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000-455 towering Volume Storage Fundamentals V3

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000-455 exam Dumps Source : High Volume Storage Fundamentals V3

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IBM towering Volume Storage Fundamentals

Fundamentals of IBM Cloud Storage options | killexams.com true Questions and Pass4sure dumps

Falk Pollok, Parijat Dube

Introduction

With over 40,000 Github stars and adoption in cloud structures from IBM Cloud Kubernetes service, Amazon Elastic Container service for Kubernetes (EKS) over Azure Kubernetes service (AKS) to obviously Google Kubernetes Engine (GKE), Kubernetes has turn into probably the most prominent cloud technologies. besides these public cloud examples it has similarly superior in on-premise and hybrid cloud deployments from IBM Cloud inner most (ICP) to GKE on-prem and Redhat’s OpenShift. consequently, it comes at no shock that it's likewise closely used within IBM research where we've effectively tailored it for AI workloads. besides the fact that children, microservice architectures frequently require tactics and therefore containers to exist stateless which is as an instance demanded in point 6 of the Twelve element App guidelines. Sending statistics over the community is without doubt one of the leading bottlenecks to hold away from in any information-centric workload from huge data jobs equivalent to Spark-based statistics science jobs to practising in profound learning and profound reinforcement studying up to neural community visualization. Storage options in Kubernetes suffer viewed loads of alterations over synchronous types resulting in the latest solution of Persistent extent Claims and Flex Drivers in addition to specialized storage drivers fondness Intel’s VCK. in preference to specializing in a historic perspective they can listed here result a more palms-on strategy and present diverse storage alternate options as well as a short future outlook on this evolving container.

we are able to first seem at the three typical storage alternate options cloud expostulate storage (COS), file storage (NFS) and screen storage (ext4 by route of iSCSI) because the leading topic of this article after which briefly finger upon AI-certain concerns and evolving applied sciences.

primary volume Provisioning Mechanisms in Kubernetes Provisioning Volumes with Persistent Volumes and protracted volume Claims

There are two distinguished objects for Kubernetes volumes, Persistent Volumes (PV) and protracted quantity Claims (PVC), which helps a separation of considerations: administrators can provision PVs and builders can request storage by the consume of PVCs. Volumes can both exist provisioned statically via manually developing these objects or they may likewise exist provisioned dynamically through a storage category, through which case the developer handiest creates a PVC that refers to a selected storage category and Kubernetes will wield the provisioning dynamically through storage drivers.

firstly, volume plugins had to exist in-tree, i.e. they needed to exist compiled with Kubernetes which turned into alleviated by route of so known as Flex volumes which are the existing state-of-the-paintings in productive used and should exist used in this blog post. Flex volumes enable exterior volume plugins, but nevertheless frequently require root node entry since they require dependencies to exist allot in on the staff.

The Cloud expostulate Storage driver they focus on under, as an instance, depends on s3fs binaries and should installation them via launching a daemonset that runs one pod on each and every worker node so that you can then open a tunnel into the worker itself (which requires privileged entry) to copy its binaries.

a higher approach within the proximate future can exist using CSI drivers as a route to hasten fully containerized and hence now not depend on advanced privileges. furthermore, it's an independent generic that likewise applies to other cloud orchestrators (COs) fondness Docker and Mesos and it'll exist used in the course of the equal Kubernetes primitives mentioned above (PVs, PVCs and storage courses), so most of this weblog publish collection may quiet exist applicable even after the transition.

File Storage

File storage is the least difficult to install, on account that it's supported via default — we finish not deserve to installation drivers and may without retard provision a Persistent quantity declare with it. if you list your storage courses (and grep for file storage in specific) you'll find that there are distinctive QoS classes:

$ kubectl pick up sc | grep ibmc-filedefault ibm.io/ibmc-file 24dibmc-file-bronze ibm.io/ibmc-file 24dibmc-file-customized ibm.io/ibmc-file 24dibmc-file-gold ibm.io/ibmc-file 24dibmc-file-retain-bronze ibm.io/ibmc-file 24dibmc-file-maintain-customized ibm.io/ibmc-file 24dibmc-file-continue-gold ibm.io/ibmc-file 24dibmc-file-continue-silver ibm.io/ibmc-file 24dibmc-file-silver ibm.io/ibmc-file 24d

The bronze, silver and gold courses are so called SoftLayer long-suffering storage (roughly sense it determines IOPS by route of size and provides succor for snapshots and replication) — which you can locate their exact specs in the storage category reference. customized storage permits one to specify with first-rate granularity what number of IOPS are required. The underlying challenging disk category is then decided by the IOPS/GB ratio (<= 0.3 SATA, >0.3 SSD). preserve determines no matter if your information are stored if you delete the corresponding PVC.

after getting determined your storage classification you can create a PVC as follows:

kubectl apply -f - <<EOFapiVersion: v1kind: PersistentVolumeClaimmetadata:name: nfspvcspec:accessModes:- ReadWriteOnceresources:requests:storage: 41GistorageClassName: ibmc-file-goldEOF

we will first conclude displaying a route to create PVCs for each and every storage category after which exhibit a route to mount them internal a pod.

Block Storage

Block storage is a itsy-bitsy bit greater concerned, but additionally very convenient to installation, when you deem that its helm charts are already offered in the IBM Cloud registry. consequently, they are able to just add the repository and hasten here instructions to obtain a brand fresh set of storage classes:

helm inithelm repo add ibm https://registry.bluemix.net/helm/ibmhelm repo updatehelm install ibm/ibmcloud-block-storage-plugin

in case you wish to search entire available helm charts, hasten helm search. they are able to then provision a PVC identical to before:

kubectl apply -f - <<EOFapiVersion: v1kind: PersistentVolumeClaimmetadata:identify: regpvcspec:accessModes:- ReadWriteOnceresources:requests:storage: 1GistorageClassName: ibmc-block-goldEOF Cloud Object Storage

S3, the primary Storage carrier, originated as Amazon’s fifth cloud product over a decade ago. in response to SimilarTech it is used through over 200k sites, it's likewise the material storage component for Netflix (which developed S3mper to deliver a consistent secondary index on suitable of an eventually consistent storage) in addition to Reddit, Pinterest, Tumblr and others. Arguably, greater crucial than the success of someone product is its adoption as an API. With cloud expostulate storage options from a variety of cloud companies adapting it, it has been one of the first vendor-impartial cloud requisites. IBM’s Cloud expostulate Storage is S3 confiscate and may for this intuition exist used with any S3-appropriate tooling. In here, they will setup a COS example, latest vital outfit and focus on a route to quite simply usher it inside a Kubernetes cluster via FLEX drivers.

