From cdcc62ae22ad7264544a5f38f23e0e93bf84fb79 Mon Sep 17 00:00:00 2001 From: Johnny Arcitec <38923130+Arcitec@users.noreply.github.com> Date: Tue, 9 Sep 2025 06:51:45 +0200 Subject: [PATCH] IndexTTS2 Release Preparation, Part 2 (#291) * fix: Configure "uv" build system to use CUDA on supported platforms - Linux builds of PyTorch always have CUDA acceleration built-in, but Windows only has it if we request a CUDA build. - The built-in CUDA on Linux uses old libraries and can be slow. - We now request PyTorch built for the most modern CUDA Toolkit on Linux + Windows, to solve both problems. - Mac uses PyTorch without CUDA support, since it doesn't exist on that platform. - Other dependencies have received new releases and are included in this fix too: * click was downgraded because the author revoked 8.2.2 due to a bug. * wetext received a new release now. * fix: Use PyPI as the hashing reference in "uv" lockfile - PyPI is the most trustworthy source for package hashes. We need to remove the custom mirror from the config, otherwise that mirror always becomes the default lockfile/package source, which leads to user trust issues and package impersonation risks. - Regional mirrors should be added by users during installation instead, via the `uv sync --default-index` flag. Documented with example for Chinese mirror. - When users add `--default-index`, "uv" will try to discover the exact same packages via the mirror to improve download speeds, but automatically uses PyPI if the mirror didn't have the files or if the mirror's file hashes were incorrect. Thus ensuring that users always have the correct package files. * docs: Improve README for IndexTTS2 release! - "Abstract" separated into paragraphs for easier readability. - Clearer document structure and many grammatical improvements. - More emojis, to make it easier to find sections when scrolling through the page! - Added missing instructions: * Needing `git-lfs` to clone the code. * Needing CUDA Toolkit to install the dependencies. * How to install the `hf` or `modelscope` CLI tools to download the models. - Made our web demo the first section within "quickstart", to give users a quick, fun demo to start experimenting with. - Fixed a bug in the "PYTHONPATH" recommendation. It must be enclosed in quotes `""`, otherwise the new path would break on systems that had spaces in their original path. - Improved all Python code-example descriptions to make them much easier to understand. - Clearly marked the IndexTTS1 legacy section as "legacy" to avoid confusion. - Removed outdated Windows "conda/pip" instruction which is no longer relevant since we use "uv" now. * refactor(webui): Remove unused imports The old IndexTTS1 module and ModelScope were being loaded even though we don't need them. They also have a lot of dependencies, which slowed down loading and could even cause some conflicts. * feat!: Remove obsolete build system (setup.py) BREAKING CHANGE: The `setup.py` file has been removed. Users should now use the new `pyproject.toml` based "uv" build system for installing and developing the project. * feat: Add support for installing IndexTTS as a CLI tool - We now support installing as a CLI tool via "uv". - Uses the modern "hatchling" as the package / CLI build system. - The `cli.py` code is currently outdated (doesn't support IndexTTS2). Marking as a TODO. * chore: Add authors and classifiers metadata to pyproject.toml * feat: Faster installs by making WebUI dependencies optional * refactor!: Rename "sentences" to "segments" for clarity - When we are splitting text into generation chunks, we are *not* creating "sentences". We are creating "segments". Because a *sentence* must always end with punctuation (".!?" etc). A *segment* can be a small fragment of a sentence, without any punctuation, so it's not accurate (and was very misleading) to use the word "sentences". - All variables, function calls and strings have been carefully analyzed and renamed. - This change will be part of user-facing code via a new feature, which is why the change was applied to the entire codebase. - This change also helps future code contributors understand the code. - All affected features are fully tested and work correctly after this refactoring. - The `is_fp16` parameter has also been renamed to `use_fp16` since the previous name could confuse people ("is" implies an automatic check, "use" implies a user decision to enable/disable FP16). - `cli.py`'s "--fp16" default value has been set to False, exactly like the web UI. - `webui.py`'s "--is_fp16" flag has been changed to "--fp16" for easier usage and consistency with the CLI program, and the help-description has been improved. * feat(webui): Set "max tokens per generation segment" via CLI flag - The "Max tokens per generation segment" is a critical setting, as it directly impacts VRAM usage. Since the optimal value varies significantly based on a user's GPU, it is a frequent point of adjustment to prevent out-of-memory issues. - This change allows the default value to be set via a CLI flag. Users can now conveniently start the web UI with the correct setting for their system, eliminating the need to manually reconfigure the value on every restart. - The `webui.py -h` help text has also been enhanced to automatically display the default values for all CLI settings. * refactor(i18n): Improve clarity of all web UI translation strings * feat(webui): Use main text as emotion guidance when description is empty If the user selects "text-to-emotion" control, but leaves the emotion description empty, we now automatically use the main text prompt instead. This ensures that web users can enjoy every feature of IndexTTS2, including the ability to automatically guess the emotion from the main text prompt. * feat: Add PyTorch GPU acceleration diagnostic tool * chore: Use NVIDIA CUDA Toolkit v12.8 Downgrade from CUDA 12.9 to 12.8 to simplify user installation, since version 12.8 is very popular. * docs: Simplify "uv run" command examples The "uv run" command can take a `.py` file as direct argument and automatically understands that it should run via python. --- README.md | 232 +- indextts/cli.py | 5 +- indextts/infer.py | 102 +- indextts/infer_v2.py | 36 +- indextts/s2mel/modules/openvoice/api.py | 8 +- .../s2mel/modules/openvoice/openvoice_app.py | 2 +- indextts/s2mel/modules/openvoice/utils.py | 70 +- indextts/utils/front.py | 104 +- pyproject.toml | 125 +- setup.py | 80 - tests/padding_test.py | 2 +- tests/regression_test.py | 2 +- tools/gpu_check.py | 47 + tools/i18n/locale/en_US.json | 26 +- tools/i18n/locale/zh_CN.json | 4 +- uv.lock | 4296 +++++++++-------- webui.py | 62 +- 17 files changed, 2727 insertions(+), 2476 deletions(-) delete mode 100644 setup.py create mode 100644 tools/gpu_check.py diff --git a/README.md b/README.md index 964d037..e701c00 100644 --- a/README.md +++ b/README.md @@ -37,55 +37,75 @@ + ### Abstract -Existing autoregressive large-scale text-to-speech (TTS) models have advantages in speech naturalness, but their token-by-token generation mechanism makes it difficult to precisely control the duration of synthesized speech. This becomes a significant limitation in applications requiring strict audio-visual synchronization, such as video dubbing. This paper introduces IndexTTS2, which proposes a novel, general, and autoregressive model-friendly method for speech duration control. The method supports two generation modes: one explicitly specifies the number of generated tokens to precisely control speech duration; the other freely generates speech in an autoregressive manner without specifying the number of tokens, while faithfully reproducing the prosodic features of the input prompt. Furthermore, IndexTTS2 achieves disentanglement between emotional expression and speaker identity, enabling independent control over timbre and emotion. In the zero-shot setting, the model can accurately reconstruct the target timbre (from the timbre prompt) while perfectly reproducing the specified emotional tone (from the style prompt). To enhance speech clarity in highly emotional expressions, we incorporate GPT latent representations and design a novel three-stage training paradigm to improve the stability of the generated speech. Additionally, to lower the barrier for emotional control, we designed a soft instruction mechanism based on text descriptions by fine-tuning Qwen3, effectively guiding the generation of speech with the desired emotional orientation. Finally, experimental results on multiple datasets show that IndexTTS2 outperforms state-of-the-art zero-shot TTS models in terms of word error rate, speaker similarity, and emotional fidelity. Audio samples are available at: IndexTTS2 demo page +Existing autoregressive large-scale text-to-speech (TTS) models have advantages in speech naturalness, but their token-by-token generation mechanism makes it difficult to precisely control the duration of synthesized speech. This becomes a significant limitation in applications