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# Qwen3-TTS Offline Inference
Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/offline_inference/qwen3_tts>.
This directory contains an offline demo for running Qwen3 TTS models with vLLM Omni. It builds task-specific inputs and generates WAV files locally.
## Model Overview
Qwen3 TTS provides multiple task variants for speech generation:
- **CustomVoice**: Generate speech with a known speaker identity (speaker ID) and optional instruction.
- **VoiceDesign**: Generate speech from text plus a descriptive instruction that designs a new voice.
- **Base**: Voice cloning using a reference audio + reference transcript, with optional mode selection.
## Setup
Please refer to the [stage configuration documentation](https://docs.vllm.ai/projects/vllm-omni/en/latest/configuration/stage_configs/) to configure memory allocation appropriately for your hardware setup.
## Quick Start
Run a single sample for a task:
```
python end2end.py --query-type CustomVoice
```
Generated audio files are saved to `output_audio/` by default.
## Task Usage
### CustomVoice
Single sample:
```
python end2end.py --query-type CustomVoice
```
Batch sample (multiple prompts in one run):
```
python end2end.py --query-type CustomVoice --use-batch-sample
```
### VoiceDesign
Single sample:
```
python end2end.py --query-type VoiceDesign
```
Batch sample:
```
python end2end.py --query-type VoiceDesign --use-batch-sample
```
### Base (Voice Clone)
Single sample:
```
python end2end.py --query-type Base
```
Batch sample:
```
python end2end.py --query-type Base --use-batch-sample
```
Mode selection for Base:
- `--mode-tag icl` (default): standard mode
- `--mode-tag xvec_only`: enable `x_vector_only_mode` in the request
Examples:
```
python end2end.py --query-type Base --mode-tag icl
```
## Notes
- The script uses the model paths embedded in `end2end.py`. Update them if your local cache path differs.
- Use `--output-dir` (preferred) or `--output-wav` to change the output folder.
## Example materials
??? abstract "end2end.py"
``````py
--8<-- "examples/offline_inference/qwen3_tts/end2end.py"
``````