---
license: apache-2.0
base_model: GRRNMAKE/Magnus
tags:
  - synaxim
  - grrn-inference
  - int4
  - symbiotic-gate
  - framework-free
  - magnus
  - mistral
  - text-generation
pipeline_tag: text-generation
---

# 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

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

```python
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](https://huggingface.co/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 |

---

**Engine**: [GRRN-MAKER/SYNAXIM](https://github.com/GRRN-MAKER/SYNAXIM) | **Author**: [GRRNMAKER](https://github.com/GRRN-MAKER)