Setup of COS

look for “Cloud expostulate Storage” in IBM Cloud, click on on the “Object Storage” infrastructure carrier.

click on on “Create”. that you may consume default parameters.

Afterwards, you deserve to create fresh credentials. please construct sure to set "HMAC":proper as inline configuration parameter. this can exist sure that an entry key id and underhand access key pair are created that they will consume for a Watson computing device discovering happen in addition to managing their COS buckets with the AWS CLI.

Afterwards, you can swap to the Buckets tab and create a brand fresh bucket. please construct inevitable that this identify must exist globally unique.

once a bucket exists, they are able to manually add info to it. The graphic depicts how to accomplish that by the consume of the GUI.

for instance, they could add the MNIST dataset.

Cloud expostulate Storage Tooling AWS CLI

once you suffer a COS example, you could access it during the S3 a partake of the AWS CLI. anyway the measure file commands cp (reproduction), ls (record), mv (circulation) and rm (eradicate) accepted from unixoid working systems it allows for us to sync info, construct buckets (mb) and remove them (rb) [interested readers find the less used commands presign and website in the documentation]. In follow, this can seem as follows:

aws s3 rm --recursive --endpoint-url https://s3-api.us-geo.objectstorage.softlayer.net s3://<bucket_name> aws s3 ls --endpoint-url https://s3-api.us-geo.objectstorage.softlayer.web s3://<bucket_name>
  • reproduction file to COS (also works to download COS data if parameters are flipped)
  • aws s3 cp --endpoint-url https://s3-api.dal-us-geo.objectstorage.provider.networklayer.com <local_file> s3://<target_bucket>
  • upload entire data from present listing to COS
  • aws s3 cp --endpoint-url https://s3-api.dal-us-geo.objectstorage.carrier.networklayer.com --recursive . s3://<target_bucket>

    To specify the credentials to consume you could define the atmosphere variables AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY either globally or simply in front of the command, e.g.

    AWS_ACCESS_KEY_ID=<AWS_ACCESS_KEY> AWS_SECRET_ACCESS_KEY= <AWS_SECRET_ACCESS_KEY> aws s3 ls --endpoint-url https://s3-api.us-geo.objectstorage.softlayer.internet s3://<BUCKET_NAME>

    then again, which you can modify ~/.aws/credentials to encompass diverse keys following the sample

    [<PROFILE_NAME>]aws_access_key_id = <AWS_ACCESS_KEY>aws_secret_access_key = <AWS_SECRET_ACCESS_KEY>

    The entry the position <PROFILE_NAME> is default is used in case you finish not specify a profile within the CLI command. other entries can likewise exist used as follows:

    aws s3 ls --endpoint-url https://s3-api.us-geo.objectstorage.softlayer.web --profile <PROFILE_NAME> s3://<BUCKET_NAME> Mounting COS to file device by means of s3fs and goofys

    as an alternative of entire the time specifying entire parameters and the accurate bucket identify and performing entire operations in the course of the AWS CLI, it is greater handy to mount the bucket as a folder onto the present file system. This can exist done by means of s3fs or goofys. To mount a bucket by the consume of goofys just create a file ~/.aws/credentials that contains the credentials fondness this:

    [default]aws_access_key_id = <ACCESS_KEY>aws_secret_access_key = <SECRET_ACCESS_KEY>

    download goofys with wget http://bit.ly/goofys-newest and then mount the volume by means of

    ./goofys-latest --endpoint=https://s3-api.us-geo.objectstorage.softlayer.internet <BUCKET_NAME> ~/testmount

    (assuming you suffer got created the mount target by the consume of mkdir ~/testmount and made goofys executable by route of chmod +x goofys-newest)

    which you could unmount the extent by means of sudo umount ~/testmount/

    however, which you could consume s3fs. Create a credentials file ~/.cos_creds with:

    <ACCESS_KEY>:<SECRET_ACCESS_KEY>

    be inevitable neither your neighborhood nor others suffer access rights to this file, e.g. via chmod o-rwx ~/.cos_creds you can then mount the bucket by route of

    s3fs dlaas-ci-tf-practicing-statistics-us-average ~/testmount -o passwd_file= ~/.cos_creds -o url=https://s3-api.us-geo.objectstorage.softlayer.web -o use_path_request_style

    be watchful that s3fs can optionally provide wide logging assistance:

    s3fs dlaas-ci-tf-practising-information-us-usual ~/testmount -o passwd_file= ~/.cos_creds -o dbglevel=information -f -o curldbg -o url=https://s3-api.us-geo.objectstorage.softlayer.web -o use_path_request_style &

    extra assistance about s3fs can e.g. exist discovered here.

    In essential test environments it can exist sufficient to mount the folder as a host quantity, e.g. into Minikube by means of minikube mount ~/testmount:/cosdata [Note: This will spawn a daemon that will hold running so either allot it in background or continue in fresh terminal] To examine you could then ssh into Minikube (minikube ssh) and checklist the data with ls /cosdata Then in turn that you could mount the listing from in the Minikube VM into a pod by the consume of hostPath binding:

    kubectl create -f proxymounttest.yml

    with proxymounttest.yml:

    apiVersion: v1kind: Podmetadata:identify: ubuntuspec:containers:- name: ubuntuimage: ubuntu:14.04imagePullPolicy: IfNotPresentstdin: truestdinOnce: truetty: trueworkingDir: /cosdatavolumeMounts:- mountPath: /cosdataname: host-mountvolumes:- name: host-mounthostPath:path: /cosdata

    Of course, you could obtain the identical through a PVC. each processes result in the result for you to exec into the pod (kubectl exec -it ubuntu -- /bin/bash) and hasten ls /cosdata to list the folder similar to they did within the Minikube VM.

    despite the fact, for Kubernetes clusters in creation it is extra pleasing to accurately mount volumes by route of drivers and hence they can contend in here how to consume a Flex driver.