requiring strict audio-visual synchronization, such as video dubbing. + +This paper introduces IndexTTS2, which proposes a novel, general, and autoregressive model-friendly method for speech duration control. + +The method supports two generation modes: one explicitly specifies the number of generated tokens to precisely control speech duration; the other freely generates speech in an autoregressive manner without specifying the number of tokens, while faithfully reproducing the prosodic features of the input prompt. + +Furthermore, IndexTTS2 achieves disentanglement between emotional expression and speaker identity, enabling independent control over timbre and emotion. In the zero-shot setting, the model can accurately reconstruct the target timbre (from the timbre prompt) while perfectly reproducing the specified emotional tone (from the style prompt). + +To enhance speech clarity in highly emotional expressions, we incorporate GPT latent representations and design a novel three-stage training paradigm to improve the stability of the generated speech. Additionally, to lower the barrier for emotional control, we designed a soft instruction mechanism based on text descriptions by fine-tuning Qwen3, effectively guiding the generation of speech with the desired emotional orientation. + +Finally, experimental results on multiple datasets show that IndexTTS2 outperforms state-of-the-art zero-shot TTS models in terms of word error rate, speaker similarity, and emotional fidelity. Audio samples are available at: IndexTTS2 demo page. + +**Tips:** Please contact the authors for more detailed information. For commercial usage and cooperation, please contact indexspeech@bilibili.com. -**Tips:** Please contact authors for more detailed information. For commercial cooperation, please contact indexspeech@bilibili.com ### Feel IndexTTS2 +
**IndexTTS2: The Future of Voice, Now Generating** [![IndexTTS2 Demo](assets/IndexTTS2-video-pic.png)](https://www.bilibili.com/video/BV136a9zqEk5) -*Click the image to watch IndexTTS2 video* +*Click the image to watch the IndexTTS2 introduction video.*
+ ### Contact -QQ Group：553460296(No.1) 663272642(No.4)\ + +QQ Group：553460296(No.1) 663272642(No.4) \ Discord：https://discord.gg/uT32E7KDmy \ -Emal：indexspeech@bilibili.com \ +Email：indexspeech@bilibili.com \ +You are welcome to join our community! 🌏 \ 欢迎大家来交流讨论！ + + ## 📣 Updates -- `2025/09/08` 🔥🔥🔥 We release the **IndexTTS-2** +- `2025/09/08` 🔥🔥🔥 We release **IndexTTS-2** to the world! - The first autoregressive TTS model with precise synthesis duration control, supporting both controllable and uncontrollable modes. This functionality is not yet enabled in this release. - The model achieves highly expressive emotional speech synthesis, with emotion-controllable capabilities enabled through multiple input modalities. -- `2025/05/14` 🔥🔥 We release the **IndexTTS-1.5**, Significantly improve the model's stability and its performance in the English language. -- `2025/03/25` 🔥 We release **IndexTTS-1.0** model parameters and inference code. -- `2025/02/12` 🔥 We submitted our paper on arXiv, and released our demos and test sets. +- `2025/05/14` 🔥🔥 We release **IndexTTS-1.5**, significantly improving the model's stability and its performance in the English language. +- `2025/03/25` 🔥 We release **IndexTTS-1.0** with model weights and inference code. +- `2025/02/12` 🔥 We submitted our paper to arXiv, and released our demos and test sets. -## 🖥️ Method -The overview of IndexTTS2 is shown as follows. +## 🖥️ Neural Network Architecture + +Architectural overview of IndexTTS2, our state-of-the art speech model: -The key contributions of **indextts2** are summarized as follows: +The key contributions of **IndexTTS2** are summarized as follows: + - We propose a duration adaptation scheme for autoregressive TTS models. IndexTTS2 is the first autoregressive zero-shot TTS model to combine precise duration control with natural duration generation, and the method is scalable for any autoregressive large-scale TTS model. - - The emotional and speaker-related features are decoupled from the prompts, and a feature fusion strategy is designed to maintain semantic fluency and pronunciation clarity during emotionally rich expressions. Furthermore, a tool was developed for emotion control, utilising natural language descriptions for the benefit of users. + - The emotional and speaker-related features are decoupled from the prompts, and a feature fusion strategy is designed to maintain semantic fluency and pronunciation clarity during emotionally rich expressions. Furthermore, a tool was developed for emotion control, utilizing natural language descriptions for the benefit of users. - To address the lack of highly expressive speech data, we propose an effective training strategy, significantly enhancing the emotional expressiveness of zeroshot TTS to State-of-the-Art (SOTA) level. - We will publicly release the code and pre-trained weights to facilitate future research and practical applications. - ## Model Download + | **HuggingFace** | **ModelScope** | |----------------------------------------------------------|----------------------------------------------------------| | [😁 IndexTTS-2](https://huggingface.co/IndexTeam/IndexTTS-2) | [IndexTTS-2](https://modelscope.cn/models/IndexTeam/IndexTTS-2) | @@ -94,102 +114,189 @@ The key contributions of **indextts2** are summarized as follows: ## Usage Instructions -### Environment Setup -1. Download this repository: +### ⚙️ Environment Setup + +1. Ensure that you have both [git](https://git-scm.com/downloads) + and [git-lfs](https://git-lfs.com/) on your system. + +The Git-LFS plugin must also be enabled on your current user account: + +```bash +git lfs install +``` + +2. Download this repository: + ```bash git clone https://github.com/index-tts/index-tts.git && cd index-tts -git lfs pull # fetch example files +git lfs pull # download large repository files ``` -2. Install the [uv](https://docs.astral.sh/uv/getting-started/installation/) package +3. Install the [uv](https://docs.astral.sh/uv/getting-started/installation/) package manager. It is *required* for a reliable, modern installation environment. -3. Install dependencies: +4. Install required dependencies: + +We use `uv` to manage the project's dependency environment. The following command +will install the correct versions of all dependencies into your `.venv` directory. -We use `uv` to manage the project's dependency environment. ```bash -uv sync +uv sync --all-extras ``` -4. Download models: +If the download is slow, please try a *local mirror*, for example China: + +```bash +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. + +**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. + +5. Download the required models: Download via `huggingface-cli`: + ```bash +uv tool install "huggingface_hub[cli]" + hf download IndexTeam/IndexTTS-2 --local-dir=checkpoints ``` -Or download via `modelscope` +Or download via `modelscope`: + ```bash +uv tool install "modelscope" + modelscope download --model IndexTeam/IndexTTS-2 --local_dir checkpoints ``` ->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 command below.
-除了以上模型外，项目初次运行时还会自动下载一些小模型，如果您的网络环境访问HuggingFace的速度较慢，推荐执行： ->```bash ->export HF_ENDPOINT="https://hf-mirror.com" ->``` +> 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 +> command before running the code: +> +> 除了以上模型外，项目初次运行时还会自动下载一些小模型，如果您的网络环境访问HuggingFace的速度较慢，推荐执行： +> +> ```bash +> export HF_ENDPOINT="https://hf-mirror.com" +> ``` +#### 🖥️ Checking PyTorch GPU Acceleration -### IndexTTS2 Quickstart +If you need to diagnose your environment to see which GPUs are detected, +you can use our included utility to check your system: -Examples of running scripts with `uv`. ```bash -PYTHONPATH=$PYTHONPATH:. uv run python indextts/infer_v2.py +uv run tools/gpu_check.py ``` -1. Synthesize speech with a single reference audio only: + +### 🔥 IndexTTS2 Quickstart + +#### 🌐 Web Demo + +```bash +uv run webui.py +``` + +Open your browser and visit `http://127.0.0.1:7860` to see the demo. + + +#### 📝 Using IndexTTS2 in Python + +To run scripts, you *must* use the `uv run ` command to ensure that +the code runs inside your current "uv" environment. It *may* also be necessary +to add the current directory to your `PYTHONPATH`, to help it find the IndexTTS +modules. + +Example of running a script via `uv`: + +```bash +PYTHONPATH="$PYTHONPATH:." uv run indextts/infer_v2.py +``` + +Here are several examples of how to use IndexTTS2 in your own scripts: + +1. Synthesize new speech with a single reference audio file (voice cloning): + ```python from indextts.infer_v2 import IndexTTS2 -tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", is_fp16=False, use_cuda_kernel=False) -text = "Translate for me，what is a surprise!" +tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=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) ``` -2. Use additional emotional reference audio to condition