Vyasa Analytics

Vyasa Analytics provides highly scalable deep learning software and analytics. We enable organizations to ask complex questions across large scale integrated biomedical data sets, thereby gaining critical insights to make better decisions.

Vyasa Product Suite

The Vyasa Product Suite includes Layar, Axon, Retina and Synapse, each of which is specifically designed for cutting-edge data analytics use cases. From data integration and search in Layar to deep learning image analytics with Retina to intuitive dynamic knowledge graph creation with Axon, experience the next generation of A.I. powered analytics capabilities with the Vyasa Product Suite.

What's included in the Vyasa Product Suite?

Layar - Layar is a secure, highly scalable, data fabric platform built specifically for enterprise analytics. Layar can be added to existing enterprise data architectures to augment analytics capabilities or can operate as a stand-alone data fabric for text, image, and data stream integration and analytics.

Axon - A knowledge graph application that enables derivation of dynamically generated knowledge graphs directly from integrated data and documents sources integrated in a Layar data fabric.

Retina - Retina is an image analytics application that offers a wide range of deep learning image-related tasks, including management, annotation and deep learning analytics on images.

Synapse - Synapse provides Smart Table Technology that directly connects a user's spreadsheet content to the analytical capabilities of Layar Data Fabrics.

System Requirements

Hardware

Please ensure your system meets the following hardware requirements:

128 GB RAM
16 CPUs
500GB SSD disk
Four V100 or later generation GPUs

Software

Operating system:

Ubuntu 18
Ubuntu 20
DGX OS 5

Additional Software:

Ensure you have a functioning Helm v3 cluster (example set up guide).
Ensure you have a functioning NVIDIA Docker installation. The following command should show the available GPUs:

sudo docker run --rm --gpus all nvidia/cuda:11.0-base nvidia-smi\n

Installation

Increase the operating system max_map_count:

/etc/sysctl.d/99-vyasa.conf\nsysctl -p /etc/sysctl.d/99-vyasa.conf\n\">

echo \"vm.max_map_count=262144\" > /etc/sysctl.d/99-vyasa.conf\nsysctl -p /etc/sysctl.d/99-vyasa.conf\n

Install prerequisites to provide Ingress, Kubernetes CNI, and a default storage provisioner. Skip these steps if you have independently provided these prerequisites.

/usr/bin/kubectl apply -f https://docs.projectcalico.org/manifests/tigera-operator.yaml\n/usr/bin/kubectl apply -f https://vyasa-static-assets.s3.amazonaws.com/layar/custom-resources.yaml\n/usr/bin/kubectl apply -f https://vyasa-static-assets.s3.amazonaws.com/layar/nginx-ingress.yaml\n/usr/bin/kubectl apply -f https://vyasa-static-assets.s3.amazonaws.com/layar/local-storage-provisioner.yml\n/usr/bin/kubectl patch storageclass 'local-path' -p '{\"metadata\":{\"annotations\":{\"storageclass.kubernetes.io/is-default-class\":\"true\"}}}'\n/usr/bin/kubectl taint nodes --all node-role.kubernetes.io/master:NoSchedule-\n

Download and install the helm chart using the fetch command at the top of the page. Change MY_APP_URL to the DNS name or IP address of the system. This is the location you will browse to once Layar is started in order to use the software. Change X.Y.Z below to match the version used in the fetch commmand.

helm install layar ./layar-X.Y.Z.tgz --set APPURL=MY_APP_URL\n

Once launched you can monitor progress of stack startup by running:

kubectl get pods | grep vyasa\n

Once all pods have entered the Running state you should be able to visit the APPURL page defined above and get the Layar registration screen. It may take an additional few minutes for the screen to load even though the pods are all in the Running state. Be sure to specify http:// when connecting and not https://. SSL enablement is described further in the documentation.

Technical Support & Documentation

A README for the Vyasa Product Suite Helm Chart can be found here. Documentation on API endpoints is located here. An example application using these endpoints is available here.

For additional tutorials on the various applications and features, support documentation can be found in the Vyasa Knowledge Base.

License Information

By using the software you agree to fully comply with the terms and conditions of the SLA (Software License Agreement) located here.