    Cloud expostulate Storage: Driver Setup

    Now that the Helm charts are available in IBM Cloud it suffices to construct consume of them to gain storage classes for COS, i.e.

    helm repo add stage https://registry.stage1.ng.bluemix.internet/helm/ibmhelm repo updatehelm fetch --untar stage/ibmcloud-object-storage-pluginhelm plugin deploy ibmcloud-object-storage-plugin/helm-ibmchelm initkubectl pick up pod -n kube-gadget | grep tiller# Wait & verify unless condition is Runninghelm ibmc installation stage/ibmcloud-object-storage-plugin –fibmcloud-object-storage-plugin/ibm/values.yaml

    that you can then list the brand fresh storage classes: kubectl pick up sc

    Cloud expostulate Storage: usher Driver Setup

    IBM has released an open supply COS plugin for Kubernetes. it's currently essentially the most intricate to setup of entire courses, nevertheless it isn't unreasonable to hope that helm charts for COS are quickly introduced to the IBM repository after which the setup might exist as effortless as screen storage. nevertheless, it is a magnificient demonstration, considering that it suggests the route to load custom drivers into IBM Cloud. The manual setup wants custom images, so you want credentials for both an IBM Cloud container registry or for a personal Docker registry. The steps under assume that you've got set the environment variables DOCKER_REPO, DOCKER_REPO_USER, DOCKER_REPO_PASS and DOCKER_NAMESPACE to your registry credentials as well as docker namespace.

    let us afterwards clone and assemble the driving force:

    git clone https://github.com/IBM/ibmcloud-object-storage-plugin.gitcd ibmcloud-object-storage-plugin/set up/binary-construct-and-install-scripts/./construct-all.sh

    We then deserve to login to their registry and thrust the images they simply developed.

    docker login --username=$DOCKER_REPO_USER --password=$DOCKER_REPO_PASS https://$DOCKER_REPO docker tag ibmcloud-object-storage-deployer:v001 $DOCKER_REPO/$DOCKER_NAMESPACE/ibmcloud-object-storage-deployer:v001docker tag ibmcloud-object-storage-plugin:v001 $DOCKER_REPO/$DOCKER_NAMESPACE/ibmcloud-object-storage-plugin:v001 docker thrust $DOCKER_REPO/$DOCKER_NAMESPACE/ibmcloud-object-storage-deployer:v001docker thrust $DOCKER_REPO/$DOCKER_NAMESPACE/ibmcloud-object-storage-plugin:v001

    Now they deserve to installation the plugin and driver. As a primary step, they should adjust the YAML descriptors to consult with their docker registry and namespace. considering that they try this via sed and macOS doesn't consume GNU sed through default, they consume a variable CMD_SED to factor to the privilege command. On macOS this assumes you installed GNU sed as gsed, e.g. by means of brew. They additionally exigency to create a docker-registry underhand on the Kubernetes cluster so it might probably authenticate in opposition t the container registry and pull the photos. eventually, they can installation the plugin, provisioner and storage classification.

    operating_system=$(uname)if [[ "$operating_system" == 'Linux' ]]; thenCMD_SED=sedelif [[ "$operating_system" == 'Darwin' ]]; thenCMD_SED=gsedfi# exchange photograph tag in yaml descriptors to aspect to registry and namespace$CMD_SED -i "s/image: \"ibmcloud-object-storage-deployer:v001\"/photo: \"$DOCKER_REPO\/$DOCKER_NAMESPACE\/ibmcloud-object-storage-deployer:v001\"/g" set up-plugin.yaml$CMD_SED -i "s/picture: \"ibmcloud-object-storage-plugin:v001\"/photo: \"$DOCKER_REPO\/$DOCKER_NAMESPACE\/ibmcloud-object-storage-plugin:v001\"/g" install-provisioner.yaml# Create secret, then set up daemonset and pluginkubectl create underhand docker-registry regcred --docker-server=$DOCKER_REPO --docker-username=$DOCKER_REPO_USER --docker-password=$DOCKER_REPO_PASS --docker-e mail=unknown@docker.io -n kube-systemkubectl create -f set up-plugin.yamlkubectl create -f installation-provisioner.yamlcd ..kubectl create -f ibmc-s3fs-standard-StorageClass.yaml kubectl create -f ibmc-s3fs-usual-StorageClass.yaml Provision Cloud expostulate Storage PVC and test Pod

    With the driver it's now handy to create a PVC, however unlike the previous tactics they exigency a underhand to hang their COS credentials. hence, they create the key first:

    kubectl result -f - <<EOFapiVersion: v1kind: Secrettype: ibm/ibmc-s3fsmetadata:name: peer at various-secretnamespace: defaultdata:entry-key: <AWS_ACCESS_KEY>secret-key: <AWS_SECRET_ACCESS_KEY>EOF

    Please solemnize that the credentials should exist Base64 encoded, so please encode them by the consume of reverberate -n "<SECRET>" | base64

    we are able to then create the PVC itself:

    kubectl result -f - <<EOFkind: PersistentVolumeClaimapiVersion: v1metadata:identify: s3fs-test-ds-pvcnamespace: defaultannotations:extent.beta.kubernetes.io/storage-type: "ibmc-s3fs-common"ibm.io/auto-create-bucket: "genuine"ibm.io/auto-delete-bucket: "authentic"ibm.io/bucket: "<pleasing bucket_name>"ibm.io/endpoint: "https://s3-api.us-geo.objectstorage.softlayer.internet"ibm.io/location: "us-common"ibm.io/secret-identify: "look at various-secret"spec:accessModes:- ReadOnlyManyresources:requests:storage: 40GiEOF

