Merge pull request #311 from Arcitec/indextts2-arc

IndexTTS2 Maintenance Patches
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@ -136,6 +136,18 @@ git lfs pull # download large repository files
3. Install the [uv](https://docs.astral.sh/uv/getting-started/installation/) package
manager. It is *required* for a reliable, modern installation environment.
> [!WARNING]
> We **only** support the `uv` installation method. Other tools, such as `conda`
> or `pip`, don't provide any guarantees that they will install the correct
> dependency versions. You will almost certainly have *random bugs, error messages,*
> *missing GPU acceleration, and various other problems* if you don't use `uv`.
> Please *do not report any issues* if you use non-standard installations, since
> almost all such issues are invalid.
>
> Furthermore, `uv` is [up to 115x faster](https://github.com/astral-sh/uv/blob/main/BENCHMARKS.md)
> than `pip`, which is another *great* reason to embrace the new industry-standard
> for Python project management.
4. Install required dependencies:
We use `uv` to manage the project's dependency environment. The following command
@ -151,11 +163,23 @@ If the download is slow, please try a *local mirror*, for example China:
uv sync --all-extras --default-index "https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"
```
**Tip:** You can remove the `--all-extras` flag if you don't want to install the WebUI support.
> [!TIP]
> **Available Extra Features:**
>
> - `--all-extras`: Automatically adds *every* extra feature listed below. You can
> remove this flag if you want to customize your installation choices.
> - `--extra webui`: Adds WebUI support (recommended).
> - `--extra deepspeed`: Adds DeepSpeed support (faster inference).
**Important:** If you see an error about CUDA during the installation, please ensure
that you have installed NVIDIA's [CUDA Toolkit](https://developer.nvidia.com/cuda-toolkit)
version 12.8 (or newer) on your system.
> [!IMPORTANT]
> **Important (Windows):** The DeepSpeed library may be difficult to install for
> some Windows users. You can skip it by removing the `--all-extras` flag. If you
> want any of the other extra features above, you can manually add their specific
> feature flags instead.
>
> **Important (Linux/Windows):** If you see an error about CUDA during the installation,
> please ensure that you have installed NVIDIA's [CUDA Toolkit](https://developer.nvidia.com/cuda-toolkit)
> version **12.8** (or newer) on your system.
5. Download the required models:
@ -175,6 +199,7 @@ uv tool install "modelscope"
modelscope download --model IndexTeam/IndexTTS-2 --local_dir checkpoints
```
> [!NOTE]
> In addition to the above models, some small models will also be automatically
> downloaded when the project is run for the first time. If your network environment
> has slow access to HuggingFace, it is recommended to execute the following
@ -207,13 +232,23 @@ uv run webui.py
Open your browser and visit `http://127.0.0.1:7860` to see the demo.
You can also adjust the settings to enable features such as FP16 inference (lower
VRAM usage), DeepSpeed acceleration, compiled CUDA kernels for speed, etc. All
available options can be seen via the following command:
```bash
uv run python webui.py -h
```
Have fun!
#### 📝 Using IndexTTS2 in Python
To run scripts, you *must* use the `uv run <file.py>` command to ensure that
the code runs inside your current "uv" environment. It *may* also be necessary
to add the current directory to your `PYTHONPATH`, to help it find the IndexTTS
modules.
the code runs inside your current "uv" environment. It *may* sometimes also be
necessary to add the current directory to your `PYTHONPATH`, to help it find
the IndexTTS modules.
Example of running a script via `uv`:
@ -227,7 +262,7 @@ Here are several examples of how to use IndexTTS2 in your own scripts:
```python
from indextts.infer_v2 import IndexTTS2
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False)
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False, use_deepspeed=False)
text = "Translate for me, what is a surprise!"
tts.infer(spk_audio_prompt='examples/voice_01.wav', text=text, output_path="gen.wav", verbose=True)
```
@ -236,7 +271,7 @@ tts.infer(spk_audio_prompt='examples/voice_01.wav', text=text, output_path="gen.