speech synthesis: +2. Using a separate, emotional reference audio file to condition the speech synthesis: + ```python from indextts.infer_v2 import IndexTTS2 -tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", is_fp16=False, use_cuda_kernel=False) +tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=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) ``` -3. When an emotional reference audio is specified, you can additionally set the `emo_alpha` parameter. Default value is `1.0`: +3. When an emotional reference audio file is specified, you can optionally set + the `emo_alpha` to adjust how much it affects the output. + Valid range is `0.0 - 1.0`, and the default value is `1.0` (100%): + ```python from indextts.infer_v2 import IndexTTS2 -tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", is_fp16=False, use_cuda_kernel=False) +tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=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) ``` +4. It's also possible to omit the emotional reference audio and instead provide + an 8-float list specifying the intensity of each emotion, in the following order: + `[happy, angry, sad, afraid, disgusted, melancholic, surprised, calm]`. + You can additionally use the `use_random` parameter to introduce stochasticity + during inference; the default is `False`, and setting it to `True` enables + randomness: -4. It's also possible to omit the emotional reference audio and instead provide an 8-float list specifying the intensity of each base emotion (Happy | Angery | Sad | Fear | Hate | Low | Surprise | Neutral). You can additionally control the `use_random` parameter to decide whether to introduce stochasticity during inference; the default is `False`, and setting it to `True` increases randomness: ```python from indextts.infer_v2 import IndexTTS2 -tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", is_fp16=False, use_cuda_kernel=False) +tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=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) ``` -5. Use a text emotion description via `use_emo_text` to guide synthesis. Control randomness with `use_random` (default: False; True adds randomness): +5. Alternatively, you can enable `use_emo_text` to guide the emotions based on + your provided `text` script. Your text script will then automatically + be converted into emotion vectors. + You can introduce randomness with `use_random` (default: `False`; + `True` enables randomness): + ```python from indextts.infer_v2 import IndexTTS2 -tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", is_fp16=False, use_cuda_kernel=False) +tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=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) ``` -6. Without `emo_text`, infer emotion from the synthesis script; with `emo_text`, infer from the provided text. +6. It's also possible to directly provide a specific text emotion description + via the `emo_text` parameter. Your emotion text will then automatically be + converted into emotion vectors. This gives you separate control of the text + script and the text emotion description: + ```python from indextts.infer_v2 import IndexTTS2 -tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", is_fp16=False, use_cuda_kernel=False) +tts = IndexTTS2(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, use_cuda_kernel=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) ``` -### IndexTTS1 User Guide + +### Legacy: IndexTTS1 User Guide + +You can also use our previous IndexTTS1 model by importing a different module: + ```python from indextts.infer import IndexTTS tts = IndexTTS(model_dir="checkpoints",cfg_path="checkpoints/config.yaml") @@ -197,36 +304,20 @@ voice = "examples/voice_07.wav" text = "大家好，我现在正在bilibili 体验 ai 科技，说实话，来之前我绝对想不到！AI技术已经发展到这样匪夷所思的地步了！比如说，现在正在说话的其实是B站为我现场复刻的数字分身，简直就是平行宇宙的另一个我了。如果大家也想体验更多深入的AIGC功能，可以访问 bilibili studio，相信我，你们也会吃惊的。" tts.infer(voice, text, 'gen.wav') ``` -For more information, see [README_INDEXTTS_1_5](archive/README_INDEXTTS_1_5.md), or visit the specific version at index-tts:v1.5.0 -### Web Demo -```bash -PYTHONPATH=$PYTHONPATH:. uv run webui.py -``` -Open your browser and visit `http://127.0.0.1:7860` to see the demo. - -### Note for Windows Users - -On Windows, you may encounter [an error](https://github.com/index-tts/index-tts/issues/61) when installing `pynini`: -`ERROR: Failed building wheel for pynini` - -In this case, please install `pynini` via `conda`: - -```bash -# after conda activate index-tts -conda install -c conda-forge pynini==2.1.5 -pip install WeTextProcessing==1.0.3 -pip install -e ".[webui]" -``` +For more detailed information, see [README_INDEXTTS_1_5](archive/README_INDEXTTS_1_5.md), +or visit the IndexTTS1 repository at index-tts:v1.5.0. -## 👉🏻 IndexTTS 👈🏻 +## Our Releases and Demos + ### IndexTTS2: [[Paper]](https://arxiv.org/abs/2506.21619); [[Demo]](https://index-tts.github.io/index-tts2.github.io/) ### IndexTTS1: [[Paper]](https://arxiv.org/abs/2502.05512); [[Demo]](https://index-tts.github.io/); [[ModelScope]](https://modelscope.cn/studios/IndexTeam/IndexTTS-Demo); [[HuggingFace]](https://huggingface.co/spaces/IndexTeam/IndexTTS) -## Acknowledge +## Acknowledgements + 1. [tortoise-tts](https://github.com/neonbjb/tortoise-tts) 2. [XTTSv2](https://github.com/coqui-ai/TTS) 3. [BigVGAN](https://github.com/NVIDIA/BigVGAN) @@ -241,7 +332,8 @@ pip install -e ".[webui]" 🌟 If you find our work helpful, please leave us a star and cite our paper. -IndexTTS2 +IndexTTS2: + ``` @article{zhou2025indextts2, title={IndexTTS2: A Breakthrough in Emotionally Expressive and Duration-Controlled Auto-Regressive Zero-Shot Text-to-Speech}, @@ -251,7 +343,9 @@ IndexTTS2 } ``` -IndexTTS + +IndexTTS: + ``` @article{deng2025indextts, title={IndexTTS: An Industrial-Level Controllable and Efficient Zero-Shot Text-To-Speech System}, diff --git a/indextts/cli.py b/indextts/cli.py index e0e2f51..d4304e3 100644 --- a/indextts/cli.py +++ b/indextts/cli.py @@ -12,7 +12,7 @@ def main(): parser.add_argument("-o", "--output_path", type=str, default="gen.wav", help="Path to the output wav file") parser.add_argument("-c", "--config", type=str, default="checkpoints/config.yaml", help="Path to the config file. Default is 'checkpoints/config.yaml'") parser.add_argument("--model_dir", type=str, default="checkpoints", help="Path to the model directory. Default is 'checkpoints'") - parser.add_argument("--fp16", action="store_true", default=True, help="Use FP16 for inference if available") + parser.add_argument("--fp16", action="store_true", default=False, help="Use FP16 for inference if available") parser.add_argument("-f", "--force", action="store_true", default=False, help="Force to overwrite the output file if it exists") parser.add_argument("-d", "--device", type=str, default=None, help="Device to run the model on (cpu, cuda, mps)." ) args = parser.parse_args() @@ -54,8 +54,9 @@ def main(): args.fp16 = False # Disable FP16 on CPU print("WARNING: Running on CPU may be slow.") + # TODO: Add CLI support for IndexTTS2. from indextts.infer import IndexTTS - tts = IndexTTS(cfg_path=args.config, model_dir=args.model_dir, is_fp16=args.fp16, device=args.device) + tts = IndexTTS(cfg_path=args.config, model_dir=args.model_dir, use_fp16=args.fp16, device=args.device) tts.infer(audio_prompt=args.voice, text=args.text.strip(), output_path=output_path) if __name__ == "__main__": diff --git a/indextts/infer.py b/indextts/infer.py index 9ef3b7c..ab6c93e 100644 --- a/indextts/infer.py +++ b/indextts/infer.py @@ -26,38 +26,38 @@ from indextts.utils.front import TextNormalizer, TextTokenizer class IndexTTS: def __init__( - self, cfg_path="checkpoints/config.yaml", model_dir="checkpoints", is_fp16=True, device=None, + self, cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=True, device=None, use_cuda_kernel=None, ): """ Args: cfg_path (str): path to the config file. model_dir (str): path to the model directory. - is_fp16 (bool): whether to use fp16. + 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. """ if device is not None: self.device = device - self.is_fp16 = False if device == "cpu" else is_fp16 + self.use_fp16 = False if device == "cpu" else use_fp16 self.use_cuda_kernel = use_cuda_kernel is not None and use_cuda_kernel and device.startswith("cuda") elif torch.cuda.is_available(): self.device = "cuda:0" - self.is_fp16 = is_fp16 + self.use_fp16 = use_fp16 self.use_cuda_kernel = use_cuda_kernel is None or use_cuda_kernel elif hasattr(torch, "mps") and torch.backends.mps.is_available(): self.device = "mps" - self.is_fp16 = False # Use float16 on MPS is overhead than float32 + self.use_fp16 = False # Use float16 on MPS is overhead than float32 self.use_cuda_kernel = False else: self.device = "cpu" - self.is_fp16 = False + self.use_fp16 = False self.use_cuda_kernel = False print(">> Be patient, it may take a while to run in CPU mode.") self.cfg = OmegaConf.load(cfg_path) self.model_dir = model_dir - self.dtype = torch.float16 if self.is_fp16 