Generative AI on Kubernetes

Kubernetes Bytes

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تمت الإضافة منذ قبل three أعوام

المحتوى المقدم من Kubernetes Bytes, Ryan Wallner, and Bhavin Shah. يتم تحميل جميع محتويات البودكاست بما في ذلك الحلقات والرسومات وأوصاف البودكاست وتقديمها مباشرة بواسطة Kubernetes Bytes, Ryan Wallner, and Bhavin Shah أو شريك منصة البودكاست الخاص بهم. إذا كنت تعتقد أن شخصًا ما يستخدم عملك المحمي بحقوق الطبع والنشر دون إذنك، فيمكنك اتباع العملية الموضحة هنا https://ar.player.fm/legal.

Exile

1
Episode 10: From Refugee to Radical 44:09

منذ 2 years44:09

التشغيل لاحقا

قوائم

إعجاب

احب

44:09

When a young Eva Kollisch arrives as a refugee in New York in 1940, she finds a community among socialists who share her values and idealism. She soon discovers ‘the cause’ isn’t as idyllic as it seems. Little does she know this is the beginning of a lifelong commitment to activism and her determination to create radical change in ways that include belonging, love and one's full self. In addition to Eva Kollisch’s memoirs Girl in Movement (2000) and The Ground Under My Feet (2014), LBI’s collections include an oral history interview with Eva conducted in 2014 and the papers of Eva’s mother, poet Margarete Kolllisch, which document Eva’s childhood experience on the Kindertransport. Learn more at www.lbi.org/kollisch . Exile is a production of the Leo Baeck Institute , New York | Berlin and Antica Productions . It’s narrated by Mandy Patinkin. Executive Producers include Katrina Onstad, Stuart Coxe, and Bernie Blum. Senior Producer is Debbie Pacheco. Associate Producers are Hailey Choi and Emily Morantz. Research and translation by Isabella Kempf. Sound design and audio mix by Philip Wilson, with help from Cameron McIver. Theme music by Oliver Wickham. Voice acting by Natalia Bushnik. Special thanks to the Kollisch family for the use of Eva’s two memoirs, “Girl in Movement” and “The Ground Under My Feet”, the Sophia Smith Collection at Smith College and their “Voices of Feminism Oral History Project”, and Soundtrack New York.…

منذ عام واحد 1:15:56

MP3•منزل الحلقة

In this episode of the Kubernetes Bytes podcast, Ryan and Bhavin sit down with Janakiram MSV - an advisor, analyst and architect to talk about how users can run Generative AI models on Kubernetes. The discussion revolves around Jani's home lab and his experimentation with different LLM models and how to get them running on NVIDIA GPUs. Jani has spent the past year becoming a subject matter expert in GenAI, and this discussion highlights all the different challenges he faced and what lessons he learnt from them.

Check out our website at https://kubernetesbytes.com/

Episode Sponsor: Elotl

https://elotl.co/luna
https://www.elotl.co/luna-free-trial

Timestamps:

02:02 Cloud Native News
15:31 Interview with Jani
01:11:00 Key takeaways

Cloud Native News:

https://www.techerati.com/press-release/octopus-deploy-acquires-codefresh-to-boost-kubernetes-and-cloud-native-delivery/
https://www.civo.com/blog/kubefirst-joins-civo
https://cast.ai/kubernetes-cost-benchmark
https://www.techradar.com/pro/vmware-customers-are-jumping-ship-as-broadcom-sales-continue-heres-where-theyre-moving-to
https://cloudonair.withgoogle.com/events/techbyte-making-ai-ml-scalable-cost-effective-gke
https://dok.community/dok-events/dok-day-kubecon-paris/
https://training.linuxfoundation.org/certification/certified-argo-project-associate-capa