```python
from indextts.infer_v2 import IndexTTS2
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False)
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False, use_deepspeed=False)
text = "酒楼丧尽天良,开始借机竞拍房间,哎,一群蠢货。"
tts.infer(spk_audio_prompt='examples/voice_07.wav', text=text, output_path="gen.wav", emo_audio_prompt="examples/emo_sad.wav", verbose=True)
```
@ -247,7 +282,7 @@ tts.infer(spk_audio_prompt='examples/voice_07.wav', text=text, output_path="gen.
```python
from indextts.infer_v2 import IndexTTS2
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False)
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False, use_deepspeed=False)
text = "酒楼丧尽天良,开始借机竞拍房间,哎,一群蠢货。"
tts.infer(spk_audio_prompt='examples/voice_07.wav', text=text, output_path="gen.wav", emo_audio_prompt="examples/emo_sad.wav", emo_alpha=0.9, verbose=True)
```
@ -261,7 +296,7 @@ tts.infer(spk_audio_prompt='examples/voice_07.wav', text=text, output_path="gen.
```python
from indextts.infer_v2 import IndexTTS2
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False)
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False, use_deepspeed=False)
text = "哇塞!这个爆率也太高了!欧皇附体了!"
tts.infer(spk_audio_prompt='examples/voice_10.wav', text=text, output_path="gen.wav", emo_vector=[0, 0, 0, 0, 0, 0, 0.45, 0], use_random=False, verbose=True)
```
@ -274,7 +309,7 @@ tts.infer(spk_audio_prompt='examples/voice_10.wav', text=text, output_path="gen.
```python
from indextts.infer_v2 import IndexTTS2
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False)
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False, use_deepspeed=False)
text = "快躲起来!是他要来了!他要来抓我们了!"
tts.infer(spk_audio_prompt='examples/voice_12.wav', text=text, output_path="gen.wav", use_emo_text=True, use_random=False, verbose=True)
```
@ -286,7 +321,7 @@ tts.infer(spk_audio_prompt='examples/voice_12.wav', text=text, output_path="gen.
```python
from indextts.infer_v2 import IndexTTS2
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False)
tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=False, use_deepspeed=False)
text = "快躲起来!是他要来了!他要来抓我们了!"
emo_text = "你吓死我了!你是鬼吗?"
tts.infer(spk_audio_prompt='examples/voice_12.wav', text=text, output_path="gen.wav", use_emo_text=True, emo_text=emo_text, use_random=False, verbose=True)

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@ -47,7 +47,7 @@ class IndexTTS2:
use_fp16 (bool): whether to use fp16.
device (str): device to use (e.g., 'cuda:0', 'cpu'). If None, it will be set automatically based on the availability of CUDA or MPS.
use_cuda_kernel (None | bool): whether to use BigVGan custom fused activation CUDA kernel, only for CUDA device.
use_deepspeed (bool): whether to use deepspeed or not.
use_deepspeed (bool): whether to use DeepSpeed or not.
"""
if device is not None:
self.device = device
@ -88,12 +88,12 @@ class IndexTTS2:
self.gpt.eval()
print(">> GPT weights restored from:", self.gpt_path)
try:
import deepspeed
except (ImportError, OSError, CalledProcessError) as e:
if use_deepspeed:
print(f">> DeepSpeed加载失败回退到标准推理: {e}")
use_deepspeed = False
if use_deepspeed:
try:
import deepspeed
except (ImportError, OSError, CalledProcessError) as e:
use_deepspeed = False
print(f">> Failed to load DeepSpeed. Falling back to normal inference. Error: {e}")
self.gpt.post_init_gpt2_config(use_deepspeed=use_deepspeed, kv_cache=True, half=self.use_fp16)
@ -149,7 +149,7 @@ class IndexTTS2:
print(">> campplus_model weights restored from:", campplus_ckpt_path)
bigvgan_name = self.cfg.vocoder.name
self.bigvgan = bigvgan.BigVGAN.from_pretrained(bigvgan_name, use_cuda_kernel=True if self.use_cuda_kernel else False)
self.bigvgan = bigvgan.BigVGAN.from_pretrained(bigvgan_name, use_cuda_kernel=self.use_cuda_kernel)
self.bigvgan = self.bigvgan.to(self.device)
self.bigvgan.remove_weight_norm()
self.bigvgan.eval()

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@ -3,6 +3,7 @@ name = "indextts"
version = "2.0.0"
description = "IndexTTS2: A Breakthrough in Emotionally Expressive and Duration-Controlled Auto-Regressive Zero-Shot Text-to-Speech"
authors = [{ name = "Bilibili IndexTTS Team" }]
license = "LicenseRef-Bilibili-IndexTTS"
license-files = ["LICEN[CS]E*", "INDEX_MODEL_LICENSE*"]
readme = "README.md"
classifiers = [
@ -30,8 +31,8 @@ dependencies = [
"accelerate==1.8.1",
"cn2an==0.5.22",
"cython==3.0.7",
"deepspeed==0.17.1",
"descript-audiotools==0.7.2",
"einops>=0.8.1",
"ffmpeg-python==0.2.0",
"g2p-en==2.1.0",
"jieba==0.42.1",
@ -66,6 +67,10 @@ dependencies = [
webui = [
"gradio>=5.44.1",
]
