Text Generation
Transformers
GGUF
llama-cpp
Inference Endpoints
imatrix
conversational

IntelligentEstate/Vega_lm-7B-Q5K_S-GGUF

!!+=Testing in progress=+!!

As of 02/15/2025 this model's capabilities are top in class/size an optimal base for any Swarm/Node or tool use agent or simply in chat and information tasks on rescource limited and GPU based models it's ability to reason without "Waiting" or interrupting it's own thought process is a unique property of the base model's matrix smoothing and the Imprtance matrix's direction creating a near new model state with refined and extended properties. Currently 03mini more than 80% of the time in long reasoning problems. If the model is give similar rescources it would be the state of the art but tool use has not been explored in this model and it is essentially uncensored so use with extreame caution. Not recomended with Limit Crossing S-AGI until further testing has been completed.

vega-based.png

This model was converted to GGUF format from internlm/OREAL-7B Refer to the original model card for more details on the model.

Example of base reasoning limit preservation.(Very bad and Perplex Prompt at the frontier of Qwen's ability) Questions with High perplexity words and situations which are at the edge of a model's reasoning capablities(easily exceeds o3 even at Q4 Make sure to open up the context and tune your setup for your needs) {51882154-F9C6-418C-AEE1-82E3340AAF3B}.png

Use with llama.cpp

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

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GGUF
Model size
7.62B params
Architecture
qwen2
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This model is not currently available via any of the supported Inference Providers.

Model tree for IntelligentEstate/Vega_lm-7B-Q5K_S-GGUF

Base model

Qwen/Qwen2.5-7B
Finetuned
internlm/OREAL-7B
Quantized
(13)
this model

Datasets used to train IntelligentEstate/Vega_lm-7B-Q5K_S-GGUF