Show Links:

https://www.youtube.com/janakirammsv
https://www.linkedin.com/in/janakiramm/
- NVIDIA Container Toolkit - https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/index.html
NVIDIA Device Plugin - https://github.com/NVIDIA/k8s-device-plugin
NVIDIA Feature Discovery - https://github.com/NVIDIA/gpu-feature-discovery
Hugging Face Text Gen Inference - https://huggingface.co/docs/text-generation-inference/index
Hugging Face Text Embeddings Inference - https://huggingface.co/docs/text-embeddings-inference/index
ChromaDB - https://www.trychroma.com/

88 حلقات

#Tech #Bhavin Shah #Ryan Wallner #Kubernetes Bytes #Kuberentes #Cloud IT #CONTAIN #Cloud Native #Software

Kubernetes Bytes

Generative AI on Kubernetes

Kubernetes Bytes

31 subscribers

published منذ عام واحد

MP3•منزل الحلقة

Check out our website at https://kubernetesbytes.com/

Episode Sponsor: Elotl

https://elotl.co/luna
https://www.elotl.co/luna-free-trial

Timestamps:

02:02 Cloud Native News
15:31 Interview with Jani
01:11:00 Key takeaways

Cloud Native News:

https://www.techerati.com/press-release/octopus-deploy-acquires-codefresh-to-boost-kubernetes-and-cloud-native-delivery/
https://www.civo.com/blog/kubefirst-joins-civo
https://cast.ai/kubernetes-cost-benchmark
https://www.techradar.com/pro/vmware-customers-are-jumping-ship-as-broadcom-sales-continue-heres-where-theyre-moving-to
https://cloudonair.withgoogle.com/events/techbyte-making-ai-ml-scalable-cost-effective-gke
https://dok.community/dok-events/dok-day-kubecon-paris/
https://training.linuxfoundation.org/certification/certified-argo-project-associate-capa

Show Links:

https://www.youtube.com/janakirammsv
https://www.linkedin.com/in/janakiramm/
- NVIDIA Container Toolkit - https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/index.html
NVIDIA Device Plugin - https://github.com/NVIDIA/k8s-device-plugin
NVIDIA Feature Discovery - https://github.com/NVIDIA/gpu-feature-discovery
Hugging Face Text Gen Inference - https://huggingface.co/docs/text-generation-inference/index
Hugging Face Text Embeddings Inference - https://huggingface.co/docs/text-embeddings-inference/index
ChromaDB - https://www.trychroma.com/

88 حلقات

#Tech #Bhavin Shah #Ryan Wallner #Kubernetes Bytes #Kuberentes #Cloud IT #CONTAIN #Cloud Native #Software

كل الحلقات

Kubernetes Bytes

1
Database as a service with Percona Everest 1:02:44

منذ 5 أيام1:02:44

1:02:44

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Kubernetes Bytes

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KubeCon NA 2024 News Recap 58:24

منذ 11 weeks58:24

58:24

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Increasing AI adoption using Kubernetes 52:03

منذ 13 weeks52:03

52:03

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Monolith to Microservices using Kubernetes at Guidewire 1:06:28

منذ 17 weeks1:06:28

1:06:28

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Kubernetes Bytes

1
Inference in Action: Scaling Al Smarter with Inferless 55:17

منذ 19 weeks55:17

55:17

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Container security with Wiz 1:02:33

منذ 22 weeks1:02:33

1:02:33

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Dagger.io Deep Dive with Co-Founder Sam Alba 1:06:24

منذ 24 weeks1:06:24

1:06:24

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Kubernetes Bytes

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Running Ray on Kubernetes with KubeRay 53:06

