Renesas/Qwen3-ASR-1.7B-GGUF overview
Qwen3 ASR 1.7B Renesas X5H Introduction This repository contains Qwen3 ASR 1.7B model, which support language identification and speech recognition for 30 lang…
Runs locally from ~612.0 MB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).
Repository Files & Downloads
Model Details
| Model ID | Renesas/Qwen3-ASR-1.7B-GGUF |
|---|---|
| Author | Renesas |
| Pipeline | automatic-speech-recognition |
| License | apache-2.0 |
| Base model | Qwen/Qwen3-ASR-1.7B |
| Last modified | 2026-07-22T11:55:46.000Z |
Model README
---
license: apache-2.0
base_model:
- Qwen/Qwen3-ASR-1.7B
pipeline_tag: automatic-speech-recognition
tags:
- asr
- speech
- generative_ai
- renesas
- x5h
---
Qwen3-ASR-1.7B - Renesas X5H
Introduction
This repository contains Qwen3-ASR-1.7B model, which support language identification and speech recognition for 30 languages and 22 Chinese dialects, optimized for Renesas X5H platform for automatic speech recognition inference.
- Model Architecture:
- Model Summary:
Audio Encoder:
| Parameter | Value |
|:---:|:---:|
| NUM_LAYERS | 24 |
| HIDDEN_SIZE | 1024 |
| FFN_DIM | 4096 |
| NUM_HEADS | 16 |
| HEAD_DIM | 64 |
| MEL_BINS | 128 |
| OUTPUT_DIM | 2048 |
Text Decoder:
| Parameter | Value |
|:---:|:---:|
| NUM_LAYERS | 28 |
| HIDDEN_SIZE | 2048 |
| FFN_DIM | 6144 |
| NUM_HEADS | 16 |
| NUM_KV_HEADS | 8 |
| HEAD_DIM | 128 |
| GROUP_SIZE | 2 |
| VOCAB_SIZE | 151936 |
| RMS_NORM_EPS | 1e-6 |
| ROPE_THETA | 1000000.0 |
- Source Model: Qwen/Qwen3-ASR-1.7B
Performance
The following performance metrics were measured with a 15-second English audio sample.
| Model | Precision | Device | Offloading | Prefill Rate (tokens/sec) Batch size=1 | Decode Rate (tokens/sec) |
|:---:|:---:|:---:|:---:|:---:|:---:|
| Qwen3-ASR-1.7B | W4A16 | X5H - Single Cluster NPX | AudioEncode [NPX] LLM Decoder [NPX] | 20.84 | 20.71 |
| Qwen3-ASR-1.7B | FP16 | X5H - Single Cluster NPX | AudioEncode [NPX] LLM Decoder [NPX] | 12.28 | 12.23 |
Prerequisites
To run model, you need:
- Renesas X5H Board with SDK v4.34.0
- Hugging Face CLI: For downloading the model and installer.
Deployment
Qwen3-ASR-1.7B (W4A16)
- Download the installer qwen3-asr-w4a16-runner-0.1.0-Linux.sh from Files and version tab under w4a16/binaries/rcar-x5hv1/xOS-v4.34/ folder.
- Copy the installer to the X5H board and run the installer.
```bash
bash ./qwen3-asr-w4a16-runner-0.1.0-Linux.sh --prefix=./ --exclude-subdir --skip-license
```
- Download GGUF files Qwen3-ASR-1.7B-FP16.gguf and mmproj-Qwen3-ASR-1.7b-FP16.gguf from Files and version tab under fp16 folder and copy to the installed directory on the X5H board.
- Download the W4A16 coefficients from w4a16/coefficients/ and copy to the installed directory.
- Expected directory structure on the X5H board.
```bash
qwen3-asr-w4a16-runner
├── Qwen3-ASR-1.7B-FP16.gguf
├── mmproj-Qwen3-ASR-1.7b-FP16.gguf
├── firmwares
├── kernel_modules
├── qwen3-asr-w4a16
├── qwen3-asr-w4a16-runner
├── scripts
├── setup_npu.sh
└── test_audio
└── sample_en.wav
```
Inference - Qwen3-ASR-1.7B (W4A16)
bash ./setup_npu.sh
./qwen3-asr-w4a16-runner -m Qwen3-ASR-1.7B-FP16.gguf -v mmproj-Qwen3-ASR-1.7b-FP16.gguf -w test_audio/sample_en.wav -g ./ -s
Qwen3-ASR-1.7B (FP16)
- Download the installer qwen3-asr-runner-0.1.0-Linux.sh from Files and version tab under fp16/binaries/rcar-x5hv1/xOS-v4.34/ folder.
- Copy the installer to the X5H board and run the installer.
```bash
bash ./qwen3-asr-runner-0.1.0-Linux.sh --prefix=./ --exclude-subdir --skip-license
```
- Download GGUF files Qwen3-ASR-1.7B-FP16.gguf and mmproj-Qwen3-ASR-1.7b-FP16.gguf from Files and version tab under fp16 folder and copy to the installed directory on the X5H board.
- Expected directory structure on the X5H board.
```bash
qwen3-asr-runner
├── Qwen3-ASR-1.7B-FP16.gguf
├── mmproj-Qwen3-ASR-1.7b-FP16.gguf
├── firmwares
├── kernel_modules
├── qwen3-asr
├── qwen3-asr-runner
├── scripts
├── setup_npu.sh
└── test_audio
└── sample_en.wav
```
Inference - Qwen3-ASR-1.7B (FP16)
bash ./setup_npu.sh
./qwen3-asr-runner -m Qwen3-ASR-1.7B-FP16.gguf -v mmproj-Qwen3-ASR-1.7b-FP16.gguf -w test_audio/sample_en.wav -g ./ -sRun Renesas/Qwen3-ASR-1.7B-GGUF with guIDE
Download guIDE — the AI-native code editor with local LLM inference and 69 built-in tools.
Source: Hugging Face · Compare models