Erik Scholz's picture

Erik Scholz

Green-Sky

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Green-Sky

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liked a model about 5 hours ago

prism-ml/Ternary-Bonsai-8B-gguf

reacted to eaddario's post with 🚀 1 day ago

Experimental global target bits‑per‑weight quantization of google/gemma-4-E2B-it, google/gemma-4-E4B-it and google/gemma-4-26B-A4B-it Unlike standard llama.cpp quantizations that rely on fixed type heuristics (e.g., Q4_K_M), the Target BPW approach optimizes per-tensor precision where it matters the most, and produces high quality models that meet a precise global file size target. Key Advantages: - VRAM Maximization: Can generate high quality models sized exactly to fit hardware constraints (e.g., fitting the model into exactly 24GB VRAM). - Data-Driven Precision: Quantization mix is determined by actual weight error sensitivity rather than hardcoded rules, often yielding better PPL/KLD size trade-offs. Full benchmarks (PPL, KLD, ARC, MMLU, etc.) and methodology in the models' cards https://huggingface.co/eaddario/gemma-4-E2B-it-GGUF https://huggingface.co/eaddario/gemma-4-E4B-it-GGUF https://huggingface.co/eaddario/gemma-4-26B-A4B-it-GGUF

liked a model 2 days ago

LuffyTheFox/Qwen3.6-35B-A3B-Plus-Uncensored-Wasserstein-GGUF

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Green-Sky 's datasets 3

Green-Sky/mmlu-redux-2.0-for-llama.cpp

Preview • Updated 13 days ago • 192

Green-Sky/mmlu-redux-for-llama.cpp

Preview • Updated 13 days ago • 133

Green-Sky/LongBench-v2-for-llama.cpp

Viewer • Updated 14 days ago • 503 • 24