Magnus-SYMB — SYNAXIM Text Inference

⚡ v0.1.x — Text-only. Optimized for fast text generation through SYNAXIM's O(1) Symbiotic State Engine. Multimodal (vision, audio) planned for v0.2.x.

Quick Start

pip install git+https://github.com/GRRN-MAKER/SYNAXIM.git
huggingface-cli download GRRNMAKE/Magnus-SYMB --local-dir ./magnus-symb

from grrn_inference import GRRNModel

model = GRRNModel.from_pretrained("./magnus-symb", device="cuda")
result = model.generate("Hello, I am Magnus.", max_tokens=50, temperature=0.7)
print(result.text)

Model Details

Property	Value
Name	Magnus
Source	GRRNMAKE/Magnus
Base	Mistral-7B-Instruct-v0.3
Modality	Text-only (v0.1.x)
Parameters	~7.24B
Layers	32, D=4096, 32Q/8KV
Format	.symb INT4 (3.85 GB)
Adapter	32-layer Symbiotic Gate (trained via knowledge distillation)

Backends

Backend	Device	Speed
Triton GPU	device="cuda"	🔥 Fastest
Numba CPU	device="cpu"	⚡ Fast
NumPy	device="cpu-numpy"	Baseline

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Engine: GRRN-MAKER/SYNAXIM | Author: GRRNMAKER