Variable Allocation Compression model database: as lossless as I've been able to get while compressing billions of model parameters.
Alex
Asystemoffields
AI & ML interests
Compression, creatively reconceiving problems, RL, interpretability, model architecture, model modification, democratization of AI, machines of loving grace type scenarios.
Recent Activity
reacted to danielhanchen's post with 🔥 1 day ago
Gemma 4 12B can now run locally on just 8GB RAM via Dynamic GGUFs.
Google's new model, Gemma 4 12B Unified supports image, audio and 256K context.
You can run and train the model via Unsloth Studio.
GGUF: https://huggingface.co/unsloth/gemma-4-12b-it-GGUF
Guide: https://unsloth.ai/docs/models/gemma-4 updated a model 5 days ago
Asystemoffields/gemma-4-E2B-it-PMRA-GGUF updated a model 5 days ago
Asystemoffields/Qwen3-1.7B-PMRA-IQ3XS-budget-GGUFOrganizations
None yet
Production Mixed-Rate Allocation helps anyone make highly performant ggufs by mixing optimal tensors. Enjoy! This is the first iteration of PMRA.
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Asystemoffields/gemma-4-E2B-it-PMRA-GGUF
Text Generation • 5B • Updated • 2.26k -
Asystemoffields/Ministral-3-8B-Instruct-PMRA-GGUF
Text Generation • 8B • Updated • 1.4k • 1 -
Asystemoffields/Qwen3-1.7B-PMRA-IQ3XS-budget-GGUF
Text Generation • 2B • Updated • 607 -
Asystemoffields/Huihui-Qwen3.5-4B-Abliterated-PMRA-GGUF
Text Generation • 4B • Updated • 1.4k
Variable Allocation Compression model database: as lossless as I've been able to get while compressing billions of model parameters.
Production Mixed-Rate Allocation helps anyone make highly performant ggufs by mixing optimal tensors. Enjoy! This is the first iteration of PMRA.
-
Asystemoffields/gemma-4-E2B-it-PMRA-GGUF
Text Generation • 5B • Updated • 2.26k -
Asystemoffields/Ministral-3-8B-Instruct-PMRA-GGUF
Text Generation • 8B • Updated • 1.4k • 1 -
Asystemoffields/Qwen3-1.7B-PMRA-IQ3XS-budget-GGUF
Text Generation • 2B • Updated • 607 -
Asystemoffields/Huihui-Qwen3.5-4B-Abliterated-PMRA-GGUF
Text Generation • 4B • Updated • 1.4k
models 8
Asystemoffields/Huihui-Qwen3.5-4B-Abliterated-PMRA-GGUF
Text Generation • 4B • Updated • 1.4k
Asystemoffields/IBM-granite-4.1-8b-heretic-PMRA-GGUF
Text Generation • 8B • Updated • 673 • 1
Asystemoffields/gemma-4-E2B-it-PMRA-GGUF
Text Generation • 5B • Updated • 2.26k
Asystemoffields/Qwen3-1.7B-PMRA-IQ3XS-budget-GGUF
Text Generation • 2B • Updated • 607
Asystemoffields/Ministral-3-8B-Instruct-PMRA-GGUF
Text Generation • 8B • Updated • 1.4k • 1
Asystemoffields/OLMo-3-7B-Think-VAC
Text Generation • 4B • Updated • 36
Asystemoffields/Cclilqwen
Text Generation • 0.8B • Updated
Asystemoffields/disco-103
Updated
datasets 0
None public yet