---
language:
- en
license: apache-2.0
base_model:
- Jackrong/Qwopus3.5-9B-v3
tags:
- qwen3.5
- deltanet
- hipfire
- rdna
- amd
pipeline_tag: text-generation
---

# Qwopus3.5-9B-v3 — hipfire quantized

[Jackrong/Qwopus3.5-9B-v3](https://huggingface.co/Jackrong/Qwopus3.5-9B-v3) quantized for [hipfire](https://github.com/Kaden-Schutt/hipfire), a Rust-native inference engine for AMD RDNA GPUs.

## Files

| File | Quant | Size | Speed (5700 XT) | Notes |
|------|-------|------|-----------------|-------|
| `qwopus-9b.hf4` | HF4 (4-bit) | 4.5 GB | ~41 tok/s | Faster, fits 8GB VRAM |
| `qwopus-9b.hf6` | HF6 (6-bit) | 6.9 GB | ~34 tok/s | Better quality, needs 8GB |

## Usage

```bash
# Install hipfire
curl -L https://raw.githubusercontent.com/Kaden-Schutt/hipfire/master/scripts/install.sh | bash

# Pull and run
hipfire pull qwopus:9b        # HF4 (default)
hipfire pull qwopus:9b-hf6    # HF6 (higher quality)
hipfire run qwopus:9b
```

## About

Qwopus3.5-9B-v3 is a Qwen3.5-9B finetune by [Jackrong](https://huggingface.co/Jackrong). It uses the same DeltaNet hybrid architecture (linear attention + full attention layers) and ChatML chat template as the base Qwen3.5 model.

hipfire runs this model natively on AMD GPUs (RDNA 1-4) without ROCm runtime overhead. Kernels JIT-compile for the detected GPU architecture.

## Hardware

Any AMD GPU with HIP SDK support:
- RDNA 1: RX 5500/5600/5700
- RDNA 2: RX 6600/6700/6800/6900
- RDNA 3: RX 7600/7800/7900
- RDNA 4: RX 9070
- APUs: Strix Halo, Strix Point

## License

Same as upstream: Apache 2.0