# To install the DeepSpeed support, use `uv sync --extra deepspeed` (or `--all-extras`).
deepspeed = [
"deepspeed==0.17.1",
]
[project.urls]
Homepage = "https://github.com/index-tts/index-tts"

75
uv.lock generated
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@ -1164,8 +1164,8 @@ dependencies = [
{ name = "accelerate" },
{ name = "cn2an" },
{ name = "cython" },
{ name = "deepspeed" },
{ name = "descript-audiotools" },
{ name = "einops" },
{ name = "ffmpeg-python" },
{ name = "g2p-en" },
{ name = "jieba" },
@ -1196,6 +1196,9 @@ dependencies = [
]
[package.optional-dependencies]
deepspeed = [
{ name = "deepspeed" },
]
webui = [
{ name = "gradio" },
]
@ -1205,8 +1208,9 @@ requires-dist = [
{ name = "accelerate", specifier = "==1.8.1" },
{ name = "cn2an", specifier = "==0.5.22" },
{ name = "cython", specifier = "==3.0.7" },
{ name = "deepspeed", specifier = "==0.17.1" },
{ name = "deepspeed", marker = "extra == 'deepspeed'", specifier = "==0.17.1" },
{ name = "descript-audiotools", specifier = "==0.7.2" },
{ name = "einops", specifier = ">=0.8.1" },
{ name = "ffmpeg-python", specifier = "==0.2.0" },
{ name = "g2p-en", specifier = "==2.1.0" },
{ name = "gradio", marker = "extra == 'webui'", specifier = ">=5.44.1" },
@ -1236,7 +1240,7 @@ requires-dist = [
{ name = "wetext", marker = "sys_platform != 'linux'", specifier = ">=0.0.9" },
{ name = "wetextprocessing", marker = "sys_platform == 'linux'" },
]
provides-extras = ["webui"]
provides-extras = ["webui", "deepspeed"]
[[package]]
name = "inflect"
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[[package]]

View File

@ -25,8 +25,8 @@ parser.add_argument("--port", type=int, default=7860, help="Port to run the web
parser.add_argument("--host", type=str, default="0.0.0.0", help="Host to run the web UI on")
parser.add_argument("--model_dir", type=str, default="./checkpoints", help="Model checkpoints directory")
parser.add_argument("--fp16", action="store_true", default=False, help="Use FP16 for inference if available")
parser.add_argument("--use_deepspeed", action="store_true", default=False, help="Use Deepspeed to accelerate if available")
parser.add_argument("--cuda_kernel", action="store_true", default=False, help="Use cuda kernel for inference if available")
parser.add_argument("--use_deepspeed", action="store_true", default=False, help="Use DeepSpeed to accelerate if available")
parser.add_argument("--cuda_kernel", action="store_true", default=False, help="Use CUDA kernel for inference if available")
parser.add_argument("--gui_seg_tokens", type=int, default=120, help="GUI: Max tokens per generation segment")
cmd_args = parser.parse_args()