How did we do it? By loading the model weights into memory once before training begins and inserting them as numpy arrays into the #Ray object store, we can then zero-copy read the weights directly from shared memory into each GPU worker process.
TOOLS
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Ludwig simplifies distributed computing with Ray backend integration
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Doing this yourself would normally be a fair bit of cumbersome code, but in Ludwig you get it for free just by running with Ray as the backend runtime. Try it out for yourself: https://
pbase.ai/3qfet19 -
Main Problem Teams Face When Fine-tuning LLMs: Out of Memory
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What’s the #1 problem teams encounter when #finetuning an #LLM? The dreaded "Out of memory" error. No, not a CUDA OOM, just a regular host out of memory error.
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Lessons from Building No-Code Data Analytics Platform
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Overview of lessons learned: https://
cascade.io What we learned about the data and analytics market: https://
cascade.io/epilogue/the-d
ata-and-analytics-market
… What we learned about building a "no-code" toolkit: https://
cascade.io/epilogue/build
ing-a-no-code-toolkit
… What we learned about taking on an entrenched incumbent: -
Perplexity Pro Birthday Discount: 25% Off AI Research Assistant
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🎂 Celebrating Perplexity's first birthday with a 25% discount on Pro for new subscribers!
— Perplexity (@perplexity_ai) 3 août 2023
Use code ONEYEAR25 at checkout.
🔗 https://t.co/NujfRvZwLi
Unlock the most powerful AI research assistant with Perplexity Pro. Enjoy enhanced Copilot, GPT-4 access, unlimited uploads, and… pic.twitter.com/yp6rwAINpnCelebrating Perplexity's first birthday with a 25% discount on Pro for new subscribers! Use code ONEYEAR25 at checkout. https://
pplx.ai/birthday Unlock the most powerful AI research assistant with Perplexity Pro. Enjoy enhanced Copilot, GPT-4 access, unlimited uploads, and -
Conversational Retrieval Agents Replace ConversationalRetrievalChain
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Conversational Retrieval Agents The most popular chain in @langchain is the ConversationalRetrievalChain, which allows you chat with your data Using an agent instead can allow for great flexibility, and its a narrow and well defined enough agent that its fairly reliable
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Top AI Tools Posted Yesterday Reviews Encouraged
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Top AI tools posted yesterday! Make sure to drop in reviews to your favorite tools 🙂
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SAS EVP CTO Explores Latest AI and Analytics Technology at ExploreSAS
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Bryan Harris, SAS EVP and CTO will take the stage in Vegas at #ExploreSAS and share the latest about SAS tech, AI & more. Plus, choose from over 100+ expert-led AI and analytics sessions to help improve productivity and drive better results. http://
2.sas.com/6019PbcyR -
Runway ML Launches Gen-2 Napping Dogs Footage Pack
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Cozy up with our latest Gen-2 Footage Pack: Napping Dogs.
— Runway (@runwayml) 3 août 2023
Browse and download at https://t.co/pQCpPEb0Se pic.twitter.com/gkd7CDk8xzCozy up with our latest Gen-2 Footage Pack: Napping Dogs. Browse and download at http://
runwayml.com/footage-packs