else None + self.dtype = torch.float16 if self.use_fp16 else None self.stop_mel_token = self.cfg.gpt.stop_mel_token # Comment-off to load the VQ-VAE model for debugging tokenizer @@ -68,7 +68,7 @@ class IndexTTS: # self.dvae_path = os.path.join(self.model_dir, self.cfg.dvae_checkpoint) # load_checkpoint(self.dvae, self.dvae_path) # self.dvae = self.dvae.to(self.device) - # if self.is_fp16: + # if self.use_fp16: # self.dvae.eval().half() # else: # self.dvae.eval() @@ -77,12 +77,12 @@ class IndexTTS: self.gpt_path = os.path.join(self.model_dir, self.cfg.gpt_checkpoint) load_checkpoint(self.gpt, self.gpt_path) self.gpt = self.gpt.to(self.device) - if self.is_fp16: + if self.use_fp16: self.gpt.eval().half() else: self.gpt.eval() print(">> GPT weights restored from:", self.gpt_path) - if self.is_fp16: + if self.use_fp16: try: import deepspeed @@ -184,17 +184,17 @@ class IndexTTS: code_lens = torch.tensor(code_lens, dtype=torch.long, device=device) return codes, code_lens - def bucket_sentences(self, sentences, bucket_max_size=4) -> List[List[Dict]]: + def bucket_segments(self, segments, bucket_max_size=4) -> List[List[Dict]]: """ - Sentence data bucketing. - if ``bucket_max_size=1``, return all sentences in one bucket. + Segment data bucketing. + if ``bucket_max_size=1``, return all segments in one bucket. """ outputs: List[Dict] = [] - for idx, sent in enumerate(sentences): + for idx, sent in enumerate(segments): outputs.append({"idx": idx, "sent": sent, "len": len(sent)}) if len(outputs) > bucket_max_size: - # split sentences into buckets by sentence length + # split segments into buckets by segment length buckets: List[List[Dict]] = [] factor = 1.5 last_bucket = None @@ -203,7 +203,7 @@ class IndexTTS: for sent in sorted(outputs, key=lambda x: x["len"]): current_sent_len = sent["len"] if current_sent_len == 0: - print(">> skip empty sentence") + print(">> skip empty segment") continue if last_bucket is None \ or current_sent_len >= int(last_bucket_sent_len_median * factor) \ @@ -213,7 +213,7 @@ class IndexTTS: last_bucket = buckets[-1] last_bucket_sent_len_median = current_sent_len else: - # current bucket can hold more sentences + # current bucket can hold more segments last_bucket.append(sent) # sorted mid = len(last_bucket) // 2 last_bucket_sent_len_median = last_bucket[mid]["len"] @@ -276,14 +276,14 @@ class IndexTTS: self.gr_progress(value, desc=desc) # 快速推理：对于“多句长文本”，可实现至少 2~10 倍以上的速度提升~ （First modified by sunnyboxs 2025-04-16） - def infer_fast(self, audio_prompt, text, output_path, verbose=False, max_text_tokens_per_sentence=100, - sentences_bucket_max_size=4, **generation_kwargs): + def infer_fast(self, audio_prompt, text, output_path, verbose=False, max_text_tokens_per_segment=100, + segments_bucket_max_size=4, **generation_kwargs): """ Args: - ``max_text_tokens_per_sentence``: 分句的最大token数，默认``100``，可以根据GPU硬件情况调整 + ``max_text_tokens_per_segment``: 分句的最大token数，默认``100``，可以根据GPU硬件情况调整 - 越小，batch 越多，推理速度越*快*，占用内存更多，可能影响质量 - 越大，batch 越少，推理速度越*慢*，占用内存和质量更接近于非快速推理 - ``sentences_bucket_max_size``: 分句分桶的最大容量，默认``4``，可以根据GPU内存调整 + ``segments_bucket_max_size``: 分句分桶的最大容量，默认``4``，可以根据GPU内存调整 - 越大，bucket数量越少，batch越多，推理速度越*快*，占用内存更多，可能影响质量 - 越小，bucket数量越多，batch越少，推理速度越*慢*，占用内存和质量更接近于非快速推理 """ @@ -319,13 +319,13 @@ class IndexTTS: # text_tokens text_tokens_list = self.tokenizer.tokenize(text) - sentences = self.tokenizer.split_sentences(text_tokens_list, - max_tokens_per_sentence=max_text_tokens_per_sentence) + segments = self.tokenizer.split_segments(text_tokens_list, + max_text_tokens_per_segment=max_text_tokens_per_segment) if verbose: print(">> text token count:", len(text_tokens_list)) - print(" splited sentences count:", len(sentences)) - print(" max_text_tokens_per_sentence:", max_text_tokens_per_sentence) - print(*sentences, sep="\n") + print(" segments count:", len(segments)) + print(" max_text_tokens_per_segment:", max_text_tokens_per_segment) + print(*segments, sep="\n") do_sample = generation_kwargs.pop("do_sample", True) top_p = generation_kwargs.pop("top_p", 0.8) top_k = generation_kwargs.pop("top_k", 30) @@ -346,17 +346,17 @@ class IndexTTS: # text processing all_text_tokens: List[List[torch.Tensor]] = [] self._set_gr_progress(0.1, "text processing...") - bucket_max_size = sentences_bucket_max_size if self.device != "cpu" else 1 - all_sentences = self.bucket_sentences(sentences, bucket_max_size=bucket_max_size) - bucket_count = len(all_sentences) + bucket_max_size = segments_bucket_max_size if self.device != "cpu" else 1 + all_segments = self.bucket_segments(segments, bucket_max_size=bucket_max_size) + bucket_count = len(all_segments) if verbose: - print(">> sentences bucket_count:", bucket_count, - "bucket sizes:", [(len(s), [t["idx"] for t in s]) for s in all_sentences], + print(">> segments bucket_count:", bucket_count, + "bucket sizes:", [(len(s), [t["idx"] for t in s]) for s in all_segments], "bucket_max_size:", bucket_max_size) - for sentences in all_sentences: + for segments in all_segments: temp_tokens: List[torch.Tensor] = [] all_text_tokens.append(temp_tokens) - for item in sentences: + for item in segments: sent = item["sent"] text_tokens = self.tokenizer.convert_tokens_to_ids(sent) text_tokens = torch.tensor(text_tokens, dtype=torch.int32, device=self.device).unsqueeze(0) @@ -365,11 +365,11 @@ class IndexTTS: print(f"text_tokens shape: {text_tokens.shape}, text_tokens type: {text_tokens.dtype}") # debug tokenizer text_token_syms = self.tokenizer.convert_ids_to_tokens(text_tokens[0].tolist()) - print("text_token_syms is same as sentence tokens", text_token_syms == sent) + print("text_token_syms is same as segment tokens", text_token_syms == sent) temp_tokens.append(text_tokens) # Sequential processing of bucketing data - all_batch_num = sum(len(s) for s in all_sentences) + all_batch_num = sum(len(s) for s in all_segments) all_batch_codes = [] processed_num = 0 for item_tokens in all_text_tokens: @@ -407,13 +407,13 @@ class IndexTTS: all_idxs = [] all_latents = [] has_warned = False - for batch_codes, batch_tokens, batch_sentences in zip(all_batch_codes, all_text_tokens, all_sentences): + for batch_codes, batch_tokens, batch_segments in zip(all_batch_codes, all_text_tokens, all_segments): for i in range(batch_codes.shape[0]): codes = batch_codes[i] # [x] if not has_warned and codes[-1] != self.stop_mel_token: warnings.warn( f"WARN: generation stopped due to exceeding `max_mel_tokens` ({max_mel_tokens}). " - f"Consider reducing `max_text_tokens_per_sentence`({max_text_tokens_per_sentence}) or increasing `max_mel_tokens`.", + f"Consider reducing `max_text_tokens_per_segment`({max_text_tokens_per_segment}) or increasing `max_mel_tokens`.", category=RuntimeWarning ) has_warned = True @@ -427,7 +427,7 @@ class IndexTTS: print(codes) print("code_lens:", code_lens) text_tokens = batch_tokens[i] - all_idxs.append(batch_sentences[i]["idx"]) + all_idxs.append(batch_segments[i]["idx"]) m_start_time = time.perf_counter() with torch.no_grad(): with torch.amp.autocast(text_tokens.device.type, enabled=self.dtype is not None, dtype=self.dtype): @@ -440,7 +440,7 @@ class IndexTTS: return_latent=True, clip_inputs=False) gpt_forward_time += time.perf_counter() - m_start_time all_latents.append(latent) - del all_batch_codes, all_text_tokens, all_sentences + del all_batch_codes, all_text_tokens, all_segments # bigvgan chunk chunk_size = 2 all_latents = [all_latents[all_idxs.index(i)] for i in range(len(all_latents))] @@ -503,7 +503,7 @@ class IndexTTS: return (sampling_rate, wav_data) # 原始推理模式 - def infer(self, audio_prompt, text, output_path, verbose=False, max_text_tokens_per_sentence=120, + def infer(self, audio_prompt, text, output_path, verbose=False, max_text_tokens_per_segment=120, **generation_kwargs): print(">> start inference...") self._set_gr_progress(0, "start inference...") @@ -533,12 +533,12 @@ class IndexTTS: self._set_gr_progress(0.1, "text processing...") auto_conditioning = cond_mel text_tokens_list = self.tokenizer.tokenize(text) - sentences = self.tokenizer.split_sentences(text_tokens_list, max_text_tokens_per_sentence) + segments = self.tokenizer.split_segments(text_tokens_list, max_text_tokens_per_segment) if verbose: print("text token count:", len(text_tokens_list)) - print("sentences count:", len(sentences)) - print("max_text_tokens_per_sentence:", max_text_tokens_per_sentence) - print(*sentences, sep="\n") + print("segments count:", len(segments)) + print("max_text_tokens_per_segment:", max_text_tokens_per_segment) + print(*segments, sep="\n") do_sample = generation_kwargs.pop("do_sample", True) top_p = generation_kwargs.pop("top_p", 0.8) top_k = generation_kwargs.pop("top_k", 30) @@ -557,7 +557,7 @@ class IndexTTS: bigvgan_time = 0 progress = 0 has_warned = False - for sent in sentences: + for sent in segments: text_tokens = self.tokenizer.convert_tokens_to_ids(sent) text_tokens = torch.tensor(text_tokens, dtype=torch.int32, device=self.device).unsqueeze(0) # text_tokens = F.pad(text_tokens, (0, 1)) # This may not