🚨 #Raysummit Speaker Session Alert! 🚨 Join us for an in-depth look at Roblox journey with vLLM! Discover the integration of multimodal language models, technical challenges faced, and valuable insights gained. Don’t miss out! Sign up now: https://lnkd.in/gWTKRzwc
Anyscale
Software Development
San Francisco, California 31,067 followers
Scalable compute for AI and Python
About us
Scalable compute for AI and Python Anyscale enables developers of all skill levels to easily build applications that run at any scale, from a laptop to a data center.
- Website
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https://anyscale.com
External link for Anyscale
- Industry
- Software Development
- Company size
- 51-200 employees
- Headquarters
- San Francisco, California
- Type
- Privately Held
- Founded
- 2019
Products
Anyscale
AIOps Platforms
The Anyscale Platform offers key advantages over Ray open source. It provides a seamless user experience for developers and AI teams to speed development, and deploy AI/ML workloads at scale. Companies using Anyscale benefit from rapid time-to-market and faster iterations across the entire AI lifecycle.
Locations
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Primary
San Francisco, California 94105, US
Employees at Anyscale
Updates
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🚀 In a new guest blog from Younos Aboulnaga at Roblox, learn how the T&S team is utilizing #Ray to transform NLP model inference, effectively managing increasing volumes of communication and complexity. Roblox was able to cut latency by 10-45% while reducing CPU usage by 50%. Some tips: 🔹Use Async Actors for speed, Threaded Actors for non-coroutines. Non-blocking ray.wait boosts concurrency. 🔹Skip CPU resource limits for Async Actors, use max_concurrency & set OMP_NUM_THREADS for better performance. 🔹Reduce serialization overhead with asdict for smoother process boundary crossing. 🔹Prevent zombie actors with 0 restarts/retries & monitor nodes for failures. 🔹Optimize for common input sizes, avoiding unnecessary scatter-gather overhead. 🌟 Roblox will be speaking at Ray Summit on "Scaling Machine Learning and Leveraging Ray for Efficient Batch Inference." Don't miss out! Read more: https://lnkd.in/g8zSc92d Sign up today: https://lnkd.in/gWTKRzwc
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🚨#RaySummit Speaker Alert!🚨 Joseph Spisak, Product Director & Head of Gen AI Open Source at Meta! Joe will discuss real-world applications and advancements in Generative AI, and how #Ray is transforming open-source AI development. Register now: https://lnkd.in/gWTKRzwc
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Anyscale reposted this
The three phases of AI infra at Roblox. They cover a lot of ground! - Notebooks, pipelines - Scaling training and inference - Hybrid cloud on on-prem - Batch and online - Classical and generative AI Also, amazing to see how much Roblox has invested in open source AI 😍 https://lnkd.in/gTw7sYDc Hear from them live at Ray Summit. raysummit.anyscale.com
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🚀 Excited for Jay Chia, CEO of Eventual, ⚡ lightning talk ⚡ session at #RaySummit2024! Learn how Daft supercharges ETL and analytics on Ray, creating a seamless Data + ML/AI solution that outperforms existing tools and scales with Ray’s object store. Register now: https://lnkd.in/gWTKRzwc
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🚨 #Raysummit speaker alert! 🚨 Sergey Edunov, Director of Engineering for Gen AI at Meta, is taking the stage at #RaySummit 2024. He’ll be sharing insights on how Gen AI is transforming industries and shaping the future. Register today: xhttps://lnkd.in/gWTKRzwc
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We're thrilled to sponsor the #CUDAMODE Hackathon! Catch Lily Liu from the Anyscale team giving an exciting keynote! 🎤 Plus, attendees can access $300K in cloud credits, a 10-node GH200 cluster, and a 4-node 8 H100 cluster. 🙌 Looking forward to seeing you there! 🔥
We are about a week away from the CUDAMODE IRL event and we are happy to announce we have secured compute! We’ve secured an incredible $300+K in cloud credits, a 10-node GH200 cluster, and a 4-node 8 H100 cluster! Thanks to our amazing sponsors, we are working with the sponsors to extend the credits beyond the event. RSVP: https://lnkd.in/dVJ9VEfA Lambda Anyscale Modal NVIDIA Oracle Cloud Nebius AI Prime Intellect Together AI Accel PyTorch fal
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🚨 #RaySummit Speaker Session Alert 🚨 Join our ⚡ lightning talk ⚡ on how Spotify is scaling LLMs (70B+ parameters) using Ray on GKE! Learn how they manage NVIDIA H100 GPUs, optimize with NCCL Fast Socket, and efficiently distribute training. Don’t miss this deep dive into AI evolution Sign up now: https://lnkd.in/gWTKRzwc
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🌟#Raysummit2024 Training Session Alert!🌟 Join us for "Reinventing Multi-Modal Search with LLMs & Large Scale Data Processing." Explore advanced #GenAI and #LLM techniques to enhance search capabilities and process massive datasets. Don't miss this expert-led, hands-on experience! Sign up today: https://lnkd.in/gWTKRzwc
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In the lead-up to #Raysummit, we have a guest blog on Building a RAG Batch Inference Pipeline with Anyscale and Union.ai 🚀 #Flyte is an open-source orchestrator facilitating production-grade data & ML pipelines. When combined with Ray’s distributed computing power, it unites data, platform, infrastructure, and ML engineers to boost productivity and scale across evolving use cases. Union.ai platform makes orchestrating these pipelines seamless. In the RAG Batch Inference pipeline exactly there are actually 2 pipelines that Union orchestrates: 🔹 Embedding Generation Pipeline 🔹 Batch Inference Pipeline #Flyte Deck on Union.ai lets you preview responses without downloading, ensuring instant validation. Anyscale’s Ray platform optimizes the execution of these pipelines, helping deliver leading performance and cost efficiency. Read more here 👉 https://lnkd.in/gjDKRPmu
Building a RAG Batch Inference Pipeline with Anyscale and Union
anyscale.com