منذ 26 weeks53:06

53:06

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Kai-Hsun Chen, Software Engineer at Anyscale and maintainer of the KubeRay project. The discussion focuses on how the open source Ray project can help organizations use a single tool for data prep, model training, fine tuning and model serving workflows, both for their predictive AI and generative AI models. The discussion also dives into the KubeRay project and how it provides three different Kubernetes CRDs for Data Scientists to deploy Ray clusters on demand. Check out our website at https://kubernetesbytes.com/ Cloud Native News: https://azure.github.io/AKS/2024/08/23/fine-tuning-language-models-with-kaito https://orca.security/resources/blog/kubernetes-testing-environment/ https://www.redhat.com/en/about/press-releases/red-hat-openstack-services-openshift-now-generally-available Show links: Kai's LinkedIn: https://www.linkedin.com/in/kaihsun1996/ KubeRay doc: https://docs.ray.io/en/latest/cluster/kubernetes/index.html Ray Summit registration: https://raysummit.anyscale.com/flow/anyscale/raysummit2024/reg/createaccount (code: KaiHsunC15) KubeRay repository: https://github.com/ray-project/kuberay Ray repository: https://github.com/ray-project/ray Ray Slack workspace: https://docs.google.com/forms/d/e/1FAIpQLSfAcoiLCHOguOm8e7Jnn-JJdZaCxPGjgVCvFijHB5PLaQLeig/viewform Timestamps: 00:02:40 Cloud Native News 00:07:20 Interview with Kai 00:49:15 Key takeaways…

Kubernetes Bytes

1
Building scalable data platforms using Data on EKS 1:02:20

منذ 28 weeks1:02:20

1:02:20

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Alex Lines and Vara Bonthu from AWS to talk about the Data on EKS project. The discussion dives into why AWS decided to build the Data on EKS project and provide patterns for EKS customers to use to deploy data platforms, machine learning and GenAI tools on EKS clusters. They talk about what's included and what's not included with each of these patterns and whats coming down the line. Check out our website at https://kubernetesbytes.com/ Cloud Native News: https://kubernetes.io/blog/2024/08/16/kubernetes-1-31-prevent-persistentvolume-leaks-when-deleting-out-of-order/ https://kubernetes.io/blog/2024/08/16/matchlabelkeys-podaffinity/ https://kubernetes.io/blog/2024/08/15/kubernetes-1-31-volume-attributes-class/ https://roadmap.vcluster.com/changelog/vcluster-v020-ga https://www.cloudbees.com/blog/cloudbees-acquires-launchable-to-enable-development-teams-to-iterate-faster?Product=Launchable&Tag=Blog%2CAI%2CLaunchable%20Update Show links: https://awslabs.github.io/data-on-eks/ https://www.youtube.com/watch?v=G9aNXEu_a8k https://github.com/awslabs/data-on-eks https://www.linkedin.com/in/alex-lines-aws/ https://www.linkedin.com/in/varaprofile/ Timestamps: 00:01:45 Cloud Native News 00:12:15 Interview with Alex and Vara 00:58:21 Key takeaways…

Kubernetes Bytes

1
Deploy and fine-tune LLM models on Kubernetes using KAITO 44:17

منذ 30 weeks44:17

44:17

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Sachi Desai, Product Manager and Paul Yu, Sr. Cloud Advocate at Microsoft to talk about the open source KAITO project. KAITO is the Kubernetes AI Toolchain Operator that enables AKS users to deploy open source LLM models on their Kubernetes clusters. They discuss how KAITO helps with running AI-enabled applications alongside the LLM models, how it helps users bring their own LLM models and run them as containers, and how KAITO helps them fine-tune open source LLMs on their Kubernetes clusters. Check out our website at https://kubernetesbytes.com/ Cloud Native News: https://azure.github.io/AKS/2024/07/30/azure-container-storage-ga https://github.blog/news-insights/product-news/introducing-github-models/ Show links: Azure/kaito: Kubernetes AI Toolchain Operator - https://github.com/Azure/kaito/tree/main https://www.youtube.com/watch?v=3cGmHDjR_3I&list=PLc3Ep462vVYtgN4rP1ThTJd2UlsBc2sou&index=2 https://aka.ms/cloudnative/learnlive/intelligent-apps-on-aks/episode-2 Jumpstart AI Workflows With Kubernetes AI Toolchain Operator - The New Stack - https://thenewstack.io/jumpstart-ai-workflows-with-kubernetes-ai-toolchain-operator https://paulyu.dev/article/soaring-with-kaito/ Concepts - Fine-tuning language models for AI and machine learning workflows - Azure Kubernetes Service | Microsoft Learn - https://learn.microsoft.com/en-us/azure/aks/concepts-fine-tune-language-models Keep up to date on the most recent announcements by following some of the KAITO engineers on LinkedIn: Fei Guo - https://www.linkedin.com/in/fei-guo-a48319a/ Ishaan Sehgal - https://www.linkedin.com/in/ishaan-sehgal/ Timestamps: 00:02:15 Cloud Native News 00:05:34 Interview with Sachi and Paul 00:42:08 Key takeaways…

