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SurgeFF/AriaV9.3
AriaV9.3 is a machine learning model from SurgeFF. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
Full merged model — unsloth/gemma-4-12b-it (gemma4unified, 12B) with the AriaV9.3 fine-tune (adapter-v7, DMT staged QLoRA on Surge's home fleet) merged into the base weights. This repo previously contained only the Lo…
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From the Hugging Face model README
Full merged model — unsloth/gemma-4-12b-it (gemma4_unified, 12B) with the
AriaV9.3 fine-tune (adapter-v7, DMT staged QLoRA on Surge's home fleet) merged
into the base weights. This repo previously contained only the LoRA adapter;
that adapter now lives under adapter/ and the root is the complete model.
AutoModelForCausalLM.from_pretrained("SurgeFF/AriaV9.3") or Unsloth.gguf/: full llama.cpp quant ladder — F16, Q2_K, Q3_K_S/M/L, Q4_0,
Q4_K_S/M, Q5_0, Q5_K_S/M, Q6_K, Q8_0.adapter/: the original LoRA adapter (PEFT), for stacking or re-training.| capability | score |
|---|---|
| math (GSM8K-100) | 0.87 |
| tools | 1.00 |
| identity | 1.00 |
| identity_bare | 0.50 |
| memory | 0.95 |
| mean | 0.864 |
Base unsloth/gemma-4-12b-it → continuation QLoRA (r=32, α=32, attention+MLP
target modules, no embedding pass) over the AgentOS self-training corpus
(975 task rows + multimodal floor 25%) → promoted as AriaV9.3 on 2026-08-06.
Private fleet model. Trained and merged on CudaCuda (RTX 3090 / local only).