to access filer information
Volume level restore fails with error transient snapshot copy is not supported
Volume level restore fails with error transient snapshot copy is not supported
Difference between cluster image package show-repository and system image get
Difference between cluster image package show-repository and system image get
Recently uploaded
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...Edge AI and Vision Alliance
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/how-axelera-ai-uses-digital-compute-in-memory-to-deliver-fast-and-energy-efficient-computer-vision-a-presentation-from-axelera-ai/
Bram Verhoef, Head of Machine Learning at Axelera AI, presents the “How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-efficient Computer Vision” tutorial at the May 2024 Embedded Vision Summit.
As artificial intelligence inference transitions from cloud environments to edge locations, computer vision applications achieve heightened responsiveness, reliability and privacy. This migration, however, introduces the challenge of operating within the stringent confines of resource constraints typical at the edge, including small form factors, low energy budgets and diminished memory and computational capacities. Axelera AI addresses these challenges through an innovative approach of performing digital computations within memory itself. This technique facilitates the realization of high-performance, energy-efficient and cost-effective computer vision capabilities at the thin and thick edge, extending the frontier of what is achievable with current technologies.
In this presentation, Verhoef unveils his company’s pioneering chip technology and demonstrates its capacity to deliver exceptional frames-per-second performance across a range of standard computer vision networks typical of applications in security, surveillance and the industrial sector. This shows that advanced computer vision can be accessible and efficient, even at the very edge of our technological ecosystem.Fueling AI with Great Data with Airbyte Webinar
This talk will focus on how to collect data from a variety of sources, leveraging this data for RAG and other GenAI use cases, and finally charting your course to productionalization.
June Patch Tuesday
Ivanti’s Patch Tuesday breakdown goes beyond patching your applications and brings you the intelligence and guidance needed to prioritize where to focus your attention first. Catch early analysis on our Ivanti blog, then join industry expert Chris Goettl for the Patch Tuesday Webinar Event. There we’ll do a deep dive into each of the bulletins and give guidance on the risks associated with the newly-identified vulnerabilities.
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
The typical problem in product engineering is not bad strategy, so much as “no strategy”. This leads to confusion, lack of motivation, and incoherent action. The next time you look for a strategy and find an empty space, instead of waiting for it to be filled, I will show you how to fill it in yourself. If you’re wrong, it forces a correction. If you’re right, it helps create focus. I’ll share how I’ve approached this in the past, both what works and lessons for what didn’t work so well.
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
Tomaz Bratanic
Graph ML and GenAI Expert - Neo4j
Choosing The Best AWS Service For Your Website + API.pptx
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!
Mutation Testing for Task-Oriented Chatbots
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.
Main news related to the CCS TSI 2023 (2023/1695)
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 .
"Choosing proper type of scaling", Olena Syrota
Imagine an IoT processing system that is already quite mature and production-ready and for which client coverage is growing and scaling and performance aspects are life and death questions. The system has Redis, MongoDB, and stream processing based on ksqldb. In this talk, firstly, we will analyze scaling approaches and then select the proper ones for our system.
Your One-Stop Shop for Python Success: Top 10 US Python Development Providers
Simplify your search for a reliable Python development partner! This list presents the top 10 trusted US providers offering comprehensive Python development services, ensuring your project's success from conception to completion.
"Frontline Battles with DDoS: Best practices and Lessons Learned", Igor Ivaniuk
At this talk we will discuss DDoS protection tools and best practices, discuss network architectures and what AWS has to offer. Also, we will look into one of the largest DDoS attacks on Ukrainian infrastructure that happened in February 2022. We'll see, what techniques helped to keep the web resources available for Ukrainians and how AWS improved DDoS protection for all customers based on Ukraine experience
Columbus Data & Analytics Wednesdays - June 2024
Columbus Data & Analytics Wednesdays, June 2024 with Maria Copot 20
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Join us to learn how UiPath Apps can directly and easily interact with prebuilt connectors via Integration Service--including Salesforce, ServiceNow, Open GenAI, and more.
The best part is you can achieve this without building a custom workflow! Say goodbye to the hassle of using separate automations to call APIs. By seamlessly integrating within App Studio, you can now easily streamline your workflow, while gaining direct access to our Connector Catalog of popular applications.
We’ll discuss and demo the benefits of UiPath Apps and connectors including:
Creating a compelling user experience for any software, without the limitations of APIs.