Kubernetes Bytes

1
The business case for cloud-native and Kubernetes 54:24

منذ 32 weeks54:24

54:24

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Danielle Cook - VP of Marketing, appCD and Co-chair, CNCF Cartografos Working Group, CNCF. The discussion dives into how technical individual contributors can and should think about a business case for cloud native adoption. They talk about the cloud native maturity model and also discuss the different things business leaders care about. Check out our website at https://kubernetesbytes.com/ Cloud Native News: https://www.chainguard.dev/unchained/chainguard-series-c https://www.cnbc.com/2024/07/23/google-wiz-deal-dead.html https://www.redhat.com/en/blog/what-you-need-to-know-red-hat-openshift-416 https://blog.kubeflow.org/kubeflow-1.9-release/ https://talks.devopsdays.org/devopsdays-boston-2024/cfp Show links: https://www.linkedin.com/in/danielle-cook-/ https://maturitymodel.cncf.io/ https://community.cncf.io/cncf-cartografos-working-group/ https://tag-app-delivery.cncf.io/whitepapers/platform-eng-maturity-model/ Timestamps: 00:01:36 Cloud Native News 00:12:07 Interview with Danielle 00:51:20 Key takeaways…

Kubernetes Bytes

1
Building the AI Hyperscaler with Kubernetes 54:56

منذ 36 weeks54:56

54:56

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Brandon Jacobs, an Infrastructure architect at Coreweave. They discuss how Coreweave has adopted Kubernetes to build the AI hyperscaler. The discussion dives into details around how Coreweave handles Day 0 and Day 2 operations for AI labs that need access to GPUs. They also talk about lessons learnt and best practices for building a Kubernetes based cloud. Check out our website at https://kubernetesbytes.com/ Episode Sponsor: Nethopper Learn more about KAOPS: nethopper.io For a supported-demo: info@nethopper.io Try the free version of KAOPS now! https://mynethopper.com/auth Cloud Native News: https://siliconangle.com/2024/06/24/ollama-addresses-remote-execution-flaw-following-wiz-discovery/ https://siliconangle.com/2024/06/18/suse-acquires-kubernetes-observability-startup-stackstate/ Show links: https://www.linkedin.com/in/brandonrjacobs/ https://www.coreweave.com/ Timestamps: 00:01:39 Cloud Native News 00:05:30 Interview with Brandon 00:51:37 Key takeaways…

