README.md

---
title: README
emoji: 🔥
colorFrom: purple
colorTo: purple
sdk: static
pinned: true
---

[These are my own quantizations (updated almost daily).](https://huggingface.co./spaces/RobertSinclair)  

The difference with normal quantizations is that I quantize the output and embed tensors to f16.  
and the other tensors to 15_k,q6_k or q8_0.  
This creates models that are little or not degraded at all and have a smaller size.  
They run at about 3-6 t/sec on CPU only using llama.cpp  
And obviously faster on computers with potent GPUs   

ALL the models were quantized in this way:  
```
python llama.cpp/convert_hf_to_gguf.py --outtype f16 model --outfile model.f16.gguf

quantize.exe --allow-requantize --output-tensor-type f16 --token-embedding-type f16 model.f16.gguf model.f16.q5.gguf q5_k  
quantize.exe --allow-requantize --output-tensor-type f16 --token-embedding-type f16 model.f16.gguf model.f16.q6.gguf q6_k  
quantize.exe --allow-requantize --output-tensor-type f16 --token-embedding-type f16 model.f16.gguf model.f16.q6.gguf q8_0  
quantize.exe --allow-requantize --pure model.f16.gguf model.f16.q8_p.gguf q8_0   
```

* [ZeroWw/Mistral-Nemo-Instruct-2407-GGUF](https://huggingface.co./ZeroWw/Mistral-Nemo-Instruct-2407-GGUF)
* [ZeroWw/L3-8B-Celeste-V1.2-GGUF](https://huggingface.co./ZeroWw/L3-8B-Celeste-V1.2-GGUF)
* [ZeroWw/xLAM-1b-fc-r-GGUF](https://huggingface.co./ZeroWw/xLAM-7b-fc-r-GGUF)
* [ZeroWw/xLAM-1b-fc-r-GGUF](https://huggingface.co./ZeroWw/xLAM-1b-fc-r-GGUF)
* [ZeroWw/Mistral-7B-Instruct-v0.3-GGUF](https://huggingface.co./ZeroWw/Mistral-7B-Instruct-v0.3-GGUF)
* [ZeroWw/L3-8b-Rosier-v1-GGUF](https://huggingface.co./ZeroWw/L3-8b-Rosier-v1-GGUF)
* [ZeroWw/llama3-turbcat-instruct-8b-GGUF](https://huggingface.co./ZeroWw/llama3-turbcat-instruct-8b-GGUF)
* [ZeroWw/L3-SthenoMaid-8B-V1-GGUF](https://huggingface.co./ZeroWw/L3-SthenoMaid-8B-V1-GGUF)
* [L3-8B-Celeste-v1-GGUF](https://huggingface.co./ZeroWw/L3-8B-Celeste-v1-GGUF)
* [ZeroWw/Gemmasutra-9B-v1b-GGUF](https://huggingface.co./ZeroWw/Gemmasutra-9B-v1b-GGUF)
* [ZeroWw/ghost-7b-alpha-GGUF](https://huggingface.co./ZeroWw/ghost-7b-alpha-GGUF)
* [ZeroWw/palmer-004-turbo-GGUF](https://huggingface.co./ZeroWw/palmer-004-turbo-GGUF)
* [ZeroWw/Hermes-2-Pro-Llama-3-8B-GGUF](https://huggingface.co./ZeroWw/Hermes-2-Pro-Llama-3-8B-GGUF)
* [ZeroWw/h2o-danube3-4b-chat-GGUF](https://huggingface.co./ZeroWw/h2o-danube3-4b-chat-GGUF)