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We enable organizations to ask complex questions across large scale integrated biomedical data sets, thereby gaining critical insights to make better decisions.\n\n## Vyasa Product Suite\n\nThe Vyasa Product Suite includes **Layar**, **Axon**, **Retina** and **Synapse**, each of which is specifically designed for cutting-edge data analytics use cases. From data integration and search in Layar to deep learning image analytics with Retina to intuitive dynamic knowledge graph creation with Axon, experience the next generation of A.I. powered analytics capabilities with the Vyasa Product Suite.\n\n## What's included in the Vyasa Product Suite? \n\n**Layar** - Layar is a secure, highly scalable, data fabric platform built specifically for enterprise analytics. Layar can be added to existing enterprise data architectures to augment analytics capabilities or can operate as a stand-alone data fabric for text, image, and data stream integration and analytics.\n\n**Axon** - A knowledge graph application that enables derivation of dynamically generated knowledge graphs directly from integrated data and documents sources integrated in a Layar data fabric.\n\n**Retina** - Retina is an image analytics application that offers a wide range of deep learning image-related tasks, including management, annotation and deep learning analytics on images.\n\n**Synapse** - Synapse provides Smart Table Technology that directly connects a user's spreadsheet content to the analytical capabilities of Layar Data Fabrics.\n\n## System Requirements\n### Hardware\nPlease ensure your system meets the following hardware requirements:\n- 128 GB RAM\n- 16 CPUs\n- 500GB SSD disk\n- Four V100 or later generation GPUs\n\n### Software\nOperating system:\n- Ubuntu 18 \n- Ubuntu 20 \n- DGX OS 5\n\nAdditional Software:\n- Ensure you have a functioning Helm v3 cluster ([example set up guide](http://help.vyasa.com/en/articles/5149454-example-installation)). \n- Ensure you have a functioning [NVIDIA Docker](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html) installation. The following command should show the available GPUs:\n\n```\nsudo docker run --rm --gpus all nvidia/cuda:11.0-base nvidia-smi\n```\n\n## Installation\n\n1. Increase the operating system `max_map_count`:\n\n```\necho \"vm.max_map_count=262144\" > /etc/sysctl.d/99-vyasa.conf\nsysctl -p /etc/sysctl.d/99-vyasa.conf\n```\n\n2. Install prerequisites to provide Ingress, Kubernetes CNI, and a default storage provisioner. Skip these steps if you have independently provided these prerequisites.\n\n```\n/usr/bin/kubectl apply -f https://docs.projectcalico.org/manifests/tigera-operator.yaml\n/usr/bin/kubectl apply -f https://vyasa-static-assets.s3.amazonaws.com/layar/custom-resources.yaml\n/usr/bin/kubectl apply -f https://vyasa-static-assets.s3.amazonaws.com/layar/nginx-ingress.yaml\n/usr/bin/kubectl apply -f https://vyasa-static-assets.s3.amazonaws.com/layar/local-storage-provisioner.yml\n/usr/bin/kubectl patch storageclass 'local-path' -p '{\"metadata\":{\"annotations\":{\"storageclass.kubernetes.io/is-default-class\":\"true\"}}}'\n/usr/bin/kubectl taint nodes --all node-role.kubernetes.io/master:NoSchedule-\n```\n\n3. Download and install the helm chart using the fetch command at the top of the page. Change `MY_APP_URL` to the DNS name or IP address of the system. This is the location you will browse to once Layar is started in order to use the software. Change `X.Y.Z` below to match the version used in the fetch commmand.\n\n```\nhelm install layar ./layar-X.Y.Z.tgz --set APPURL=MY_APP_URL\n```\n\nOnce launched you can monitor progress of stack startup by running:\n\n```\nkubectl get pods | grep vyasa\n```\n\nOnce all pods have entered the `Running` state you should be able to visit the `APPURL` page defined above and get the Layar registration screen. It may take an additional few minutes for the screen to load even though the pods are all in the `Running` state. Be sure to specify `http://` when connecting and not `https://`. SSL enablement is described further in the documentation.\n\n## Technical Support & Documentation\nA README for the Vyasa Product Suite Helm Chart can be found here. Documentation on API endpoints is located here. An example application using these endpoints is available here.\n\nFor additional tutorials on the various applications and features, support documentation can be found in the Vyasa Knowledge Base.