    Now that every one PVCs suffer been created they are able to create a pod that mounts entire of them:

    kubectl apply -f - <<EOFapiVersion: v1kind: Podmetadata:identify: s3fs-look at various-podnamespace: defaultspec:containers:- identify: s3fs-examine-containerimage: anaudiyal/endless-loopvolumeMounts:- mountPath: "/cos"identify: s3fs-test-volume- mountPath: "/block"name: block-examine-quantity- mountPath: "/nfs"identify: nfs-test-volumevolumes:- identify: s3fs-verify-volumepersistentVolumeClaim:claimName: s3fs-verify-pvc- name: block-look at various-volumepersistentVolumeClaim:claimName: regpvc- identify: nfs-test-volumepersistentVolumeClaim:claimName: nfspvcEOF AI-particular Storage solutions: Intel vck

    Intel vck (previously KVC — Kubernetes volume Controller) is being developed via Intel AI and customized-tailor-made for AI workloads. It offers entry to a various set of information sources via a customized resource Definition the inner workings of which suffer been outlined in a blog publish through them. as an alternative of IBM Cloud they tried this in a aboriginal DIND Kubernetes cluster. in order to set it up execute here:

    kubectl create namespace vcknskubectl config set-context $(kubectl config current-context) --namespace=vcknsgit clone https://github.com/IntelAI/vck.git && cd vckhelm init# Wait unless kubectl pick up pod -n kube-system | grep tiller suggests working state# alter helm-charts/kube-volume-contoller/values.yaml to consume legitimate tag from https://hub.docker.com/r/volumecontroller/kube-extent-controller/tags/helm deploy helm-charts/kube-extent-controller/ -n vck --wait --set namespace=vcknskubectl pick up crdexport AWS_ACCESS_KEY_ID=<aws_access_key>export AWS_SECRET_ACCESS_KEY=<aws_secret_access_key>kubectl create underhand conventional aws-creds --from-literal=awsAccessKeyID=$AWS_ACCESS_KEY_ID --from-literal=awsSecretAccessKey=$AWS_SECRET_ACCESS_KEYkubectl create -f elements/customresources/s3/one-vc.yaml# content material of elements/customresources/s3/one-vc.yaml:apiVersion: vck.intelai.org/v1alpha1kind: VolumeManagermetadata:identify: vck-example1namespace: vcknsspec:volumeConfigs:- identity: "vol1"replicas: 1sourceType: "S3"accessMode: "ReadWriteOnce"nodeAffinity:requiredDuringSchedulingIgnoredDuringExecution:nodeSelectorTerms:- matchExpressions:- key: kubernetes.io/hostnameoperator: Invalues:- <SOME_K8S_WORKER_NODE_NAME>potential: 5Gilabels:key1: val1key2: val2options:endpointURL: https://s3-api.us-geo.objectstorage.softlayer.netawsCredentialsSecretName: aws-credssourceURL: "s3://<BUCKET_NAME>/" kubectl create -f supplies/pods/vck-pod.yaml# content of substances/pods/vck-pod.yaml:apiVersion: v1kind: Podmetadata:identify: vck-claim-podspec:affinity:# nodeAffinity and hostPath beneath suffer been copied from output of# kubectl pick up volumemanager vck-example1 -o yamlnodeAffinity:requiredDuringSchedulingIgnoredDuringExecution:nodeSelectorTerms:- matchExpressions:- key: vck.intelai.org/vckns-vck-example1-vol1operator: Existsvolumes:- name: dataset-claimhostPath:path: /var/datasets/vck-useful resource-<LONG_ID>containers:- image: busyboxcommand: ["/bin/sh"]args: ["-c", "sleep 1d"]name: vck-sleepvolumeMounts:- mountPath: /var/dataname: dataset-claim

    that you may afterwards exec into the pod with kubectl exec -it vck-declare-pod sh and listing the bucket content with ls /var/statistics.


    IBM storage items pick up yet another NVMe booster shot | killexams.com true Questions and Pass4sure dumps

    IBM dropped its quarterly wave of storage items this week, focusing in particular on latency-reducing NVMe applied sciences and managing turning out to exist volumes of unstructured records.

    IBM followed via on its roadmap to broaden usher for conclusion-to-end NVMe from application servers to storage arrays with the launch of a fresh Storwize V7000 system. The Storwize V7000 is the primary IBM midtier system to add succor for NVMe-oF, offering a Fibre Channel (FC) alternative.

    other IBM storage products launched or upgraded comprehend Spectrum Virtualize, Spectrum discover, Storage Insights, IBM Cloud expostulate Storage, a FlashSystem A9000R array and a TS1160 commercial enterprise tape drive.

    "here is just one more instance that we're in the 12 months of NVMe," said Scott Sinclair, an analyst at commercial enterprise route neighborhood. "Storage companies are embracing the benefits of NVMe technology to supply higher storage performance and extra efficient records entry."

    Eric Burgener, an IDC analyst, stated or not it's crucial for IBM to prolong NVMe usher throughout its portfolio. IDC analysis predicts that, with the aid of 2021, programs that consume NVMe as opposed to SCSI as a groundwork expertise will generate as a minimum half of exterior simple storage earnings.

    "we suffer had entire this infrastructure modernization going on and the fresh workloads that exigency to exist managed consist of loads of true-time huge data analytics that you simply just in reality can not hasten on SCSI," Burgener pointed out. "There are workloads that fully should suffer NVMe in the mix."

    IBM's FlashSystem 900 enabled NVMe over InfiniBand early this 12 months, and the FlashSystem 9100 shipped in August with conclusion-to-end NVMe support.

    IBM Storwize V7000 all-flash array IBM Storwize V7000 is a midrange all-flash array that helps end-to-end NVMe. NVMe over Fibre Channel aid

    IBM now helps the NVMe over FC transport alternative in storage items that consume its Spectrum Virtualize software, including the brand fresh Storwize V7000. purchasers that bought IBM's SAN extent Controller, FlashSystem 9100 and V9000 or Storwize V7000F after September 2016 can permit NVMe over FC through a nondisruptive replace of the IBM Spectrum Virtualize code. IBM plans to add support for NVMe over Ethernet through Spectrum Virtualize in 2019, in keeping with Eric Herzog, chief advertising and marketing officer and vp of worldwide storage channels at IBM.

