pod: Efficiency is Coming: 3000x Faster, Cheaper, Better AI Inference with @nyla_worker of @nvidia
, @convaitech
, @googleai
! The commoditization of intelligence takes on a few dimensions: Time to Open Model Equivalent: 15 months between GPT-4 and Llama 3.1 405B (h/t
OPEN SOURCE
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AI Inference Efficiency: 3000x Faster, Cheaper, Better
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NeuroSandboxWebUI: Local Interface for Multiple AI Models
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NeuroSandboxWebUI github: https://
github.com/Dartvauder/Neu
roSandboxWebUI
… (Windows/Linux) Local WebUI with Text, Image, Video, 3D, and Audio models in a Gradio interface. Translated on 14 languages -
Tokenizer and Chat Template Issues Affect Merged Model Performance
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Issues related to the tokenizer and chat template are the main reasons why merged models underperformed on the Open LLM Leaderboard v2. The evals don't change anything. A model merged to maximize MMLU will also perform well on these new evals.
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NeuralDaredevil LLM Outperforms Llama 3.1 Models
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Haha NeuralDaredevil is a beast, outperforming most Llama 3.1 models. All of that despite being based on Llama 3.0 and the performance drop due to the abliteration process. Thanks to Dampfinchen for fixing an issue with the tokenizer that messed up the previous IFEval score.
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Elastic Returns to Open Source Through Strategic Cloud Partnership
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For @elastic to return to open source, one cloud in particular needed to invest in its own product, and not the "undifferentiated heavy lifting" of taking Elastic's. But the good news is that partnering is a great way forward. My column for @infoworld https://
infoworld.com/article/349940
0/elastics-return-to-open-source.html
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Fine-tuning and Merging LLMs: Techniques and Best Practices
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If you're interested in fine-tuning and merging LLMs, here's a well-edited video of a talk I gave in July. We talk about: – How to create a dataset
– SFT techniques
– How to merge models Thanks to @Tunehq_ai for the invitation! https://
youtu.be/8aFqLVQjHTw?si
=K8KpM55G_93wwZmM
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Gradio Approaching 100 Million Total Downloads Milestone
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@Gradio getting close to 100M total downloads, its been a journey -
ghapi Overview Featured on Official GitHub Blog
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Here's an overview of ghapi on the official GitHub blog:
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ghapi: Python CLI Library for GitHub REST API Auto-Complete
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Did you know there's a Python and CLI lib with full auto-complete providing 100% always-updated coverage of the >1000 methods in the entire @GitHub REST API? It's called ghapi. I've been working on it nearly 4 years now. Give it try–it's pretty fun!
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FastHTML Releases New SSE Features for Server-Side Applications
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New FastHTML features for server-side event (SSE) applications just released, which make SSE apps about as easy as can be, when used with the @htmx_org SSE extension. Just `pip install -U python-fasthtml` to upgrade. https://
docs.fastht.ml