\n\n## License Information\nBy using the software you agree to fully comply with the terms and conditions of the SLA (Software License Agreement) located here.","displayName","Vyasa Product Suite",["D",1680648061040],"publisher","Vyasa Analytics","latestVersion","versions","collectionCounts","imageUrl","/api/image/partners/vyasa/helm-charts/layar","rawImageUrl","https://raw.githubusercontent.com/kbojo/images/master/ISV-OSS-Non-Nvidia-Publishing-Vyasa.png","canGuestDownload","latestVersionSizeInBytes",56391,"licenseTerms","isMultinodeEnabled","isMultiArchitecture","bias","explainability","privacy","safetyAndSecurity","featureLabels",[],"displayLabels",[340,341,342,343,344,345,346,347,348,349,350],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata",{"_307":384,"_352":384,"_353":385,"_355":356},{"_307":381,"_352":382,"_353":383,"_355":356},{"_307":378,"_352":379,"_353":380,"_355":356},{"_307":376,"_352":376,"_353":377,"_355":356},{"_307":374,"_352":374,"_353":375,"_355":356},{"_307":372,"_352":372,"_353":373,"_355":356},{"_307":368,"_352":369,"_353":370,"_355":356},{"_307":364,"_352":365,"_353":366,"_355":356},{"_307":360,"_352":361,"_353":362,"_355":356},{"_307":358,"_352":358,"_353":359,"_355":356},{"_307":351,"_352":351,"_353":354,"_355":356},"Text Analytics","value","filter",{"_357":356,"_352":351},"category","label","field","Ontologies",{"_357":356,"_352":358},"Named Entity Recognition","uscs_named_entity_recognition",{"_357":363,"_352":361},"application","Life Sciences","indus_life_sciences",{"_357":367,"_352":365},"industry","Kubernetes Infrastructure","soln_kubernetes_infrastructure",{"_357":371,"_352":369},"technology","Knowledge Graphs",{"_357":356,"_352":372},"Image Analytics",{"_357":356,"_352":374},"Helm 3.0",{"_357":356,"_352":376},"Healthcare","indus_healthcare",{"_357":367,"_352":379},"DL","soln_dl",{"_357":371,"_352":382},"Biomedical Literature",{"_357":356,"_352":384},{"_203":1562,"_205":1563},"ngcApps",[1515],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1496":1497,"_1498":1499,"_1500":1501,"_1502":1503,"_1504":397,"_235":421,"_1505":1506,"_1507":56,"_1508":182,"_1509":182,"_1510":1511,"_1512":182,"_1513":1514},"amplitude",{"_1493":1494,"_1094":-7,"_1495":31},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmNoaW5hTmltRGlzdHJpYnV0b3JzUmVkZXNpZ24lMjIlM0F0cnVlJTJDJTIyZW5hYmxlQ3NhV2lkZ2V0JTIyJTNBZmFsc2UlMkMlMjJlbmFibGVQcm9kdWN0R3JvdXBpbmdCeVN1YnNjcmlwdGlvbiUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0xJTIyJTNBdHJ1ZSU3RA==","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1487":1488,"_1489":1490,"_1491":1492},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.7.3","defaultSearchSuggestions",{"_1369":502,"_1370":1371,"_1372":1373,"_1374":1375},"announcements",[],"consentState",{"_459":1359,"_1360":182,"_1361":31,"_1362":31,"_1363":1364},"consentConfig",{"_441":442,"_443":444,"_445":446,"_447":448,"_449":450,"_451":452,"_453":454,"_455":456,"_457":458,"_459":460},"showContactAdmin",1784343533351,[],[],[435,436,437,438,439,440],{"_45":60,"_47":71,"_49":198,"_51":-5,"_53":-5,"_55":56},{"_45":60,"_47":69,"_49":198,"_51":-5,"_53":-5,"_55":56},{"_45":60,"_47":67,"_49":198,"_51":-5,"_53":-5,"_55":56},{"_45":60,"_47":65,"_49":198,"_51":-5,"_53":-5,"_55":56},{"_45":57,"_47":58,"_49":198,"_51":-5,"_53":-5,"_55":56},{"_45":46,"_47":48,"_49":198,"_51":-5,"_53":-5,"_55":56},"mainInfoText","We and our third-party partners (including social media, advertising, and analytics partners) use cookies and other tracking technologies to collect, store, monitor, and process certain information about you when you visit our website. 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This cookie is used to distinguish unique users by assigning a randomly generated number as a client identifier. It is included in each page request in a site and used to calculate visitor, session and campaign data for the sites analytics reports. By default it is set to expire after 2 years, although this is customisable by website owners.","research.nvidia.com","_uetvid","This is a cookie utilised by Microsoft Bing Ads and is a tracking cookie. It allows us to engage with a user that has previously visited our website.","s_pltp","This cookie is typically associated with Adobe Analytics (formerly SiteCatalyst). It is used to identify the previous link clicked within the site, which helps in analyzing site usage patterns.","s_ecid","Adobe Analytics cookie containing the the Adobe Experience Cloud 1st party visitor id if the Analytics AMCV visitor id is not found.","This cookie name is used as a long-lived unique identifier of the visitor on the website. 