be necessary. @@ -568,13 +568,13 @@ class IndexTTS: print(f"text_tokens shape: {text_tokens.shape}, text_tokens type: {text_tokens.dtype}") # debug tokenizer text_token_syms = self.tokenizer.convert_ids_to_tokens(text_tokens[0].tolist()) - print("text_token_syms is same as sentence tokens", text_token_syms == sent) + print("text_token_syms is same as segment tokens", text_token_syms == sent) # text_len = torch.IntTensor([text_tokens.size(1)], device=text_tokens.device) # print(text_len) progress += 1 - self._set_gr_progress(0.2 + 0.4 * (progress - 1) / len(sentences), - f"gpt inference latent... {progress}/{len(sentences)}") + self._set_gr_progress(0.2 + 0.4 * (progress - 1) / len(segments), + f"gpt inference latent... {progress}/{len(segments)}") m_start_time = time.perf_counter() with torch.no_grad(): with torch.amp.autocast(text_tokens.device.type, enabled=self.dtype is not None, dtype=self.dtype): @@ -597,7 +597,7 @@ class IndexTTS: warnings.warn( f"WARN: generation stopped due to exceeding `max_mel_tokens` ({max_mel_tokens}). " f"Input text tokens: {text_tokens.shape[1]}. " - f"Consider reducing `max_text_tokens_per_sentence`({max_text_tokens_per_sentence}) or increasing `max_mel_tokens`.", + f"Consider reducing `max_text_tokens_per_segment`({max_text_tokens_per_segment}) or increasing `max_mel_tokens`.", category=RuntimeWarning ) has_warned = True @@ -615,8 +615,8 @@ class IndexTTS: print(codes, type(codes)) print(f"fix codes shape: {codes.shape}, codes type: {codes.dtype}") print(f"code len: {code_lens}") - self._set_gr_progress(0.2 + 0.4 * progress / len(sentences), - f"gpt inference speech... {progress}/{len(sentences)}") + self._set_gr_progress(0.2 + 0.4 * progress / len(segments), + f"gpt inference speech... {progress}/{len(segments)}") m_start_time = time.perf_counter() # latent, text_lens_out, code_lens_out = \ with torch.amp.autocast(text_tokens.device.type, enabled=self.dtype is not None, dtype=self.dtype): diff --git a/indextts/infer_v2.py b/indextts/infer_v2.py index 2f0f1d3..a52b5cb 100644 --- a/indextts/infer_v2.py +++ b/indextts/infer_v2.py @@ -37,38 +37,38 @@ import torch.nn.functional as F class IndexTTS2: def __init__( - self, cfg_path="checkpoints/config.yaml", model_dir="checkpoints", is_fp16=False, device=None, + self, cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=False, device=None, use_cuda_kernel=None, ): """ Args: cfg_path (str): path to the config file. model_dir (str): path to the model directory. - is_fp16 (bool): whether to use fp16. + 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. """ if device is not None: self.device = device - self.is_fp16 = False if device == "cpu" else is_fp16 + self.use_fp16 = False if device == "cpu" else use_fp16 self.use_cuda_kernel = use_cuda_kernel is not None and use_cuda_kernel and device.startswith("cuda") elif torch.cuda.is_available(): self.device = "cuda:0" - self.is_fp16 = is_fp16 + self.use_fp16 = use_fp16 self.use_cuda_kernel = use_cuda_kernel is None or use_cuda_kernel elif hasattr(torch, "mps") and torch.backends.mps.is_available(): self.device = "mps" - self.is_fp16 = False # Use float16 on MPS is overhead than float32 + self.use_fp16 = False # Use float16 on MPS is overhead than float32 self.use_cuda_kernel = False else: self.device = "cpu" - self.is_fp16 = False + self.use_fp16 = False self.use_cuda_kernel = False print(">> Be patient, it may take a while to run in CPU mode.") self.cfg = OmegaConf.load(cfg_path) self.model_dir = model_dir - self.dtype = torch.float16 if self.is_fp16 else None + self.dtype = torch.float16 if self.use_fp16 else None self.stop_mel_token = self.cfg.gpt.stop_mel_token self.qwen_emo = QwenEmotion(os.path.join(self.model_dir, self.cfg.qwen_emo_path)) @@ -77,7 +77,7 @@ class IndexTTS2: self.gpt_path = os.path.join(self.model_dir, self.cfg.gpt_checkpoint) load_checkpoint(self.gpt, self.gpt_path) self.gpt = self.gpt.to(self.device) - if self.is_fp16: + if self.use_fp16: self.gpt.eval().half() else: self.gpt.eval() @@ -90,7 +90,7 @@ class IndexTTS2: use_deepspeed = False print(f">> DeepSpeed加载失败，回退到标准推理: {e}") - self.gpt.post_init_gpt2_config(use_deepspeed=use_deepspeed, kv_cache=True, half=self.is_fp16) + self.gpt.post_init_gpt2_config(use_deepspeed=use_deepspeed, kv_cache=True, half=self.use_fp16) if self.use_cuda_kernel: # preload the CUDA kernel for BigVGAN @@ -262,7 +262,7 @@ class IndexTTS2: def insert_interval_silence(self, wavs, sampling_rate=22050, interval_silence=200): """ - Insert silences between sentences. + Insert silences between generated segments. wavs: List[torch.tensor] """ @@ -292,7 +292,7 @@ class IndexTTS2: emo_audio_prompt=None, emo_alpha=1.0, emo_vector=None, use_emo_text=False, emo_text=None, use_random=False, interval_silence=200, - verbose=False, max_text_tokens_per_sentence=120, **generation_kwargs): + verbose=False, max_text_tokens_per_segment=120, **generation_kwargs): print(">> start inference...") self._set_gr_progress(0, "start inference...") if verbose: @@ -394,12 +394,12 @@ class IndexTTS2: self._set_gr_progress(0.1, "text processing...") text_tokens_list = self.tokenizer.tokenize(text) - sentences = self.tokenizer.split_sentences(text_tokens_list, max_text_tokens_per_sentence) + segments = self.tokenizer.split_segments(text_tokens_list, max_text_tokens_per_segment) if verbose: print("text_tokens_list:", text_tokens_list) - print("sentences count:", len(sentences)) - print("max_text_tokens_per_sentence:", max_text_tokens_per_sentence) - print(*sentences, sep="\n") + print("segments count:", len(segments)) + print("max_text_tokens_per_segment:", max_text_tokens_per_segment) + print(*segments, sep="\n") do_sample = generation_kwargs.pop("do_sample", True) top_p = generation_kwargs.pop("top_p", 0.8) top_k = generation_kwargs.pop("top_k", 30) @@ -418,7 +418,7 @@ class IndexTTS2: bigvgan_time = 0 progress = 0 has_warned = False - for sent in sentences: + for sent in segments: text_tokens = self.tokenizer.convert_tokens_to_ids(sent) text_tokens = torch.tensor(text_tokens, dtype=torch.int32, device=self.device).unsqueeze(0) if verbose: @@ -426,7 +426,7 @@ class IndexTTS2: print(f"text_tokens shape: {text_tokens.shape}, text_tokens type: {text_tokens.dtype}") # debug tokenizer text_token_syms = self.tokenizer.convert_ids_to_tokens(text_tokens[0].tolist()) - print("text_token_syms is same as sentence tokens", text_token_syms == sent) + print("text_token_syms is same as segment tokens", text_token_syms == sent) m_start_time = time.perf_counter() with torch.no_grad(): @@ -467,7 +467,7 @@ class IndexTTS2: warnings.warn( f"WARN: generation stopped due to exceeding `max_mel_tokens` ({max_mel_tokens}). " f"Input text tokens: {text_tokens.shape[1]}. " - f"Consider reducing `max_text_tokens_per_sentence`({max_text_tokens_per_sentence}) or increasing `max_mel_tokens`.", + f"Consider reducing `max_text_tokens_per_segment`({max_text_tokens_per_segment}) or increasing `max_mel_tokens`.", category=RuntimeWarning ) has_warned = True diff --git a/indextts/s2mel/modules/openvoice/api.py b/indextts/s2mel/modules/openvoice/api.py index 424bb4d..0f547eb 100644 --- a/indextts/s2mel/modules/openvoice/api.py +++ b/indextts/s2mel/modules/openvoice/api.py @@ -63,9 +63,9 @@ class BaseSpeakerTTS(OpenVoiceBaseClass): return audio_segments @staticmethod - def split_sentences_into_pieces(text, language_str): - texts = utils.split_sentence(text, language_str=language_str) - print(" > Text splitted to sentences.") + def split_segments_into_pieces(text, language_str): + texts = utils.split_segment(text, language_str=language_str) + print(" > Text split into segments.") print('\n'.join(texts)) print(" > ===========================") return texts @@ -74,7 +74,7 @@ class BaseSpeakerTTS(OpenVoiceBaseClass): mark = self.language_marks.get(language.lower(), None) assert mark is not None, f"language {language} is not supported" - texts = self.split_sentences_into_pieces(text, mark) + texts = self.split_segments_into_pieces(text, mark) audio_list = [] for t in texts: diff --git a/indextts/s2mel/modules/openvoice/openvoice_app.py b/indextts/s2mel/modules/openvoice/openvoice_app.py index 744a767..105d3cb 100644 --- a/indextts/s2mel/modules/openvoice/openvoice_app.py +++ b/indextts/s2mel/modules/openvoice/openvoice_app.py @@ -233,7 +233,7 @@ with gr.Blocks(analytics_enabled=False) as demo: with gr.Column(): input_text_gr = gr.Textbox( label="Text Prompt", - info="One or two sentences at a time is better. Up to 200 text characters.", + info="One or two sentences at a time produces the best results. Up to 200 text characters.", value="He hoped there would be stew for dinner, turnips and carrots and bruised potatoes and fat mutton pieces to be ladled out in thick, peppered, flour-fattened sauce.", ) style_gr = gr.Dropdown( diff --git a/indextts/s2mel/modules/openvoice/utils.py b/indextts/s2mel/modules/openvoice/utils.py index 4e80909..59a745b 100644 --- a/indextts/s2mel/modules/openvoice/utils.py +++ b/indextts/s2mel/modules/openvoice/utils.py @@ -75,23 +75,23 @@ def bits_to_string(bits_array): return output_string -def split_sentence(text, min_len=10, language_str='[EN]'): +def split_segment(text, min_len=10, language_str='[EN]'): if language_str in ['EN']: - sentences = split_sentences_latin(text, min_len=min_len) + segments = split_segments_latin(text, min_len=min_len) else: - sentences = split_sentences_zh(text, min_len=min_len) - return sentences + segments = split_segments_zh(text, min_len=min_len) + return segments -def split_sentences_latin(text, min_len=10): - """Split Long sentences into list of short ones +def split_segments_latin(text, min_len=10): + """Split Long sentences into list of short segments. Args: str: Input sentences. Returns: - List[str]: list of output sentences. + List[str]: list of output segments. """ - # deal with dirty sentences + # deal with dirty text characters text = re.sub('[。！？