Accelerating the app creation process, saving time and effort
Enjoying high-performance CRUD (create, read, update, delete) operations, for
seamless data management.
Speakers:
Russell Alfeche, Technology Leader, RPA at qBotic and UiPath MVP
Charlie Greenberg, host
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Are you ready to revolutionize how you handle data? Join us for a webinar where we’ll bring you up to speed with the latest advancements in Generative AI technology and discover how leveraging FME with tools from giants like Google Gemini, Amazon, and Microsoft OpenAI can supercharge your workflow efficiency.
During the hour, we’ll take you through:
Guest Speaker Segment with Hannah Barrington: Dive into the world of dynamic real estate marketing with Hannah, the Marketing Manager at Workspace Group. Hear firsthand how their team generates engaging descriptions for thousands of office units by integrating diverse data sources—from PDF floorplans to web pages—using FME transformers, like OpenAIVisionConnector and AnthropicVisionConnector. This use case will show you how GenAI can streamline content creation for marketing across the board.
Ollama Use Case: Learn how Scenario Specialist Dmitri Bagh has utilized Ollama within FME to input data, create custom models, and enhance security protocols. This segment will include demos to illustrate the full capabilities of FME in AI-driven processes.
Custom AI Models: Discover how to leverage FME to build personalized AI models using your data. Whether it’s populating a model with local data for added security or integrating public AI tools, find out how FME facilitates a versatile and secure approach to AI.
We’ll wrap up with a live Q&A session where you can engage with our experts on your specific use cases, and learn more about optimizing your data workflows with AI.
This webinar is ideal for professionals seeking to harness the power of AI within their data management systems while ensuring high levels of customization and security. Whether you're a novice or an expert, gain actionable insights and strategies to elevate your data processes. Join us to see how FME and AI can revolutionize how you work with data!
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...Edge AI and Vision Alliance
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.Harnessing the Power of NLP and Knowledge Graphs for Opioid Research
Gursev Pirge, PhD
Senior Data Scientist - JohnSnowLabs
Astute Business Solutions | Oracle Cloud Partner |
Your goto partner for Oracle Cloud, PeopleSoft, E-Business Suite, and Ellucian Banner. We are a firm specialized in managed services and consulting.
Recently uploaded (20)
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
9 CEO's who hit $100m ARR Share Their Top Growth Tactics Nathan Latka, Founde...
9 CEO's who hit $100m ARR Share Their Top Growth Tactics Nathan Latka, Founde...
Nordic Marketo Engage User Group_June 13_ 2024.pptx
Nordic Marketo Engage User Group_June 13_ 2024.pptx
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
Choosing The Best AWS Service For Your Website + API.pptx
Choosing The Best AWS Service For Your Website + API.pptx
Your One-Stop Shop for Python Success: Top 10 US Python Development Providers
Your One-Stop Shop for Python Success: Top 10 US Python Development Providers
"Frontline Battles with DDoS: Best practices and Lessons Learned", Igor Ivaniuk
"Frontline Battles with DDoS: Best practices and Lessons Learned", Igor Ivaniuk
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Driving Business Innovation: Latest Generative AI Advancements & Success Story
Driving Business Innovation: Latest Generative AI Advancements & Success Story
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
Harnessing the Power of NLP and Knowledge Graphs for Opioid Research
Harnessing the Power of NLP and Knowledge Graphs for Opioid Research
Astute Business Solutions | Oracle Cloud Partner |
Astute Business Solutions | Oracle Cloud Partner |
16TB Max file size.pdf
- 1. Please note: Maximum size for each LUN or file is 16 TB for FAS/AFF running Storage OS “ONTAP”. However, NetApp's ASA (All San Array) offer maximum file size of 128TB. The NetApp All SAN Arrays (ASAs) are available beginning with ONTAP 9.7. ASAs are all-flash SAN-only solutions built on proven AFF NetApp platforms. You can use the AFF documentation with your ASA system. The information for AFF models applies to the corresponding ASA system. For example, all cabling and other information for the AFF A400 system also applies to the ASA AFF A400 system. https://docs.netapp.com/us-en/ontap-systems/all-san/all-san-array.html https://docs.netapp.com/us-en/ontap/asa/overview.html#set-up-an-asa ashwinwriter@gmail.com April, 2023