    Like many IBM storage items, the fresh Storwize V7000 ships with Spectrum Virtualize application to convey traffic facts services to IBM and third-birthday party storage programs. These capabilities encompass snapshots, replication, at-leisure encryption and synthetic intelligence-primarily based information tiering.

    The Storwize V7000 now comprises hardware-primarily based compression and encryption to slice the performance repercussion of those features. Herzog mentioned IBM makes consume of additional processor chips in its fresh FlashCore Modules to permit the hardware-based mostly at-relaxation records encryption and compression.

    a fresh NVMe-based 19.2 TB FlashCore Module additionally serves to raise the density of the Storwize device. The all-flash Storwize V7000 presents a maximum raw potential of 461 TB per wield enclosure and as much as 32 PB in a four-method cluster. flash power capacity alternatives are four.8 TB, 9.6 TB and 19.2 TB, and IBM claims it will possibly convey 5-to-1 records compression.

    Enabling off-the-shelf NVMe SSDs

    Storwize ships with IBM's fresh 2.5-inch FlashCore Modules with the aid of default, but consumers can pick industry tolerable NVMe-primarily based SSDs or add HDDs from third-party providers. Herzog stated IBM's FlashCore Modules present larger efficiency, reduce latency and a longer seven-12 months assurance than open-market SSDs that are customarily guaranteed for 3 to five years.

    Burgener spoke of IBM's shift to permit using off-the-shelf NVMe SSDs "really shows that they don't deem there may exist that plenty of a performance contrast linked to customized hardware anymore."

    "if you want to hasten inline facts functions, fondness compression and encryption, you can finish this with diminish latencies on these FlashCore Modules. but when you're no longer interested in that, then the NVMe SSDs are in fact a much less costly option. That, to me, is their future course," Burgener referred to.

    also among fresh IBM storage products is a fresh 18 TB customized flash module that may double the maximum skill of its FlashSystem 900. a brand fresh 15.36 TB flash module boosts storage density in IBM's excessive-conclusion DS8880F arrays concentrated on the Unix, Linux and mainframe markets. a fresh DS8880 zHyperLink card improves latency.

    IBM additionally delivered an entry-stage configuration of the FlashSystem A9000R outfit designed for cloud storage.

    Spectrum find product aimed toward 'records oceans'

    IBM's fresh Spectrum find product is designed to automate the cataloging of unstructured facts via tolerable metadata and newly created customized metadata to facilitate facts analytics, governance and storage optimization. The utility deploys as a VMware digital appliance and contains an API to permit statistics analytics, compliance and different applications to access the metadata.

    "overlook data lakes. you might suffer now obtained oceans of facts. how are you going to leverage that ocean of facts to pick up value out of it?" Herzog spoke of.

    using custom metadata tags, Spectrum ascertain can assist to velocity the facts scanning technique, in particular with compliance functions that exigency to search via doubtlessly billions of info, Herzog spoke of. With analytics workloads, statistics scientists regularly must work with storage directors to allot together the data, and Spectrum find may automate and streamline the procedure, he brought.

    "The fastest array on this planet won't support in case you suffer no notion what your information is," wrote Steve McDowell, an analyst at Moor Insights & method, in an email. "IBM's Spectrum ascertain will resolve real-world problems in records management. I deem they are going to remark others emulating IBM on this entrance."

    Spectrum find is in accordance with expertise from IBM analysis and supports unstructured records in IBM Cloud expostulate Storage outfit and IBM Spectrum Scale. IBM plans to add succor for Dell EMC Isilon subsequent 12 months.

    more updates to IBM storage products

    An update to IBM's free cloud-based mostly Storage Insights useful resource management appliance provides capabilities to create and schedule custom-made studies and diagnose SAN bottlenecks. AI technology can realize storage community gridlock, triggering an alert for an IBM usher technician to contact the consumer. the first version of Storage Insights became frequently attainable final February.

    IBM's pay-for-what-you-use Storage Utility offering can now enable twin-system high-availability configurations at a starting month-to-month rate that is handiest 20% more than the pervade to hire a unique gadget. The IBM Storage Utility offering additionally added succor for an information insurance expostulate product, the TS7760 digital tape library.

    Updates to IBM storage products are not restrained to flash. the brand fresh entry-degree TS1160 traffic tape constrain improves performance; helps write once, able many (WORM) for clients in regulated industries; and boosts capacity to 20 TB, a doubling of the prior TS1150 model. IBM's TS3500 and TS4500 libraries support the fresh tape drive.

    IBM Cloud expostulate Storage likewise adds fresh WORM capacity for cost-effective mirrored and focused dispersal mode configurations. The product likewise supports more concurrent consume circumstances with a 50% enhance in the maximum number of assist vaults per device.

    next 12 months, IBM plans to aid NVMe in its Cloud expostulate Storage, because the supported servers that hasten the software add NVMe-based mostly flash drives. NVMe over Ethernet aid is on IBM's 2019 roadmap for Spectrum accelerate, with the FlashSystem A9000/R, and Spectrum Virtualize.

    FlashSystem A9000/R is additionally expected to consume AI expertise to automate statistics deduplication and ease capacity administration subsequent yr.

    additionally in 2019, IBM plans to extend its AI reference architectures with an Nvidia choice, building on the power AI reference structure the company unveiled in June.

    The latest updates to IBM storage items additionally protected SAP HANA certification for its FlashSystem 9100 and fresh Storwize V7000, Spectrum offer protection to, Spectrum reproduction information administration and Spectrum Virtualize. IBM licensed FlashSystem 9100 with Epic digital healthcare statistics management software this year and plans so as to add succor for Meditech next yr. IBM additionally expects to lengthen solutions aid to blockchain next yr.


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    Nokia 8.1 review: the best specimen of a mid-range phone you can find | killexams.com true questions and Pass4sure dumps

    First impressions and design
  • Great looking aluminium cadaver with chrome trim
  • Reversible USB-C and headphone jack
  • The elegant chrome trim is the design feature you first notice and it gives the Nokia 8.1 a sophisticated look.

    Sandwiched between the curved edges of the front and back glass, the aluminium frame gives the phone a pleasingly solid feel, as well as a very snug grip.