；]', '.', text) text = re.sub('[，]', ',', text) text = re.sub('[“”]', '"', text) @@ -100,36 +100,36 @@ def split_sentences_latin(text, min_len=10): text = re.sub('[\n\t ]+', ' ', text) text = re.sub('([,.!?;])', r'\1 $#!', text) # split - sentences = [s.strip() for s in text.split('$#!')] - if len(sentences[-1]) == 0: del sentences[-1] + segments = [s.strip() for s in text.split('$#!')] + if len(segments[-1]) == 0: del segments[-1] - new_sentences = [] + new_segments = [] new_sent = [] count_len = 0 - for ind, sent in enumerate(sentences): + for ind, sent in enumerate(segments): # print(sent) new_sent.append(sent) count_len += len(sent.split(" ")) - if count_len > min_len or ind == len(sentences) - 1: + if count_len > min_len or ind == len(segments) - 1: count_len = 0 - new_sentences.append(' '.join(new_sent)) + new_segments.append(' '.join(new_sent)) new_sent = [] - return merge_short_sentences_latin(new_sentences) + return merge_short_segments_latin(new_segments) -def merge_short_sentences_latin(sens): - """Avoid short sentences by merging them with the following sentence. +def merge_short_segments_latin(sens): + """Avoid short segments by merging them with the following segment. Args: - List[str]: list of input sentences. + List[str]: list of input segments. Returns: - List[str]: list of output sentences. + List[str]: list of output segments. """ sens_out = [] for s in sens: - # If the previous sentence is too short, merge them with - # the current sentence. + # If the previous segment is too short, merge them with + # the current segment. if len(sens_out) > 0 and len(sens_out[-1].split(" ")) <= 2: sens_out[-1] = sens_out[-1] + " " + s else: @@ -142,7 +142,7 @@ def merge_short_sentences_latin(sens): pass return sens_out -def split_sentences_zh(text, min_len=10): +def split_segments_zh(text, min_len=10): text = re.sub('[。！？；]', '.', text) text = re.sub('[，]', ',', text) # 将文本中的换行符、空格和制表符替换为空格 @@ -150,37 +150,37 @@ def split_sentences_zh(text, min_len=10): # 在标点符号后添加一个空格 text = re.sub('([,.!?;])', r'\1 $#!', text) # 分隔句子并去除前后空格 - # sentences = [s.strip() for s in re.split('(。|！|？|；)', text)] - sentences = [s.strip() for s in text.split('$#!')] - if len(sentences[-1]) == 0: del sentences[-1] + # segments = [s.strip() for s in re.split('(。|！|？|；)', text)] + segments = [s.strip() for s in text.split('$#!')] + if len(segments[-1]) == 0: del segments[-1] - new_sentences = [] + new_segments = [] new_sent = [] count_len = 0 - for ind, sent in enumerate(sentences): + for ind, sent in enumerate(segments): new_sent.append(sent) count_len += len(sent) - if count_len > min_len or ind == len(sentences) - 1: + if count_len > min_len or ind == len(segments) - 1: count_len = 0 - new_sentences.append(' '.join(new_sent)) + new_segments.append(' '.join(new_sent)) new_sent = [] - return merge_short_sentences_zh(new_sentences) + return merge_short_segments_zh(new_segments) -def merge_short_sentences_zh(sens): +def merge_short_segments_zh(sens): # return sens - """Avoid short sentences by merging them with the following sentence. + """Avoid short segments by merging them with the following segment. Args: - List[str]: list of input sentences. + List[str]: list of input segments. Returns: - List[str]: list of output sentences. + List[str]: list of output segments. """ sens_out = [] for s in sens: # If the previous sentense is too short, merge them with - # the current sentence. + # the current segment. if len(sens_out) > 0 and len(sens_out[-1]) <= 2: sens_out[-1] = sens_out[-1] + " " + s else: diff --git a/indextts/utils/front.py b/indextts/utils/front.py index bc7262c..7f69fac 100644 --- a/indextts/utils/front.py +++ b/indextts/utils/front.py @@ -342,8 +342,8 @@ class TextTokenizer: return de_tokenized_by_CJK_char(decoded, do_lower_case=do_lower_case) @staticmethod - def split_sentences_by_token( - tokenized_str: List[str], split_tokens: List[str], max_tokens_per_sentence: int + def split_segments_by_token( + tokenized_str: List[str], split_tokens: List[str], max_text_tokens_per_segment: int ) -> List[List[str]]: """ 将tokenize后的结果按特定token进一步分割 @@ -351,67 +351,67 @@ class TextTokenizer: # 处理特殊情况 if len(tokenized_str) == 0: return [] - sentences: List[List[str]] = [] - current_sentence = [] - current_sentence_tokens_len = 0 + segments: List[List[str]] = [] + current_segment = [] + current_segment_tokens_len = 0 for i in range(len(tokenized_str)): token = tokenized_str[i] - current_sentence.append(token) - current_sentence_tokens_len += 1 - if current_sentence_tokens_len <= max_tokens_per_sentence: - if token in split_tokens and current_sentence_tokens_len > 2: + current_segment.append(token) + current_segment_tokens_len += 1 + if current_segment_tokens_len <= max_text_tokens_per_segment: + if token in split_tokens and current_segment_tokens_len > 2: if i < len(tokenized_str) - 1: if tokenized_str[i + 1] in ["'", "▁'"]: # 后续token是'，则不切分 - current_sentence.append(tokenized_str[i + 1]) + current_segment.append(tokenized_str[i + 1]) i += 1 - sentences.append(current_sentence) - current_sentence = [] - current_sentence_tokens_len = 0 + segments.append(current_segment) + current_segment = [] + current_segment_tokens_len = 0 continue # 如果当前tokens的长度超过最大限制 - if not ("," in split_tokens or "▁," in split_tokens ) and ("," in current_sentence or "▁," in current_sentence): + if not ("," in split_tokens or "▁," in split_tokens ) and ("," in current_segment or "▁," in current_segment): # 如果当前tokens中有,，则按,分割 - sub_sentences = TextTokenizer.split_sentences_by_token( - current_sentence, [",", "▁,"], max_tokens_per_sentence=max_tokens_per_sentence + sub_segments = TextTokenizer.split_segments_by_token( + current_segment, [",", "▁,"], max_text_tokens_per_segment=max_text_tokens_per_segment ) - elif "-" not in split_tokens and "-" in current_sentence: + elif "-" not in split_tokens and "-" in current_segment: # 没有,，则按-分割 - sub_sentences = TextTokenizer.split_sentences_by_token( - current_sentence, ["-"], max_tokens_per_sentence=max_tokens_per_sentence + sub_segments = TextTokenizer.split_segments_by_token( + current_segment, ["-"], max_text_tokens_per_segment=max_text_tokens_per_segment ) else: # 按照长度分割 - sub_sentences = [] - for j in range(0, len(current_sentence), max_tokens_per_sentence): - if j + max_tokens_per_sentence < len(current_sentence): - sub_sentences.append(current_sentence[j : j + max_tokens_per_sentence]) + sub_segments = [] + for j in range(0, len(current_segment), max_text_tokens_per_segment): + if j + max_text_tokens_per_segment < len(current_segment): + sub_segments.append(current_segment[j : j + max_text_tokens_per_segment]) else: - sub_sentences.append(current_sentence[j:]) + sub_segments.append(current_segment[j:]) warnings.warn( - f"The tokens length of sentence exceeds limit: {max_tokens_per_sentence}, " - f"Tokens in sentence: {current_sentence}." + f"The tokens length of segment exceeds limit: {max_text_tokens_per_segment}, " + f"Tokens in segment: {current_segment}." "Maybe unexpected behavior", RuntimeWarning, ) - sentences.extend(sub_sentences) - current_sentence = [] - current_sentence_tokens_len = 0 - if current_sentence_tokens_len > 0: - assert current_sentence_tokens_len <= max_tokens_per_sentence - sentences.append(current_sentence) + segments.extend(sub_segments) + current_segment = [] + current_segment_tokens_len = 0 + if current_segment_tokens_len > 0: + assert current_segment_tokens_len <= max_text_tokens_per_segment + segments.append(current_segment) # 如果相邻的句子加起来长度小于最大限制，则合并 - merged_sentences = [] - for sentence in sentences: - if len(sentence) == 0: + merged_segments = [] + for segment in segments: + if len(segment) == 0: continue - if len(merged_sentences) == 0: - merged_sentences.append(sentence) - elif len(merged_sentences[-1]) + len(sentence) <= max_tokens_per_sentence: - merged_sentences[-1] = merged_sentences[-1] + sentence + if len(merged_segments) == 0: + merged_segments.append(segment) + elif len(merged_segments[-1]) + len(segment) <= max_text_tokens_per_segment: + merged_segments[-1] = merged_segments[-1] + segment else: - merged_sentences.append(sentence) - return