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The service also uses cookies for various purposes, including analytics, personalization, and advertising.","readme.io",[1064],{"_76":1039,"_507":1062,"_508":31,"_262":1065},"The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. 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As part of our bot management service, this cookie helps manage incoming traffic that matches criteria associated with bots.\nThis is a CloudFoundry cookie","OptanonConsent","nvid.nvidia.com","This cookie is set by the cookie compliance solution from OneTrust. It stores information about the categories of cookies the site uses and whether visitors have given or withdrawn consent for the use of each category. This enables site owners to prevent cookies in each category from being set in the users browser, when consent is not given. The cookie has a normal lifespan of one year, so that returning visitors to the site will have their preferences remembered. It contains no information that can identify the site visitor.","events.nvidia.com","This cookie is associated with the Amazon Web Services Elastic Load Balancing functionality for routing client request on the server.Used to attribute commission to affiliates when you arrive at the website from an affiliate referral link. It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","sessionid","This is a very generic cookie name that may have different purposes on different sites, but generally it will be some kind of anonymous session identifier.","_csrf","This cookie is used to prevent Cross-Site Request Forgery (CSRF) attacks, ensuring that each request made to the server is from the user's browser and is intentional.","enterprise-support.nvidia.com","Used to apply end-user cookie consent preferences set by our client-side utility.Custom- Short Duration. Unique ID of an Enquiry- used to validate access to case, and load exisiting data.\n","renderCtx","academicgrants.nvidia.com","Used to store site parameters in the session for reuse across requests by a single client for functionality and performance reasons.","ph_phc_yQgAEdJJkVpI24NdSRID2mor1x1leRpDoC9yZ9mfXal_posthog","The PostHog ph_phc_xxx cookie is a session cookie used for identifying and tracking visitors on websites, helping us understand user behavior and website performance.","This cookie is managed by AWS and is used for load balancing.Used to attribute commission to affiliates when you arrive at the website from an affiliate referral link. It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","This cookie is associated with Akamai and is used to differentiate between traffic from humans and bots.","OptanonAlertBoxClosed","docs.ngc.nvidia.com","This cookie is set by websites using certain versions of the cookie law compliance solution from OneTrust. It is set after visitors have seen a cookie information notice and in some cases only when they actively close the notice down. It enables the website not to show the message more than once to a user. The cookie has a normal lifespan of one year and contains no personal information.","nv_co","__uxq412__ses.88c1","investor.nvidia.com","learn.learn.nvidia.com","This cookie is associated with the Amazon Web Services Elastic Load Balancing functionality for routing client request on the server.","pctrk","Used to count page views by unauthenticated users against license usage.","bm_s","bpazaws52gukakzc__ctrl0_ctl36_uccaptcha","bm_sv","store.nvidia.com","The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. As part of our bot management service, this cookie helps manage incoming traffic that matches criteria associated with bots.\n","This cookie name is used by DataDog to determine if cookies are supported on the website.dd_cookie_test","AMP_TLDTEST_xxxxxxxx","SESSlsd","This cookie is likely to be a session identifier used to maintain user session state across page requests.","mboxEdgeCluster","This cookie name is associated with Adobe Target which is used to communicate the correct edge cluster to at.js so that Target profiles can stay in sync as users navigate across a site.","_biz_pendingA","_rdt_em","This cookie name is associated with Reddit which is used to manage session state and user interactions.","megaNavCollapsed","_abck","The _abck cookie is associated with Akamai's Bot Manager, which is used to prevent fraud and abuse by safeguarding online interactions and detecting irregularities that could suggest malicious activity, such as bot-driven attacks