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C.J. Pitchford
databoyface
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HannesVonEssen's profile picture
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databoy
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๐ฃ HF Viewer now supports Hugging Face login! ๐ค โก Generate visualizations for all your models at once! ๐ Feature your models in the community showcase and set up your own profile/org collection page on hfviewer! โ๏ธ Write your own model articles on hfviewer in the same novel interactive style as our "Gemma 4 family" article - with linking between the graph nodes and article text! ๐ We are also now rolling out support for tensor shapes, FLOPs and param counts per layer! :) Thanks for all your positive feedback and suggestions! โค๏ธ Try the logged in experience here: https://hfviewer.com/ Here are some really cool articles already written by our users: ๐ LFM2.5-Audio: edge-first speech inference by Anna Piunova at Liquid AI https://hfviewer.com/LiquidAI/LFM2.5-Audio-1.5B ๐ DeepSeek V4 mHC Explained by Shakti Wadekar https://hfviewer.com/deepseek-ai/DeepSeek-V4-Pro ๐ Borealis - open recipe for training Audio LLMs by Alex Wortega https://hfviewer.com/Vikhrmodels/Borealis-5b-it
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๐ฃ Understand any Hugging Face model! ๐ฌ You can now hover a node to get a nice animated explanation of how the operation works and which paper introduced it! https://hfviewer.com ๐๏ธ Also, embedded HF Viewer graphs now default to being animated! Create and customize your animation at https://hfviewer.com/model-card-embed ๐ฅ Finally, feel free to join our discord to influence the future direction of HF Viewer! https://discord.gg/a5eEmtTTPV
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A small gift for anyone building or studying foundation models. Most "open" models hand you the weights and stop there. With Aether-7B-5Attn we wanted to hand over the whole thing โ so you can actually learn from it, reproduce it, and build on it: the data recipe, the training code, every hyperparameter, the complete logs, and the intermediate checkpoints. All Apache-2.0, reproducible byte-for-byte. What you can do with it: ๐ Rebuild it from scratch, or fork the recipe for your own model ๐ฌ Study a real heterogeneous-attention MoE โ 49 layers place 5 attention mechanisms on a 7ร7 Latin square, arranged as a clean, attributable ablation ๐ Trace training dynamics across the released checkpoints (110k / 115k / 162k) It's a modest 6.59B model, and an honest one โ the limitations (no KV-cache in this build, small scale) are written right in the card. We're not claiming it's special. If any piece of it saves you time or teaches you something, that's exactly what we hoped for. ๐ค ๐ Full write-up โ [blog] ยท https://huggingface.co/blog/FINAL-Bench/opensource-llm ๐ฆ 5 Attention Base ยท https://huggingface.co/FINAL-Bench/Aether-7B-5Attn ๐ฏ 5 Attention Instruct ยท https://huggingface.co/FINAL-Bench/Aether-7B-5Attn-it ๐ 5 Attention Live demo ยท https://huggingface.co/spaces/FINAL-Bench/Aether-Sovereign-AI ๐ฆ 7 Attention Base ยท https://huggingface.co/FINAL-Bench/Aether-7B-7Attn-base ๐ฆ 11 Attention Base ยท https://huggingface.co/FINAL-Bench/Aether-6B-11Attn-base ๐งฌ Collection ยท https://huggingface.co/collections/FINAL-Bench/aether-foundation-model #opensource #LLM #MoE #reproducibility #Apache2
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