* [ZeroWw/h2o-danube3-500m-chat-GGUF](https://huggingface.co./ZeroWw/h2o-danube3-500m-chat-GGUF)
* [ZeroWw/Smegmma-9B-v1-GGUF](https://huggingface.co./ZeroWw/Smegmma-9B-v1-GGUF)
* [ZeroWw/Mixtral_AI_Cyber_4.0-GGUF](https://huggingface.co./ZeroWw/Mixtral_AI_Cyber_4.0-GGUF)
* [ZeroWw/Llama-3-8B-Lexi-Uncensored-GGUF](https://huggingface.co./ZeroWw/Llama-3-8B-Lexi-Uncensored-GGUF)
* [ZeroWw/Tiger-Gemma-9B-v1-GGUF](https://huggingface.co./ZeroWw/Tiger-Gemma-9B-v1-GGUF)
* [ZeroWw/gpt2-xl-GGUF](https://huggingface.co./ZeroWw/gpt2-xl-GGUF)
* [ZeroWw/Arcee-Spark-GGUF](https://huggingface.co./ZeroWw/Arcee-Spark-GGUF)
* [ZeroWw/phillama-3.8b-v0.1-GGUF](https://huggingface.co./ZeroWw/phillama-3.8b-v0.1-GGUF)
* [ZeroWw/codegeex4-all-9b-GGUF](https://huggingface.co./ZeroWw/codegeex4-all-9b-GGUF)
* [ZeroWw/DeepSeek-V2-Lite-Chat-GGUF](https://huggingface.co./ZeroWw/DeepSeek-V2-Lite-Chat-GGUF)
* [ZeroWw/NuminaMath-7B-TIR-GGUF](https://huggingface.co./ZeroWw/NuminaMath-7B-TIR-GGUF)
* [ZeroWw/Phi-3-mini-128k-instruct-abliterated-v3-GGUF](https://huggingface.co./ZeroWw/Phi-3-mini-128k-instruct-abliterated-v3-GGUF)
* [ZeroWw/Phi-3-song-lyrics-1.0-GGUF](https://huggingface.co./ZeroWw/Phi-3-song-lyrics-1.0-GGUF)
* [ZeroWw/Meta-Llama-3-8B-Instruct-GGUF](https://huggingface.co./ZeroWw/Meta-Llama-3-8B-Instruct-GGUF)
* [ZeroWw/LLaMAX3-8B-Alpaca-GGUF](https://huggingface.co./ZeroWw/LLaMAX3-8B-Alpaca-GGUF)
* [ZeroWw/LLaMAX3-8B-GGUF](https://huggingface.co./ZeroWw/LLaMAX3-8B-GGUF)
* [ZeroWw/Moistral-11B-v3-GGUF](https://huggingface.co./ZeroWw/Moistral-11B-v3-GGUF)
* [ZeroWw/Moistral-11B-v4-GGUF](https://huggingface.co./ZeroWw/Moistral-11B-v4-GGUF)
* [ZeroWw/L3-Blackfall-Summanus-v0.1-15B-GGUF](https://huggingface.co./ZeroWw/L3-Blackfall-Summanus-v0.1-15B-GGUF)
* [ZeroWw/Smegmma-Deluxe-9B-v1-GGUF](https://huggingface.co./ZeroWw/Smegmma-Deluxe-9B-v1-GGUF)
* [ZeroWw/internlm2_5-7b-chat-GGUF](https://huggingface.co./ZeroWw/internlm2_5-7b-chat-GGUF)
* [ZeroWw/glm-4-9b-chat-GGUF](https://huggingface.co./ZeroWw/glm-4-9b-chat-GGUF)
* [ZeroWw/llama3-8B-DarkIdol-2.2-Uncensored-1048K-GGUF](https://huggingface.co./ZeroWw/llama3-8B-DarkIdol-2.2-Uncensored-1048K-GGUF)
* [ZeroWw/Gemma-2-9B-It-SPPO-Iter3-GGUF](https://huggingface.co./ZeroWw/Gemma-2-9B-It-SPPO-Iter3-GGUF)
* [ZeroWw/Phi-3-mini-4k-geminified-GGUF](https://huggingface.co./ZeroWw/Phi-3-mini-4k-geminified-GGUF)
