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description= Understand instance options available to support GPU-accelerated workloads such as machine learning, data processing, and graphics workloads on Compute Engine.;
keywords= compute engine, gce, gcp, google cloud, nvidia gpu models, nvidia gpus, gpu machine types, gpu types, gcp gpu, a4x max a4X, a4, a3, a2, g2, a3 ultra, a3 mega, a3 high, a3 edge, a2 ultra, a2 standard, g4, n1, nvidia gb200, rtx pro 6000, b200, h200, h100, a100, l4, t4, p100, v100, machine series, gpu accelerated vms, gpu memory, gpu count;
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flexibility view instance flexibility change or remove instance flexibility distribute vms across zones in a regional mig about regional migs about target distribution shape set a target distribution for vms across zones disable and reenable proactive instance redistribution manually rebalance a regional mig simulate a zone outage for a regional mig work with suspended and stopped vms in a mig overview manually suspend or stop vms in a mig accelerate scale out with suspended and stopped vms apply new vm configurations in a mig about applying new vm configurations to vms in a mig automatically apply vm configuration updates selectively apply vm configuration updates apply configuration updates during repairs override instance template properties with an all instances configuration perform one click os image upgrades maintain high availability during vm failures about repairing vms for high availability repair a vm when an application fails set up an application based health check and autohealing monitor vm health state changes disable and enable health state change logs repair a vm in an alternate zone turn off repairs in a mig support a stateful workload with a mig about stateful migs configure stateful migs configure a stateful mig configure stateful persistent disk volumes configure stateful metadata configure stateful ip addresses apply view and remove stateful configuration how stateful migs work how operations affect preserved state group vms together migrate an existing workload to a stateful managed instance group group unmanaged vms together delete a mig manage hpc clusters with enhanced cluster management capabilities enhanced hpc cluster management capabilities view h4d cluster topology manage host events across reservations manage host events across vms report faulty host with h4d machines host maintenance events about host events live migration process set the host maintenance policy query metadata server for notices simulate a host maintenance event handle gpu host maintenance events monitor and plan for a host maintenance event manually start host maintenance manage metadata about vm metadata predefined metadata keys set and remove custom metadata view and query vm metadata set and query guest attributes securing vms about shielded vms microsoft secure boot certificates expiration guide overview update kek and db certificates about confidential vms protect resources with vpc service controls monitor security risks with security command center manage operating systems guest environment about the guest environment install the guest environment guest agent about the guest agent guest agent functionality configure the guest agent manage operating systems using vm manager manage os images image management best practices image families best practices access red hat knowledgebase manage access to custom images set up trusted image policies export a custom image to cloud storage set image versions in an image family deprecate a custom image delete a custom image manage os packages manage licenses about licenses manage licenses license changes and restrictions switch between payg and byos switch windows server from byol to payg update licenses after an os upgrade append rhel els licenses upgrade from ubuntu to ubuntu pro manage vm extensions about vm extension manager global vm extension policies zonal vm extension policies install vm extensions by using extension policies manage vm extensions by using extension policies monitor vm extensions view vm extension logs use startup scripts startup scripts overview use startup scripts on linux vms use startup scripts on windows vms run shutdown scripts configure time synchronization time synchronization overview configure network time protocol ntp configure accurate time enable the virtual random number generator virtio rng deploy workloads set up authentication for workloads choose a workload authentication method authenticate workloads to google cloud api using service accounts authenticate workloads to other workloads over mtls agent for compute workloads overview web servers deploy an apache server deploy an iis server deploy a flask server by using terraform applications interactive build a to do app with mongodb deploy an asp net application set up joomla set up lamp perform blue green deployments using cloud build send email from a vm about sending email send email with sendgrid send email with mailgun send email with mailjet databases mysql mysql on compute engine install mysql on compute engine configure mysql on compute engine set up client