    Nokia 8.1 black back

    The Nokia 8.1 retails the solidity they suffer Come to hope from the Nokia brand but adds a premium feel with its election of materials.

    With a big screen exceeding 6 inches, this is undoubtedly a larger than tolerable phone. But it handles well and the weight is well distributed, a testament to the custody Nokia has taken with its design.

    The power button and volume rocker are located on the right, consistent with the leisure of the Nokia models. And they feel very sturdy too.

    The fingerprint locking sensor, located at the back, is filled with the very glass as the leisure of the cadaver but it is highlighted by a thin chromed circle that makes it facile to locate it when picking up the phone.

    Nokia 8.1 fingerprint scanner in use

    Nokia seems to suffer settled with the fingerprint on the back. It may prefer a few days to pick up used to it if your current phone has it at the front. But it’s well positioned and facile to find.

    Nokia 8.1 back camera lens fingerprint closeup hero size

    The cadaver is well designed. Even without a case, the grip is Good and the shiny chrome trim looks fantastic.

    Nokia 8.1 charging port hero size

    A reversible USB-C that supports fondness a flash charging. The headphone jack is on the top left of the device.

    Build Front/back glass, aluminum frame Weight 180g Dimensions 154.8 x 75.8 x 8 mm Screen and sound
  • Very quick-witted IPS LCD screen
  • Single speaker doesn’t deliver profound sound but it’s quiet reasonably loud
  • While the LCD screen doesn’t quite match the flat of saturation seen on the AMOLED screens of some more expensive competitors, the towering contrast and vibrant colours construct this one of the best we’ve seen from Nokia.

    Nokia 8.1 homescreen in hand

    Plenty of brightness available when needed.

    PureDisplay, accessible from the display settings allows you to set the screen to automatically adjust brightness to the environment and usage as well as a Vivid and Cinema mode.

    We’ve create that the default Dynamic setting delivers the best experience in a variety of conditions and the Adaptive Brightness, that adjusts to the environment light levels is fondness a flash and effective.

    Both the resolution and pixel density are comparable to the ones create in its closest competitors namely the OnePlus 6T and reverence View 20.

    But the Nokia 8.1 is slightly different when it comes to screen ratio. It has a less narrow 19:9 that makes it perfectly proportioned for web browsing and gaming.

    The sound from the unique speaker, located the bottom of the device, is consummate for YouTube videos. But if you want to really bring the house down, consume a Good character Bluetooth speaker.

    Nokia 8.1 homescreen

    The Nokia 8.1 has a magnificient character screen with Good viewing angle, excellent contrast and plenty of brightness when the situation demands it.

    Size 6.8 inches (95.3cm2) Resolution 1080 x 2280 pixels, 19:9 ratio (~408 ppi density) Technology IPS LCD Camera
  • Good all-rounder, especially for the price
  • The only phone we’ve create at this price point with Optical Image Stabilisation
  • Does a magnificient job in low light
  • The camera is a double-lensed 12-megapixel main paired with a 13-megapixel depth sensor. It has Optical Image Stabilisation and their test showed some of the best results at this price point. And it’s by far the best camera they suffer seen on any HMD Global made Nokia phones.

    Nokia 8.1 camera interface hero size

    The camera can exist activated with a double-tap on the power button. The interface is responsive and facile to navigate.

    Results suffer a Good balance of detail and colour saturation, particularly in Good light conditions.

    Nokia-8.1 camera sample low light

    Compared to competitors in a similar price point, the Nokia 8.1 performs well in low light.

    Nokia-8.1 camera sample Tower Bridge

    Clouds are beautifully minute and the sky has a profound blue.

    Nokia-8.1 camera sample Shard

    *Another tricky shot. But the result is good. *

    Nokia-8.1 camera sample Hop Kingdom

    An evenly lit with realistic colours.

    Nokia-8.1 camera sample tunnel

    The sharp detail in the brickwork in this low-light shot is impressive.

    Nokia-8.1 camera sample tables

    This pleasant evening scene needed only a itsy-bitsy tweak in exposure levels to bring up the unlit corners.

    Nokia-8.1 camera sample plants

    In Good lighting, the shallow depth of bailiwick sequel works brilliantly with any subject.

    Low-light performance is worth mentioning as one of the strongest points of the Nokia 8.1 camera.

    We are used to seeing mid-range cameras showing pledge when tested in Good light only to fail miserably with too much image hullabaloo in a dimly lit room. This is not the case for the main camera of the Nokia 8.1 which delivers plenty of details in conditions where we’d hope grainy or blurred results.

    Nokia branded phones suffer punched above their weight when it comes to Portrait mode and the Nokia 8.1 is no exception. The subject’s edges are well defined and rarely peer artificial.

    The selfie camera has a 20-megapixel sensor with pixel binning technology. Rather than exist thrown away as the title suggests, four pixels are combined into one. The train of this process is to discard the hullabaloo while keeping the detail.

    The result is images that suffer lower resolution, i.e. they lose detail when enlarged, but are brighter than even your eyes can detect. Selfies are the consummate application for this technology as they are often shot in dim conditions and overall brightness is more distinguished than detail.

    The camera is likewise capable of recording video of 4K resolution at 30 frames-per-second. This is where the Optical Image stabilisation really comes into its own by getting rid of the camera tremble high-resolution videos often suffer from.

    Camera Main camera: 12MP +13MP. Selfie camera: 20MP Optical image stabilisation Yes Unique features Pixel binning for brighter pictures in low light Performance and battery life
  • Screen brightness greatly impress battery life
  • Highest specced Nokia is more than capable to hasten games
  • Good amount of storage can likewise exist upgraded
  • All the latest releases from Nokia suffer prioritised energy efficiency and value for money over processing power. But not so for Nokia 8.1, which is fitted with the very capable Snapdragon 710. This gives even the very powerful reverence View 20 a hasten for its money, especially when you deem the Nokia’s lower price point.

    We tried one of the heaviest games out there, Asphalt 9: Legends and create it could exist played at the default character setting with no noticeable lag.

    Of course, a magnificient deal of credit for its Good performance goes to the exotic Android One operating system.

    As seen with other Nokia models, the device runs on a Google-made platform that offers entire the essential functionality in a lightweight package.

