Detailed analysis of the beneficial traits of MPT-7B/30B by MosaicML in open-source foundational large language models (LLMs).
OPEN SOURCE
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Unofficial PyTorch Implementation of StyleDrop Text-to-Image Generation
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unofficial PyTorch implementation of StyleDrop: Text-to-Image Generation in Any Style github: https://
github.com/zideliu/StyleD
rop-PyTorch
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H2O-3 Major Releases 3.40.0.1 and 3.42.0.1 With New Features
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The latest major releases of #H2O-3 are here – 3.40.0.1 and 3.42.0.1 New Decision Tree algorithm Grid over Infogram Upgraded XGBoost version Completion of the Maximum Likelihood Dispersion Parameter and more Documentation improvements https://
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Multiquery Attention Challenges with LoRA Porting Between Models
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That’s absolutely true and a good point. I remember multiquery attention struggles when trying to port LoRA from LLaMA to Falcon.
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PyTorch Transformer Classes Predate Most Online Tutorials
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Interesting! I'd say the nn.TransformerEncoderLayer and nn.TransformerDecoderLayer classes etc. actually precede most tutorials out there. Chicken-egg problem maybe
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Using nn.Linear and nanoGPT for Educational Implementation
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Given that you are using nn.Linear, also looking at nanoGPT . (Although here, I guess the reimplementation serves educational purposes)
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Why Do Developers Avoid PyTorch’s Built-in Transformer Layers?
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Yeah, I always wonder what's up with that. The various Transformer layers in PyTorch have been around since ~2020, but everyone seems to be (still) rolling their own, https://
pytorch.org/docs/stable/nn
.html#transformer-layers
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GitHub Guide: Tips for Working with Large Language Models
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GitHub – brexhq/prompt-engineering: Tips and tricks for working with Large Language Models like OpenAI's GPT-4. https://bit.ly/46l3eoi #AI #MachineLearning #DeepLearning #LLMs #DataScience
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Helpful PR from Adrian Waelchli on Lightning Repository
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You might find @adrianwaelchli 's PR helpful: https://
github.com/Lightning-AI/l
ightning/pull/17462
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Fabric’s Intuitive API for PyTorch Script Modifications
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I can't say much about accelerate since I never really used it, but regarding Fabric, I like the pretty intuitive API. It's basically just a minimal number of lines of code to modify a PyTorch script.