access with a private ip address cloning a mysql database on compute engine architectures for high availability of mysql clusters on compute engine deploying a highly available mysql 5 6 cluster with drbd on compute engine postgresql set up postgresql on compute engine set up a postgresql data disk set up postgresql with hot standby sql server best practices for sql server vms create create a high performance sql server vm add a sql server license to an existing linux server add a sql server license to an existing windows server configure sql server on google cloud using google cloud netapp volumes use file storage to configure sql server failover cluster instance use block storage to configure sql server always on availability groups configure windows set up alwayson availability groups using an internal load balancer set up alwayson availability groups using a distributed network name set up a failover cluster vm that uses s2d set up a failover cluster vm with multi writer disks configure linux set up a sql server cluster on linux with always on availability groups and pacemaker set up a sql server failover cluster on linux with multi writer disks migrate migrate a sql server database from aws ec2 to compute engine migrate a sql server database from windows to linux disaster recovery disaster recovery for microsoft sql server disaster recovery for microsoft sql server on persistent disk disaster recovery for microsoft sql server on hyperdisk deploying microsoft sql server for multi regional disaster recovery back up sql server databases to a google cloud storage bucket back up sql server databases using instant snapshots cloning a microsoft sql server database on compute engine load test sql server using hammerdb redis deployment options for redis on google cloud containers containers on compute engine deploy containers on vms and managed instance groups configure options to run your container transition from the container startup agent prepare for the shutdown of the container startup agent prevent the creation of vms that use the container metadata migrate containers that were deployed on vms during vm creation openshift workloads openshift on google cloud overview plan for openshift on google cloud overview of cluster services for openshift automatic configuration validation for openshift clusters built in integrations for openshift best practices for high availability with openshift disaster recovery for openshift on google cloud disaster recovery strategies for active passive and active inactive setups with openshift microsoft windows windows workloads best practices for windows server vms setting up active directory best practices for running active directory on google cloud deploy microsoft sharepoint server on compute engine deploying microsoft exchange server 2016 on compute engine windows server perform an in place upgrade of windows server run windows server failover clustering ibm spectrum symphony integrate ibm spectrum symphony with google cloud install the compute engine symphony provider install the google kubernetes symphony provider troubleshoot ibm spectrum symphony others load testing distributed load testing using kubernetes ssh port forwarding and load testing analytics monte carlo methods using apache spark machine learning run tensorflow inference workloads with tensorrt5 and nvidia t4 gpu monitor monitor logs view audit logs view usage reports view compute engine operations migrate from activity logs to audit logs view activity logs monitor resources monitor vm and sole tenant node usage observe and monitor vms monitor gpu performance monitor gpu performance on linux vms monitor gpu performance on windows vms monitor disks monitor disk health monitor the replica states of regional disks monitor disks list of metrics for pools monitor pools monitor reservations organize resources using labels scale autoscale groups of vms about autoscaling groups of vms create and manage autoscalers scale based on cpu utilization scale based on predictions scale based on load balancing serving capacity scale based on monitoring metrics scale based on schedules use an autoscaling policy with multiple signals manage autoscalers understand autoscaler decisions view autoscaler logs autoscale node groups reserve vm capacity choose a reservation type sharing reservations best practices for shared reservations allow a project to share reservations on demand reservations about on demand reservations create an on demand reservation for a single project for multiple projects combine an on demand reservation with a cud modify an on demand reservation delete an on demand reservation future reservations about future reservations create a reservation request for a single project for multiple projects modify a reservation request delete a reservation request future reservations in calendar mode about future reservations in calendar mode create a reservation request in calendar mode delete a reservation request in calendar mode view reservations or reservation requests consume a reservation prevent vms from consuming reservations load balancing about load balancing and scaling add an instance group to a load balancer request