    There are no supererogatory apps pre-installed so, no fancy weather widget or proprietary advice feed reader that you don’t want. Instead, you can download the apps you want without being stuck with any you don’t.

    In return, you pick up a refreshingly clean, facile to navigate interface and more space for the things you like.

    All the essential Google apps are pre-installed. And Google Photos is a life-saver, as it gives you free high-res storage for your pictures, so you don’t exigency to worry about deleting passe snaps and videos. Even better, it integrates seamlessly with the Nokia 8.1 camera app, so you can flip between the two apps with ease.

    Google Assistant, an AI-powered personal coadjutant is likewise installed and it activates when you first set up your Nokia. It recognises voice controls and can give you quick and surprisingly accurate answers to questions fondness “Is it going to snow tomorrow?” or “What’s Keanu Reeves’ latest film?”

    The advantages of the barebones software approach are not just limited in the efficient consume of resources. Most importantly, Android One guarantees prompt security updates and OS upgrades as they become available.

    Nokia 8.1 gaming hero size

    We create the Nokia 8.1 an excellent device for gamers.

    Memory is another district where the Nokia 8.1 didn’t skimp on. 4GB of RAM is more than adequate to hasten anything you hurl at it. And the 64GB is just about privilege for a modern phone, luckily. And it can exist expanded with an additional 400GB. Still, the pre-installed Google Photos should succor saving storage space by keeping your photos and videos in the cloud.

    Fingerprint unlocking is fondness a flash and we’ve create no lag or failed attempts to unlock.

    Smart Lock is an Android One feature that is worth exploring when first setting up your Nokia 8.1. It keeps the device unlocked when it’s safe to finish so fondness when it’s in your pocket or at home. It’s a magnificient feature that works well and removes the inconvenience of unlocking the phone when you’re in a safe setting.

    It likewise includes facial recognition technology. It’s called “Trusted Face” so you can unlock the device by looking at it.

    Nokia 8.1 gaming in hand hero size

    Fast processor and sharp screen construct this the best Nokia for gaming so far.

    It comes with a 3500mAh battery. I know that doesn’t sound huge. But it manages to deliver over a day of usage thanks to the excellent energy efficiency of the processor and Android One operating system.

    Adaptive Battery, create in the “Battery” section of the system settings, is a remarkably efficacious route of making the most of your charge. It’s a clever appliance that learns your usage patterns and limits the background battery drain for apps that you consume less often.

    The screen is by far the highest battery drain. But you can construct your battery last longer if you leave the display brightness to Auto and avoid increasing it unless you exigency to.

    RAM 4GB Battery capacity 3,500 mAh OS and version Android 9 (Pie) Value and verdict

    HMD Global has been consistent in its approach with the Nokia brand of devices.

    They avoid gimmicks and headline-grabbing features and instead focus on getting the distinguished things privilege with Good build character and a clean Android experience.

    The 8.1, which retails at around £400 SIM-Free, is Nokia’s best device so far. And while it may miss out some premium features fondness water-resistance and wireless charging, it absolutely nails the fundamentals and is the best specimen of a mid-range phone we’ve tried.


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    10 High-Growth Stocks With strong Fundamentals | killexams.com true questions and Pass4sure dumps

    There’s no doubt the markets suffer been in tumult since August, if you actually peer back. It started with the tech sector, as high-growth stocks fondness chipmakers started getting hit with concerns over Q3 and Q4 numbers. Much of that had to finish with the markets anticipating the implications of a U.S.-China trade war.

    And while that myth made the fiscal news, the broad market was entire right, the economy was chugging along (even as interest rates rose), consumers were spending and there was hope that a political deal would exist slice to tamp down a trade war.

    But then the trade war and the tit-for-tat tariffs began, and this started to suffer implications across the entire market. Companies were starting to warn of weaker Q4s. Trade talks vanished and interest rates continued to rise.

    Whether this is sector rotation or a correction or just a pause that refreshes, these 10 high-growth stocks with strong fundamentals here are magnificient buys and quiet some of the highest-rated stocks my Portfolio Grader reports.

    Fortinet (FTNT)

    Fortinet (NASDAQ:FTNT) is in one sector that will never exist menace by economic transition and trade issues. Sadly, its specialty is regularly making headlines.

    FTNT is one of the leading cybersecurity companies in the world. deem about the announcement from Marriott (NASDAQ:MAR) that it had more than half a billion accounts hacked over a era of years. The attackers got sensitive consumer information including credit cards and passport numbers. Dedicated and diligent cybersecurity is not an option in today’s world, it’s a must.

    While the massive size of that hack and the reputation of the company made this is huge story, hacks are happening with increasingly regularity and companies are constantly reminded that building a security platform — and listening to it — is crucial.

    FTNT stock came in with strong earnings in early November. The stock sold off on the news, but it’s up 67% year to date, which is a testament to its powerful position in the sector.

    Amazon (AMZN)

    Amazon.com (NASDAQ:AMZN) is one of the legendary FAANG stocks — Facebook (NASDAQ:FB), Apple (NASDAQ:AAPL), Amazon, Netflix (NASDAQ:NFLX), Google/Alphabet (NASDAQ:GOOGL) — that suffer been targets of selling in the past few months.

    And it’s true, most suffer suffered some selling. AMZN is down 15% in the past three months. It likewise no longer has the largest market cap.

    What’s more, a lot of articles are being written about the cessation of the FAANG stock reign. They talk about how they’re overvalued — AMZN is trading at a trailing P/E of 93 — and their reckoning is nigh.

    Take a breath. AMZN remains a juggernaut in e-commerce, cloud computing and entertainment. Its position in consumers’ consciousness is steadfast. And AMZN stock, even after its selloff, is quiet up 42% year to date.

    BP PLC (BP)

    BP (NYSE:BP), formerly known as British Petroleum, a state-sponsored oil company that was influential in the early days securing oil from the Middle East, remains one of the largest oil firms in the world.

    It has more recently become known as the company that owned the rig that caused the biggest oil spill in the history of Gulf of Mexico oil evolution (and the No 2 oil spill of entire time).