or hacking attempts.","AMP_TEST","This cookie name AMP_TEST is used for internal analytics by the website operator, necessary for the functionality of the website's chat-box function, and to check whether the cookie storage is working properly.","idccsrf","This cookie name is associated with Salesforce which is used to track CrossSiteRequestForgery validation for certain single sign-on (SSO) flows.","_biz_flagsA","This cookie is used to remember users' settings as well as for authentication and analytics.","ApplicationGatewayAffinity","partners.nvidia.com","This cookie is used to maintain a user session by the server in a load balanced environment, to ensure the user has a consistent experience.","AMP_TEST_xxxxxxxx","bm_lso","This cookie name is associated with Akamai which is used to load the site as quickly as possible and to recognize bots.","SSESS###########","This cookie is likely to be a session cookie used to maintain an anonymized user session by the server in a secure environment, often seen in sites built with the Drupal content management system.","nvdeveloper.nvidia.com","__uxq412__id.88c1","QueueITAccepted-SDFrts345E-V3_{eventId}","TEST_AMCV_COOKIE_WRITE","This cookie is used to test whether cookies are enabled in the browser. It is a temporary cookie used to determine if the browser accepts cookies.","session","This cookie is typically used to maintain an anonymized user session by the server.","XSRF-TOKEN","This cookie is written to help with site security in preventing Cross-Site Request Forgery attacks.This cookie helps with site security in preventing Cross-Site Request Forgery attacks.","AWS ELB application load balancer","This cookie is associated with Akamai. It is used to analyse traffic to determine if it is automated traffic generated by bots or a human user.","bpazaws52gukakzc__ctrl0_ctl78_list_ctl09_systemcaptcha","PHPSESSID","PHP session cookie associated with embedded content from this domain.\n","base.manager.learn.nvidia.com","login_session","bm_ss","This cookie is used to help protect websites from automated bot traffic.","AWS ELB application load balancerUsed to attribute commission to affiliates when you arrive at the website from an affiliate referral link. It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","_devzone_session","This cookie is likely used to maintain a user session on the website by the server. It is common for session identifiers to be used to keep users logged in and track their interaction with the site during a session.","_cs_c","The cookie is used by Content Square to save the user consent to be tracked.","bm_sz","This cookie is used by Akamai to optimize site performance and security. It is typically associated with the delivery of web content and services.","vcalliance.nvidia.com","ASP.NET_SessionId","General purpose platform session cookie, used by sites written with Microsoft .NET based technologies. Usually used to maintain an anonymised user session by the server.","com.adobe.alloy.getTld","This cookie name is associated with the Adobe WebSDK which is used to determine the top-most domain that can accept cookies.","ApplicationGatewayAffinityCORS","This cookie is used to maintain a user session by the server in a load balanced environment, to ensure all requests from a user during the session are sent to the same server.","This cookie name AMP_TEST is used for internal analytics by the website operator, necessary for the functionality of the website's chat-box function, and to check whether the cookie storage is working properly.Supports Amplitude product analytics.","SESSls","This cookie is likely to be a session identifier, used to maintain a user's session state across page requests.","AMP_TLDTEST","c_code","BIGipServerx","This cookie name is associated with the BIG-IP product suite from company F5. Usually associated with managing sessions on load balanced servers, to ensure user requests are routed consistently to the correct server. The common root is BIGipServer most commonly followed by a domain name, usually the one that it is hosted on, but not always.","This cookie is set by websites using certain versions of the cookie law compliance solution from OneTrust. It is set after visitors have seen a cookie information notice and in some cases only when they actively close the notice down. It enables the website not to show the message more than once to a user. The cookie has a one year lifespan and contains no personal information.","default","

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