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README.md
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[ https://huggingface.co/Qwen/Qwen3-4B ]
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[ Model card, and examples to follow. ]
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[ https://huggingface.co/Qwen/Qwen3-4B ]
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[ Model card, and examples to follow. ]
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---
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<h2>Special Thanks:</h2>
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---
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Special thanks to all the following, and many more...
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All the model makers, fine tuners, mergers, and tweakers:
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- Provides the raw "DNA" for almost all my models.
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- Sources of model(s) can be found on the repo pages, especially the "source" repos with link(s) to the model creator(s).
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Huggingface [ https://huggingface.co ] :
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- The place to store, merge, and tune models endlessly.
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- THE reason we have an open source community.
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LlamaCPP [ https://github.com/ggml-org/llama.cpp ] :
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- The ability to compress and run models on GPU(s), CPU(s) and almost all devices.
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- Imatrix, Quantization, and other tools to tune the quants and the models.
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- Llama-Server : A cli based direct interface to run GGUF models.
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- The only tool I use to quant models.
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Quant-Masters: Team Mradermacher, Bartowski, and many others:
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- Quant models day and night for us all to use.
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- They are the lifeblood of open source access.
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MergeKit [ https://github.com/arcee-ai/mergekit ] :
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- The universal online/offline tool to merge models together and forge something new.
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- Over 20 methods to almost instantly merge model, pull them apart and put them together again.
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- The tool I have used to create over 1500 models.
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Lmstudio [ https://lmstudio.ai/ ] :
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- The go to tool to test and run models in GGUF format.
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- The Tool I use to test/refine and evaluate new models.
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- LMStudio forum on discord; endless info and community for open source.
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Text Generation Webui // KolboldCPP // SillyTavern:
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- Excellent tools to run GGUF models with - [ https://github.com/oobabooga/text-generation-webui ] [ https://github.com/LostRuins/koboldcpp ] .
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- Sillytavern [ https://github.com/SillyTavern/SillyTavern ] can be used with LMSTudio [ https://lmstudio.ai/ ] , TextGen [ https://github.com/oobabooga/text-generation-webui ], Kolboldcpp [ https://github.com/LostRuins/koboldcpp ], Llama-Server [part of LLAMAcpp] as a off the scale front end control system and interface to work with models.
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