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Jim Myers

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reacted to tardellirs's post with 🔥 3 days ago
I built Model Pulse: daily download history for every model on the Hub 📈 A model page tells you its downloads for the last 30 days, but not how it got there. Model Pulse rebuilds the day-by-day history for 1.6M models, back to July 2024, from the daily snapshots in @cfahlgren1's hub-stats dataset. A few things the data shows: - The Hub now serves ~100M model downloads a day, up from ~62M a year ago - Vision-language models grew about 7x in that year, to 10.7M downloads a day - 37% of Qwen3-8B's monthly downloads go to its 6,283 quantizations, fine-tunes and merges, not to the original What you can do with it: - Open any model, e.g. https://huggingface.co/spaces/tardellirs/model-pulse?model=Qwen/Qwen3-8B - Compare up to five models on one chart - Browse weekly rankings: fastest growing, new this month, biggest families, top organizations - Add a live badge to your model card (monthly downloads, sparkline and weekly trend) The data is open too: https://huggingface.co/datasets/modelpulse/model-pulse-data I'd love feedback, especially from model authors: what would you want to see about your own models?
liked a model 10 days ago
HauhauCS/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP-GGUF
reacted to DavidAU's post with 🔥 20 days ago
Qwen 3.5 9B - The Defiant, 27B power ; now with Qwen 3.8 Reasoning modes. 640 ARC-C for both 8bit and 4bit. Model exceeds 7 of 7 benchmarks for Qwen 3.5 9B, Qwen3.5 27B, Qwen3.6 35B-A3B, and meets Qwen 3.6 27B in some cases... and it does so in 4bit and 8bit. Regular and MTP (fast) NEO IMATRIX GGUFs provided. (this model is part of the Qwen 3.6 27B Fable Fusion 711 pipelines: 2200+ likes, 3 million + downloads) NEW - Qwen 3.8 Reasoning Modes: 2 MTP quants (Q6/Q8) Now with 5 reasoning modes (2 new - Spoon / Einstein), and 5 instruct modes (2 new - Spoon / Einstein, all use ZERO REASONING TOKENS) all switchable on the fly via API, direct and "in chat" (yes - model control at the chat/message level). Model name has "plusIQ" in the name. (there is also a extra robust "tools" version too.) https://huggingface.co/DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF PS: I have posted a 22k output example using "spoon" mode too. UPDATE: This model (and a few more) will soon have 12 reasoning and 12 instruct modes plus interactive help, model embedded system to select the best reasoning/instruct mode[s] for all use cases. Final testing is in progress...
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