    But in this market, integrated oil companies are in a strong position. Their upstream can profit from increasing energy exact and their downstream is staying assiduous distributing, refining and selling products to the markets.

    It’s off 6% in the past three months, which puts it slightly underwater year to date, but its 6%-plus dividend lifts it back up again. And rumors of an OPEC-Russia production slice could remark its fortunes reverse quickly.

    Netflix (NFLX)

    Netflix is another one of the FAANG stocks — and fondness AMZN, is trading with a P/E near 100. In this market that may seem insane. Those are dotcom bubble valuations.

    But the fact is, NFLX is generating significant growth and aside from one blip in subscriber numbers this year, it is quiet killing it, quarter after quarter. And the next fresh market is India, the second most populous market in the world. One with a huge appetite for content, where a NFLX could really add value.

    Perhaps more distinguished is the fact that NFLX likewise recently stated that it’s not going to construct hotfoot into China just yet. That allows NFLX to focus on India and not overextend itself.

    Salesforce (CRM)

    Salesforce.com (NYSE:CRM) used its ticker to remind everyone what it is entire about — customer relationship management.

    Basically, CRM stock was a pioneer in building a cloud-based model for enterprise flat customers so that they could integrate and automate their marketing, customer service and sales forces. Salesforce allows complete visibility of a customer’s account so that each person can result the client journey and step in when there’s an break or an issue.

    And CRM remains a significant player in this growing sector, as more companies remark the advantages of scaling their businesses. Just last week, in the midst of entire this market madness, CRM had its best day in 3.5 years. That a ample vote of confidence.

    Up 34% year to date, CRM is a high-growth stock that sells at a premium, but it’s well deserved.

    ConocoPhillips (COP)

    ConocoPhillips (NYSE:COP) has been in the oil and natural gas traffic since 1875. It has seen a few things over that time. Ulysses S. vouchsafe was president. The first Kentucky Derby was run. Since then, the U.S. has been in and out of more than a half dozen panics, recessions and depressions — and COP is quiet kicking.

    The point is, this is a company that has thrived in a volatile industry for 143 years.

    COP stock is well diversified around the world and likewise has a Good coalesce of oil and natural gas properties, so it’s not over-weighted in any one sector.

    COP stock is up 21% year to date, even through this wild ride in the oil markets. And its soar has been equable — even the volatility in the energy patch didn’t hit this high-growth stock.

    CSX (CSX)

    CSX Corporation (NYSE:CSX) is one of the largest rail-based transportation companies in the U.S. Going entire the route to its beginnings in 1827, CSX has merged and acquired other rail lines since the 1980s and now is a dominant constrain in the industry.

    The Dow Theory was developed from the writings of Charles Dow, founder of the Wall Street Journal and the Dow Jones Industrial Average. And one of its core tenants was that you could gauge the health of the economy by looking at the relationship between the Industrials and the Transports. If orders were coming into factories, then the transports would exist assiduous taking orders from the factories to the stores. If transports were slowing, it meant industrial orders were slowing.

    While the economy is a bit more knotty today, a consumer driven economy can quiet reckon on transport performance to give some indication of economic health.

    CSX is up 25% year to date and is quiet trading at a trailing P/E of 9.

    Enterprise Products Partners (EPD)

    Enterprise Products Partners (NYSE:EPD) is a limited partnership that operates in the midstream energy market.

    To unpack that a bit, a limited partnership structure means that investors are treated fondness owners, so the company’s net income is distributed to shareholders in the contour of a dividend. These are usually high-dividend-paying stocks because of this structure.

    The midstream sector of the energy market is basically pipelines. EPD owns an extensive network of U.S. pipelines that hotfoot oil and natural gas to and from fields, storage tanks, refineries, etc.

    The midstream sector is more effected by exact than energy prices since it charges by volume through its pipes rather than by commodity prices. That means when exact is growing, its volume grows and its profits grow.

    EPD stock is treading water privilege now, but the high-growth stock is delivering an attractive 6.5% dividend to pay for your long-suffering until the energy patch settles down.

    Ecopetrol (EC)

    Ecopetrol (NYSE:EC) is Colombia’s leading integrated oil company and one of the country’s few local companies that trades on the U.S. markets. It’s likewise among the star high-gowth stocks in the market privilege now.

    With an $800-plus-million market cap, this is a significant player in the South American energy patch. And it’s a focused play on strong long-term comeback of the Colombian economy.

    Colombia’s economy is growing around 2.7% this year, but its economy is in much better shape than most of its neighbors, fondness Venezuela and Brazil. Plus, it has a very Good relationship to the U.S., where it can export much of its oil for refining and sale.

    Domestically, the middle class is growing at a Good clip and its internal divisions and drug cartel corruption are winding down significantly. EC stock is up 36% year to date and delivers a 3.3% dividend. It will exist more volatile than similar sized-U.S. firms, but suffer much larger growth potential.

    Progressive (PGR)

    Progressive (NYSE:PGR) is one of the top three U.S. auto insurers. And this remains a very Good market for property & casualty (P&C) insurers. Because insurers hold a magnificient deal of their premium payment in cash or cash equivalents fondness U.S. Treasury Bonds and Notes, rising interest rate can exist a true succor to their bottom line.

    What’s more, PGR has stronger operating margins than its competition, so it can exist more competitive when it comes to rates, which is certainly a growth advantage.

    Part of its margin advantage comes from the fact that it has always looked to allow technology to succor construct better decisions about premium pricing for its customers. Its real-time driving app is a classic specimen of how it learns more about its drivers and can consume that to adjust pricing.

    Up 15% year to date, PGR is a magnificient long-term, high-growth stock that can sail through any market.

    Louis Navellier is a renowned growth investor. He is the editor of four investing newsletters: Growth Investor, Breakthrough Stocks, Accelerated Profits and Platinum Growth. His most common service, Growth Investor, has a track record of beating the market 3:1 over the last 14 years. He uses a combination of quantitative and fundamental analysis to identify market-beating stocks. Mr. Navellier has made his proven formula accessible to investors via his free, online stock rating tool, PortfolioGrader.com. Louis Navellier may hold some of the aforementioned securities in one or more of his newsletters.



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