routing to a multi region external https load balancer cross region load balancing for microsoft iis backends set up internal tcp udp load balancing build reliable and scalable applications use autohealing for highly available applications use load balancing for highly available applications use autoscaling for highly scalable applications globally autoscale a web service on compute engine patterns for scalable and resilient applications patterns for using floating ip addresses on compute engine optimize resource utilization use recommendations to manage resources apply machine type recommendations to vms configure machine type recommendations apply machine type recommendations to migs view and apply idle resources recommendations view and understand vm insights view and understand mig insights manage idle vm recommendations idle vm recommendations overview view and apply idle vm recommendations configure idle vm recommendations manage reservation recommendations reservation recommendations overview view and apply idle reservation recommendations view and apply underutilized reservation recommendations configure idle reservation recommendations configure underutilized reservation recommendations overcommit cpus on sole tenant vms manual live migration about manual live migration manually live migrate vms share sole tenant node groups next generation dynamic resource management cost savings get discounts for committed usage about commitments and committed use discounts cuds resource based cuds purchase resource based commitments without attached reservations with attached reservations for os licenses manage resource based commitments renew commitments automatically extend commitment terms merge and split commitments upgrade commitments share resource based cuds across projects get discounts for sustained usage disk performance optimize hyperdisk performance optimize persistent disk performance optimize local ssd performance workload performance set the number of threads per core customize the number of visible cpu cores analyze the cpu performance using the pmu pmu overview enable the pmu in vms manage the pmu in vms network performance network bandwidth use google virtual nic use irdma network driver use idpf network interface configure a vm with higher bandwidth reduce latency by using compact placement policies optimize tcp network communication optimize tcp network performance optimize tcp network resiliency benchmark higher bandwidth vms optimize app latency with load balancing use dpdk to improve network performance network performance and gpu vms networking and gpu machines use higher network bandwidth patterns for using multiple host nics troubleshoot general tips troubleshoot connectivity troubleshoot rdp troubleshoot ssh troubleshoot os login troubleshoot vms troubleshoot vm operations troubleshoot vm creation troubleshoot resource availability errors troubleshoot bulk api vm creation troubleshoot vm reboots and shutdowns troubleshoot vm suspension troubleshoot vm updates troubleshoot unresponsive vms troubleshoot vm startup troubleshoot fstab errors troubleshoot kernel panic collecting core dumps rescue an inaccessible vm troubleshoot cpu bus locks troubleshoot cpu soft lockups troubleshoot vm configurations troubleshoot arm vms troubleshoot gpu vms troubleshoot nvidia gpu errors generate a nvidia bug report for blackwell gpus troubleshoot nested virtualization troubleshoot using vm screenshots troubleshoot sole tenant nodes troubleshoot vm performance issues troubleshoot sudoers files troubleshoot windows vms troubleshoot windows vms collecting diagnostic information troubleshoot using the serial console troubleshoot using the serial console viewing serial port output troubleshoot instance groups troubleshoot managed instance groups migs troubleshoot os management troubleshoot licenses troubleshoot image import and export troubleshooting sles pay as you go registration troubleshooting ubuntu pro registration troubleshoot metadata server troubleshoot metadata server troubleshoot networking issues troubleshoot common networking issues troubleshoot network drivers troubleshoot vm performance issues troubleshoot storage troubleshoot disk creation troubleshoot full disks and disk resizing troubleshoot disk encryption troubleshoot nvme disks troubleshoot instant snapshots troubleshoot standard snapshots troubleshoot reservations and commitments troubleshoot reservation creation troubleshoot reservation consumption troubleshooting reservation monitoring troubleshoot reservation updates troubleshoot future reservation creation and updates troubleshoot automatic commitment renewal troubleshoot quota errors troubleshoot concurrent operation quota errors troubleshoot workload authentication troubleshoot default service accounts troubleshoot workload to workload authentication ai and ml application development application hosting compute data analytics and pipelines databases distributed hybrid and multicloud industry solutions migration networking observability and monitoring security storage access and resources management costs and usage management infrastructure as 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