* [ZeroWw/CodeQwen1.5-7B-Chat-GGUF](https://huggingface.co./ZeroWw/CodeQwen1.5-7B-Chat-GGUF)
* [ZeroWw/NeuralPipe-7B-slerp-GGUF](https://huggingface.co./ZeroWw/NeuralPipe-7B-slerp-GGUF)
* [ZeroWw/Llama-3-8B-Instruct-Gradient-4194k-GGUF](https://huggingface.co./ZeroWw/Llama-3-8B-Instruct-Gradient-4194k-GGUF)
* [ZeroWw/gemma-2-9b-it-GGUF](https://huggingface.co./ZeroWw/gemma-2-9b-it-GGUF)
* [ZeroWw/llama3-8B-DarkIdol-2.1-Uncensored-32K-GGUF](https://huggingface.co./ZeroWw/llama3-8B-DarkIdol-2.1-Uncensored-32K-GGUF)
* [ZeroWw/Meta-Llama-3-8B-Instruct-abliterated-v3-GGUF](https://huggingface.co./ZeroWw/Meta-Llama-3-8B-Instruct-abliterated-v3-GGUF)
* [ZeroWw/Hathor_Stable-v0.2-L3-8B-GGUF](https://huggingface.co./ZeroWw/Hathor_Stable-v0.2-L3-8B-GGUF)
* [ZeroWw/L3-Aethora-15B-V2-GGUF](https://huggingface.co./ZeroWw/L3-Aethora-15B-V2-GGUF)
* [ZeroWw/L3-8B-Stheno-v3.3-32K-GGUF](https://huggingface.co./ZeroWw/L3-8B-Stheno-v3.3-32K-GGUF)
* [ZeroWw/Llama-3-8B-Instruct-Gradient-1048k-GGUF](https://huggingface.co./ZeroWw/Llama-3-8B-Instruct-Gradient-1048k-GGUF)
* [ZeroWw/Pythia-Chat-Base-7B-GGUF](https://huggingface.co./ZeroWw/Pythia-Chat-Base-7B-GGUF)
* [ZeroWw/Yi-1.5-6B-Chat-GGUF](https://huggingface.co./ZeroWw/Yi-1.5-6B-Chat-GGUF)
* [ZeroWw/DeepSeek-Coder-V2-Lite-Base-GGUF](https://huggingface.co./ZeroWw/DeepSeek-Coder-V2-Lite-Base-GGUF)
* [ZeroWw/Yi-1.5-9B-32K-GGUF](https://huggingface.co./ZeroWw/Yi-1.5-9B-32K-GGUF)
* [ZeroWw/aya-23-8B-GGUF](https://huggingface.co./ZeroWw/aya-23-8B-GGUF)
* [ZeroWw/MixTAO-7Bx2-MoE-v8.1-GGUF](https://huggingface.co./ZeroWw/MixTAO-7Bx2-MoE-v8.1-GGUF)
* [ZeroWw/Phi-3-medium-128k-instruct-GGUF](https://huggingface.co./ZeroWw/Phi-3-medium-128k-instruct-GGUF)
* [ZeroWw/Phi-3-mini-128k-instruct-GGUF](https://huggingface.co./ZeroWw/Phi-3-mini-128k-instruct-GGUF)
* [ZeroWw/Qwen1.5-7B-Chat-GGUF](https://huggingface.co./ZeroWw/Qwen1.5-7B-Chat-GGUF)
* [ZeroWw/NeuralDaredevil-8B-abliterated-GGUF](https://huggingface.co./ZeroWw/NeuralDaredevil-8B-abliterated-GGUF)
* [ZeroWw/Mistroll-7B-v2.2-GGUF](https://huggingface.co./ZeroWw/Mistroll-7B-v2.2-GGUF)
* [ZeroWw/Samantha-Qwen-2-7B-GGUF](https://huggingface.co./ZeroWw/Samantha-Qwen-2-7B-GGUF)
* [ZeroWw/NSFW_DPO_Noromaid-7b-Mistral-7B-Instruct-v0.1-GGUF](https://huggingface.co./ZeroWw/NSFW_DPO_Noromaid-7b-Mistral-7B-Instruct-v0.1-GGUF)
* [ZeroWw/microsoft_WizardLM-2-7B-GGUF](https://huggingface.co./ZeroWw/microsoft_WizardLM-2-7B-GGUF)