Kubernetes Bytes

1
Shifting Minds: Exploring OpenShift's AI Landscape 1:05:07

منذ 38 weeks1:05:07

1:05:07

Ryan Wallner and Bhavin Shah talk to Andy Grimes about the OpenShift AI Landscape. Check out our website at https://kubernetesbytes.com/ Episode Sponsor: Nethopper - Learn more about KAOPS: @nethopper.io - For a supported-demo: info@nethopper.io - Try the free version of KAOPS now! https://mynethopper.com/auth Links - https://youtube.com/watch?v=nAT9U1vJ8x0 - https://www.theregister.com/2024/06/12/kubertenes_decade_anniversary/ - https://www.businesswire.com/news/home/20240606882860/en/Mirantis-Collaboration-with-Pure-Storage-Simplifies-Data-Management-with-Kubernetes - https://falco.org/blog/falco-0-38-0/ - https://au.finance.yahoo.com/news/rancher-government-successfully-using-harvester-121100125.html - https://www.youtube.com/@PlatformEngineering - Video: https://www.youtube.com/watch?v=tZj8j3fdXy4 - Virtual Road Shows: https://www.redhat.com/en/north-america-red-hat-aws - AWS Gameday August 22nd: TBS - Boston Childrens Hospital RHOAI: https://www.redhat.com/en/creating-chris - IBM Open Source AI https://www.youtube.com/watch?v=SuGedexBudQ&t=141s…

Kubernetes Bytes

1
Training Machine Learning (ML) models on Kubernetes 55:29

منذ 40 weeks55:29

55:29

In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Bernie Wu, VP Strategic Partnerships and AI/CXL/Kubernetes Initiatives at Memverge. They discuss about how Kubernetes is the most popular platform to run AI model training and model inferencing jobs. The discussion dives into model training, talking about different phases of a DAG, and then talk about how Memverge can help users with efficient and cost-effective model checkpoints. The discussion goes into topics like saving costs by using spot instances, hot restart of training jobs, reclaiming unused GPU resources, etc. Check out our website at https://kubernetesbytes.com/ Episode Sponsor: Nethopper Learn more about KAOPS: @nethopper.io For a supported-demo: info@nethopper.io Try the free version of KAOPS now! https://mynethopper.com/auth Cloud Native News: https://www.aquasec.com/blog/linguistic-lumberjack-understanding-cve-2024-4323-in-fluent-bit/ https://kubernetes.io/blog/2024/05/20/completing-cloud-provider-migration/ https://thenewstack.io/introducing-aks-automatic-managed-kubernetes-for-developers/ https://www.harness.io/blog/harness-to-acquire-split Show Links: https://www.linkedin.com/in/berniewu/ https://criu.org/Main_Page https://memverge.com/ https://youtu.be/tY8YOMRuqWI?si=yB3hHqLUpYPZ-KWN https://youtu.be/ND4seSKpJHI?si=shh0iuA9qC-dO6eb Timestamps: 01:04 Cloud Native News 08:47 Interview with Bernie 51:40 Key takeaways…

Kubernetes Bytes

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The evolution of service mesh technologies 1:08:00

منذ 42 weeks1:08:00

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In this episode of the Kubernetes Bytes podcast, Ryan and Bhavin talk to Christian Posta - VP and Global Field CTO at Solo.io about all things Service Mesh. They discuss how things have evolved from the early Linkerd days to sidecar less istio service mesh implementations. They also talk about how service mesh can help you connect to application components running outside Kubernetes, and how developers and platform engineers have a shared responsibility model when it comes to implementing service mesh using internal developer platforms. Check out our website at https://kubernetesbytes.com/ Episode Sponsor: Nethopper Learn more about KAOPS: @nethopper.io For a supported-demo: info@nethopper.io Try the free version of KAOPS now! https://mynethopper.com/auth Cloud Native News: https://loft.sh/blog/our-24m-series-a-led-by-khosla-ventures/ https://www.harness.io/blog/celebrating-150m-in-new-financing-to-accelerate-innovation https://www.akamai.com/newsroom/press-release/akamai-announces-intent-to-acquire-api-security-company-noname https://www.linkedin.com/posts/rouvenbesters_its-official-the-otomi-platform-has-activity-7194604616901120000-48g7?utm_source=share&utm_medium=member_desktop https://www.wiz.io/blog/celebrating-our-1-billion-funding-round-and-12-billion-valuation Show Links: https://devsummit.infoq.com/conference/boston2024 https://www.solo.io/topics/cakes-stack/ https://www.solo.io/ Timestamps: 00:06:10 Cloud Native News 00:15:37 Interview with Torsten 01:01:58 Key takeaways…

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