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This smalldiffusion project is really fun. It is a tiny library for training and sampling from diffusion models. I love efforts like this, they are much easier to play around with than big libraries like diffusers. Link:

18,844 просмотров • 1 год назад •via X (Twitter)

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Massive update for AI Engineers! Training diffusion models just got a lot easier. dLLM is an open-source library that does for diffusion models what Hugging Face did for transformers. Here's why this matters: Traditional autoregressive models generate text left-to-right, one token at a time. Diffusion models work differently - they refine the entire sequence iteratively, giving you better control over generation quality and more flexible editing capabilities. The problem? Building and training these models required stitching together scattered tools and reimplementing research papers from scratch. Most of the tooling has been scattered and is hard to reproduce. dLLM changes this: It unifies everything you need to train, evaluate, and deploy diffusion language models: ↳ Scalable training with LoRA, DeepSpeed, and FSDP support ↳ Unified evaluation that abstracts away inference complexity ↳ Ready-to-use recipes for pretraining, finetuning, and evaluation The library includes implementations of models like LLaDA and Dream, plus training algorithms like Edit Flows that enable insertion, deletion, and substitution operations. The team just released ModernBERT-Chat models showing you can turn BERT into lightweight chatbots through masked instruction tuning. This is practical and worth exploring. The setup is straightforward. Run locally with Accelerate or scale to multi-node clusters with Slurm. If you're working with language models and want to explore diffusion-based approaches without rebuilding infrastructure, dLLM gives you a production-ready starting point. Link to the repo in the next tweet.

Akshay 🚀

64,011 просмотров • 11 месяцев назад

I will never forget this event. When Jungkook got off the plane from a mission in Qatar, he traveled to meet Taehyung And taekook stayed at the penthouse in Paradise Hotel This place is expensive and luxurious, most importantly, it is a romantic place. And Taekook chose to stay at this hotel with only 2 people. without other members It is a dream for some people but it is our reality. Just like Jungkook said, my relationship with taehyung is not for cameras. and they've always shown us that it's exactly what he said. And most importantly Taekook is happiest when they're together, you know~ Because they don't need the content of filming together to meet as coworkers. Their lives are personal and what is happening around them is real. It is truly an action that comes from the heart. It comes from real life, not a drama. “Their relationship Pure and precious love What is more beautiful than two people who truly and steadfastly love each other”Everything is clear without words. Their relationship is very perfect.They fill each other with happiness. And it was always like that, it never changed, they were always firm with each other. It's always They hardly had to say anything because their actions showed how important they were to each other. They love each other deeply and it is a nightmare for many to see them.Many people don't want to accept this truth, but the reality always slaps them in the face.remember that. Their love remains the same. They are important to each other. The most sincere love is the love that Jungkook and Taehyung give to each other when they are together. Taekook's actions are always clear and steady, and it has been like this for a long time. The truth is scary, I understand, but not accepting the truth is scarier.

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17,475 просмотров • 1 год назад