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LOCAL INFERENCE UTILITY • OLLAMA & GGUF STUDIO

Ollama Modelfile & GGUF Recipe Studio

Generate production-ready Ollama Modelfiles, context templates, and reproducible llama.cpp quantization commands for any Hugging Face model repository. Run open weights locally on Apple Silicon (M1–M4) or PC GPUs with zero cloud spend.

Popular presets:••
Q4_K_M (Medium 4-bit)BEST

Optimal speed & memory balance. Perfect for 8GB/16GB MacBooks and PCs.

6.5 GB RAM4.8 GB
Q5_K_M (High 5-bit)

Near zero perplexity degradation. Great for code generation and math.

8.0 GB RAM5.6 GB
Q8_0 (Full 8-bit)

Virtually identical to FP16 master weights. Maximum reasoning fidelity.

11.5 GB RAM8.5 GB
AWQ (Activation-aware 4-bit)

Optimized for TensorRT-LLM & vLLM GPU inference.

6.0 GB VRAM4.4 GB
Client-Side Generation • 100% Free & Offline-Ready

All Modelfiles are synthesized directly in your browser. You can run them with ollama on macOS, Linux, or Windows without sending any model data to third-party servers.

Why GGUF & Local Inference?

GGUF lets you run 8B, 14B, and 70B models locally on Apple Silicon (Unified Memory) or PC GPUs without cloud API subscription bills.

Runs 100% offline with zero data leakage
Zero per-token billing or monthly rate limits
Hardware accelerated via Apple Metal & NVIDIA CUDA