merged_sentences + merged_segments.append(segment) + return merged_segments punctuation_marks_tokens = [ ".", @@ -422,9 +422,9 @@ class TextTokenizer: "▁?", "▁...", # ellipsis ] - def split_sentences(self, tokenized: List[str], max_tokens_per_sentence=120) -> List[List[str]]: - return TextTokenizer.split_sentences_by_token( - tokenized, self.punctuation_marks_tokens, max_tokens_per_sentence=max_tokens_per_sentence + def split_segments(self, tokenized: List[str], max_text_tokens_per_segment=120) -> List[List[str]]: + return TextTokenizer.split_segments_by_token( + tokenized, self.punctuation_marks_tokens, max_text_tokens_per_segment=max_text_tokens_per_segment ) @@ -516,19 +516,19 @@ if __name__ == "__main__": # 测试 normalize后的字符能被分词器识别 print(f"`{ch}`", "->", tokenizer.sp_model.Encode(ch, out_type=str)) print(f"` {ch}`", "->", tokenizer.sp_model.Encode(f" {ch}", out_type=str)) - max_tokens_per_sentence=120 + max_text_tokens_per_segment=120 for i in range(len(cases)): print(f"原始文本: {cases[i]}") print(f"Normalized: {text_normalizer.normalize(cases[i])}") tokens = tokenizer.tokenize(cases[i]) print("Tokenzied: ", ", ".join([f"`{t}`" for t in tokens])) - sentences = tokenizer.split_sentences(tokens, max_tokens_per_sentence=max_tokens_per_sentence) - print("Splitted sentences count:", len(sentences)) - if len(sentences) > 1: - for j in range(len(sentences)): - print(f" {j}, count:", len(sentences[j]), ", tokens:", "".join(sentences[j])) - if len(sentences[j]) > max_tokens_per_sentence: - print(f"Warning: sentence {j} is too long, length: {len(sentences[j])}") + segments = tokenizer.split_segments(tokens, max_text_tokens_per_segment=max_text_tokens_per_segment) + print("Segments count:", len(segments)) + if len(segments) > 1: + for j in range(len(segments)): + print(f" {j}, count:", len(segments[j]), ", tokens:", "".join(segments[j])) + if len(segments[j]) > max_text_tokens_per_segment: + print(f"Warning: segment {j} is too long, length: {len(segments[j])}") #print(f"Token IDs (first 10): {codes[i][:10]}") if tokenizer.unk_token in codes[i]: print(f"Warning: `{cases[i]}` contains UNKNOWN token") diff --git a/pyproject.toml b/pyproject.toml index 10bcd41..ee7a668 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,50 +1,109 @@ [project] -name = "index-tts" +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 = "Apache-2.0" license-files = ["LICEN[CS]E*", "INDEX_MODEL_LICENSE*"] readme = "README.md" +classifiers = [ + "Development Status :: 5 - Production/Stable", + + "Intended Audience :: Science/Research", + "Intended Audience :: Developers", + + "Topic :: Scientific/Engineering", + "Topic :: Scientific/Engineering :: Artificial Intelligence", + + "Natural Language :: English", + "Natural Language :: Chinese (Simplified)", + + "Programming Language :: Python :: 3", + + "Operating System :: OS Independent", +] requires-python = ">=3.10" dependencies = [ - # IMPORTANT: Always run `uv lock` to resolve and update the lockfile after edits: - "accelerate==1.8.1", - "cn2an==0.5.22", - "cython==3.0.7", - "deepspeed==0.17.1", - "descript-audiotools==0.7.2", - "ffmpeg-python==0.2.0", - "g2p-en==2.1.0", - "gradio>=5.44.1", - "jieba==0.42.1", - "json5==0.10.0", - "keras==2.9.0", - "librosa==0.10.2.post1", - "matplotlib==3.8.2", - "modelscope==1.27.0", - "munch==4.0.0", - "numba==0.58.1", - "numpy==1.26.2", - "omegaconf>=2.3.0", - "opencv-python==4.9.0.80", - "pandas==2.3.2", - "safetensors==0.5.2", - "sentencepiece>=0.2.1", - "tensorboard==2.9.1", - "textstat>=0.7.10", - "tokenizers==0.21.0", - "tqdm>=4.67.1", - "transformers==4.52.1", + # IMPORTANT: Always run `uv lock` or `uv lock --upgrade` to resolve dependencies + # and update the lockfile after editing anything below. + # WARNING: Ensure that you don't have a local `uv.toml` which overrides PyPI + # while generating the lockfile: https://github.com/astral-sh/uv/issues/15741 + "accelerate==1.8.1", + "cn2an==0.5.22", + "cython==3.0.7", + "deepspeed==0.17.1", + "descript-audiotools==0.7.2", + "ffmpeg-python==0.2.0", + "g2p-en==2.1.0", + "jieba==0.42.1", + "json5==0.10.0", + "keras==2.9.0", + "librosa==0.10.2.post1", + "matplotlib==3.8.2", + "modelscope==1.27.0", + "munch==4.0.0", + "numba==0.58.1", + "numpy==1.26.2", + "omegaconf>=2.3.0", + "opencv-python==4.9.0.80", + "pandas==2.3.2", + "safetensors==0.5.2", + "sentencepiece>=0.2.1", + "tensorboard==2.9.1", + "textstat>=0.7.10", + "tokenizers==0.21.0", + "torch==2.8.*", + "torchaudio==2.8.*", + "tqdm>=4.67.1", + "transformers==4.52.1", - # Use "wetext" on Windows/Mac, otherwise "WeTextProcessing" on Linux." - "wetext>=0.0.9; sys_platform != 'linux'", - "WeTextProcessing; sys_platform == 'linux'", + # Use "wetext" on Windows/Mac, otherwise "WeTextProcessing" on Linux. + "wetext>=0.0.9; sys_platform != 'linux'", + "WeTextProcessing; sys_platform == 'linux'", +] + +[project.optional-dependencies] +# To install the WebUI support, use `uv sync --extra webui` (or `--all-extras`). +webui = [ + "gradio>=5.44.1", ] [project.urls] Homepage = "https://github.com/index-tts/index-tts" Repository = "https://github.com/index-tts/index-tts.git" +[project.scripts] +# Set the installed binary names and entry points. +indextts = "indextts.cli:main" + +[build-system] +# How to build the project as a CLI tool or PyPI package. +# NOTE: Use `uv tool install -e .` to install the package as a CLI tool. +requires = ["hatchling >= 1.27.0"] +build-backend = "hatchling.build" + [tool.uv] -extra-index-url = ["https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"] +# Disable build isolation when building DeepSpeed from source. no-build-isolation-package = ["deepspeed"] + +[tool.uv.sources] +# Install PyTorch with CUDA support on Linux/Windows (CUDA doesn't exist for Mac). +# NOTE: We must explicitly request them as `dependencies` above. These improved +# versions will not be selected if they're only third-party dependencies. +torch = [ + { index = "pytorch-cuda", marker = "sys_platform == 'linux' or sys_platform == 'win32'" }, +] +torchaudio = [ + { index = "pytorch-cuda", marker = "sys_platform == 'linux' or sys_platform == 'win32'" }, +] +torchvision = [ + { index = "pytorch-cuda", marker = "sys_platform == 'linux' or sys_platform == 'win32'" }, +] + +[[tool.uv.index]] +name = "pytorch-cuda" +# Use PyTorch built for NVIDIA Toolkit version 12.8. +# Available versions: https://pytorch.org/get-started/locally/ +url = "https://download.pytorch.org/whl/cu128" +# Only use this index when explicitly requested by `tool.uv.sources`. +explicit = true diff --git a/setup.py b/setup.py deleted file mode 100644 index f5f9a8a..0000000 --- a/setup.py +++ /dev/null @@ -1,80 +0,0 @@ - -import platform -import os -from setuptools import find_packages, setup - -# add fused `anti_alias_activation` cuda extension if CUDA is available -anti_alias_activation_cuda_ext = None -if platform.system() != "Darwin": - try: - from torch.utils import cpp_extension - if cpp_extension.CUDA_HOME is not None: - anti_alias_activation_cuda_ext = cpp_extension.CUDAExtension( - name="indextts.BigVGAN.alias_free_activation.cuda.anti_alias_activation_cuda", - sources=[ - "indextts/BigVGAN/alias_free_activation/cuda/anti_alias_activation.cpp", - "indextts/BigVGAN/alias_free_activation/cuda/anti_alias_activation_cuda.cu", - ], - include_dirs=["indextts/BigVGAN/alias_free_activation/cuda"], - extra_compile_args={ - "cxx": ["-O3"], - "nvcc": [ - "-O3", - "--use_fast_math", - "-U__CUDA_NO_HALF_OPERATORS__", - "-U__CUDA_NO_HALF_CONVERSIONS__", - "--expt-relaxed-constexpr", - "--expt-extended-lambda", - ], - }, - ) - else: - print("CUDA_HOME is not set. Skipping anti_alias_activation CUDA extension.") - except ImportError: - print("PyTorch is not installed. Skipping torch extension.") - -setup( - name="indextts", - version="0.1.4", - author="Index SpeechTeam", - author_email="xuanwu@bilibili.com", - long_description=open("README.md", encoding="utf8").read(), - long_description_content_type="text/markdown", - description="An Industrial-Level Controllable and Efficient Zero-Shot Text-To-Speech System", - url="https://github.com/index-tts/index-tts", - packages=find_packages(), - include_package_data=True, - install_requires=[ - "torch>=2.1.2", - "torchaudio", - "transformers==4.36.2", - "accelerate", - "tokenizers==0.15.0", - "einops==0.8.1", - "matplotlib==3.8.2", - "omegaconf", - "sentencepiece", - "librosa", - "numpy", - "wetext" if platform.system() == "Darwin" else "WeTextProcessing", - ], - extras_require={ - "webui": ["gradio"], - }, - ext_modules=[anti_alias_activation_cuda_ext] if anti_alias_activation_cuda_ext else [], - cmdclass={"build_ext": cpp_extension.BuildExtension} if anti_alias_activation_cuda_ext else {}, - entry_points={ - "console_scripts": [ - "indextts = indextts.cli:main", - ] - }, - license="Apache-2.0", - python_requires=">=3.10", - classifiers=[ - "Programming Language :: Python :: 3.10", - "Operating System :: OS Independent", - "Intended Audience :: Science/Research", - "Topic :: Scientific/Engineering", - "Topic :: Scientific/Engineering :: Artificial Intelligence", - ], -) \ No newline at end of file diff --git a/tests/padding_test.py b/tests/padding_test.py index fcb67d0..0c8ad0b 100644 --- a/tests/padding_test.py +++ b/tests/padding_test.py @@ -21,7 +21,7 @@ if __name__ == "__main__": else: model_dir = "checkpoints" audio_prompt="tests/sample_prompt.wav" - tts = IndexTTS(cfg_path=f"{model_dir}/config.yaml", model_dir=model_dir, is_fp16=False, use_cuda_kernel=False) + tts = IndexTTS(cfg_path=f"{model_dir}/config.yaml", model_dir=model_dir, use_fp16=False, use_cuda_kernel=False) text = "晕 XUAN4 是 一 种 not very good GAN3 觉" text_tokens = tts.tokenizer.encode(text) text_tokens = torch.tensor(text_tokens, dtype=torch.int32, device=tts.device).unsqueeze(0) # [1, L] diff --git a/tests/regression_test.py b/tests/regression_test.py index aaf5423..ce977f4 100644 --- a/tests/regression_test.py +++ b/tests/regression_test.py @@ -2,7 +2,7 @@ from indextts.infer import IndexTTS if __name__ == "__main__": prompt_wav="tests/sample_prompt.wav" - tts = IndexTTS(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", is_fp16=True, use_cuda_kernel=False) + tts = IndexTTS(cfg_path="checkpoints/config.yaml", model_dir="checkpoints", use_fp16=True, use_cuda_kernel=False) # 单音频推理测试 text="晕 XUAN4 是 一 种 GAN3 觉" tts.infer(audio_prompt=prompt_wav, text=text, output_path=f"outputs/{text[:20]}.wav", verbose=True) diff --git a/tools/gpu_check.py b/tools/gpu_check.py new file mode 100644 index 0000000..f6ea8f9 --- /dev/null +++ b/tools/gpu_check.py @@ -0,0 +1,47 @@ +import torch + + +def show_cuda_gpu_list() -> None: + """ + Displays a list of all detected GPUs that support the CUDA Torch APIs. + """ + + num_gpus = torch.cuda.device_count() + print(f"Number of GPUs found: {num_gpus}") + + for i in range(num_gpus): + gpu_name = torch.cuda.get_device_name(i) + print(f'GPU {i}: "{gpu_name}"') + + +def check_torch_gpus() -> None: + """ + Checks for the availability of various PyTorch GPU acceleration platforms + and prints information about the discovered GPUs. + """ + + # Check for AMD ROCm/HIP first, since it modifies the CUDA APIs. + # NOTE: The unofficial ROCm/HIP backend exposes the AMD features through + # the CUDA Torch API calls. + if hasattr(torch.backends, "hip") and torch.backends.hip.is_available(): + print("PyTorch: AMD ROCm/HIP is available!") + show_cuda_gpu_list() + + # Check for NVIDIA CUDA. + elif torch.cuda.is_available(): + print("PyTorch: NVIDIA CUDA is available!") + show_cuda_gpu_list() + + # Check for Apple Metal Performance Shaders (MPS). + elif torch.backends.mps.is_available(): + print("PyTorch: Apple MPS is available!") + # PyTorch with MPS doesn't have a direct equivalent of `device_count()` + # or `get_device_name()` for now, so we just confirm its presence. + print("Using Apple Silicon GPU.") + + else: + print("PyTorch: No GPU acceleration detected. Running in CPU mode.") + + +if __name__ == "__main__": + check_torch_gpus() diff --git a/tools/i18n/locale/en_US.json b/tools/i18n/locale/en_US.json index 620bb36..9d7255a 100644 --- a/tools/i18n/locale/en_US.json +++ b/tools/i18n/locale/en_US.json @@ -1,10 +1,10 @@ { - "本软件以MIT协议开源, 作者不对软件具备任何控制力, 使用软件者、传播软件导出的声音者自负全责.": "This software is open-sourced under the MIT License. The author has no control over the software, and users of the software, as well as those who distribute the audio generated by the software, assume full responsibility.", - "如不认可该条款, 则不能使用或引用软件包内任何代码和文件. 详见根目录LICENSE.": "If you do not agree to these terms, you are not permitted to use or reference any code or files within the software package. For further details, please refer to the LICENSE file in the root directory.", + "本软件以Apache-2.0协议开源, 作者不对软件具备任何控制力, 使用软件者、传播软件导出的声音者自负全责.": "This software is open-sourced under the Apache-2.0 License. The author has no control over the software, and users of the software, as well as those who distribute the audio generated by the software, assume full responsibility.", + "如不认可该条款, 则不能使用或引用软件包内任何代码和文件. 详见根目录LICENSE.": "If you do not agree to these terms, you are not permitted to use or reference any code or files within the software package. For further details, please refer to the LICENSE files in the root directory.", "时长必须为正数": "Duration must be a positive number", "请输入有效的浮点数": "Please enter a valid floating-point number", "使用情感参考音频": "Use emotion reference audio", - "使用情感向量控制": "Use emotion vector", + "使用情感向量控制": "Use emotion vectors", "使用情感描述文本控制": "Use text description to control emotion", "上传情感参考音频": "Upload emotion reference audio", "情感权重": "Emotion control weight", @@ -17,32 +17,32 @@ "惊喜": "Surprised", "平静": "Calm", "情感描述文本": "Emotion description", - "请输入情感描述文本": "Please input emotion description", + "请输入情绪描述（或留空以自动使用目标文本作为情绪描述）": "Please input an emotion description (or leave blank to automatically use the main text prompt)", "高级生成参数设置": "Advanced generation parameter settings", "情感向量之和不能超过1.5，请调整后重试。": "The sum of the emotion vectors cannot exceed 1.5. Please adjust and try again.", - "音色参考音频": "Voice reference", + "音色参考音频": "Voice Reference", "音频生成": "Speech Synthesis", "文本": "Text", "生成语音": "Synthesize", "生成结果": "Synthesis Result", "功能设置": "Settings", - "分句设置": "Sentence segmentation settings", - "参数会影响音频质量和生成速度": "Parameters below affect audio quality and generation speed", + "分句设置": "Text segmentation settings", + "参数会影响音频质量和生成速度": "These parameters affect the audio quality and generation speed.", "分句最大Token数": "Max tokens per generation segment", "建议80~200之间，值越大，分句越长；值越小，分句越碎；过小过大都可能导致音频质量不高": "Recommended range: 80 - 200. Larger values require more VRAM but improves the flow of the speech, while lower values require less VRAM but means more fragmented sentences. Values that are too small or too large may lead to less coherent speech.", - "预览分句结果": "Preview sentence segmentation result", + "预览分句结果": "Preview of the audio generation segments", "序号": "Index", "分句内容": "Content", "Token数": "Token Count", "情感控制方式": "Emotion control method", "GPT2 采样设置": "GPT-2 Sampling Configuration", - "参数会影响音频多样性和生成速度详见": "Influence both the diversity of the generated audio and the generation speed. For further details, refer to", + "参数会影响音频多样性和生成速度详见": "Influences both the diversity of the generated audio and the generation speed. For further details, refer to", "是否进行采样": "Enable GPT-2 sampling", "生成Token最大数量，过小导致音频被截断": "Maximum number of tokens to generate. If text exceeds this, the audio will be cut off.", - "请上传情感参考音频": "Please upload emotion reference audio", - "当前模型版本": "Current model version ", - "请输入目标文本": "Please input text to synthesize", + "请上传情感参考音频": "Please upload the emotion reference audio", + "当前模型版本": "Current model version: ", + "请输入目标文本": "Please input the text to synthesize", "例如：高兴，愤怒，悲伤等": "e.g., happy, angry, sad, etc.", "与音色参考音频相同": "Same as the voice reference", - "情感随机采样": "Random emotion sampling" + "情感随机采样": "Randomize emotion sampling" } \ No newline at end of file diff --git a/tools/i18n/locale/zh_CN.json b/tools/i18n/locale/zh_CN.json index 95aaf56..4554850 100644 --- a/tools/i18n/locale/zh_CN.json +++ b/tools/i18n/locale/zh_CN.json @@ -1,5 +1,5 @@ { - "本软件以MIT协议开源, 作者不对软件具备任何控制力, 使用软件者、传播软件导出的声音者自负全责.": "本软件以MIT协议开源, 作者不对软件具备任何控制力, 使用软件者、传播软件导出的声音者自负全责.", + "本软件以Apache-2.0协议开源, 作者不对软件具备任何控制力, 使用软件者、传播软件导出的声音者自负全责.": "本软件以Apache-2.0协议开源, 作者不对软件具备任何控制力, 使用软件者、传播软件导出的声音者自负全责.", "如不认可该条款, 则不能使用或引用软件包内任何代码和文件. 详见根目录LICENSE.": "如不认可该条款, 则不能使用或引用软件包内任何代码和文件. 详见根目录LICENSE.", "时长必须为正数": "时长必须为正数", "请输入有效的浮点数": "请输入有效的浮点数", @@ -17,7 +17,7 @@ "惊喜": "惊喜", "平静": "平静", "情感描述文本": "情感描述文本", - "请输入情感描述文本": "请输入情感描述文本", + "请输入情绪描述（或留空以自动使用目标文本作为情绪描述）": "请输入情绪描述（或留空以自动使用目标文本作为情绪描述）", "高级生成参数设置": "高级生成参数设置", "情感向量之和不能超过1.5，请调整后重试。": "情感向量之和不能超过1.5，请调整后重试。", "音色参考音频": "音色参考音频", diff --git a/uv.lock b/uv.lock index 2a2f555..a82fd44 100644 --- a/uv.lock +++ b/uv.lock @@ -2,33 +2,37 @@ version = 1 revision = 3 requires-python = ">=3.10" resolution-markers = [ - "python_full_version >= '3.13' and sys_platform == 'darwin'", - "python_full_version == '3.12.*' and sys_platform == 'darwin'", "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'", "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'", - "(python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.13' and 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-import logging import os import sys import threading @@ -17,12 +16,16 @@ sys.path.append(current_dir) sys.path.append(os.path.join(current_dir, "indextts")) import argparse -parser = argparse.ArgumentParser(description="IndexTTS WebUI") +parser = argparse.ArgumentParser( + description="IndexTTS WebUI", + formatter_class=argparse.ArgumentDefaultsHelpFormatter, +) parser.add_argument("--verbose", action="store_true", default=False, help="Enable verbose mode") parser.add_argument("--port", type=int, default=7860, help="Port to run the web UI on") 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("--is_fp16", action="store_true", default=False, help="Fp16 infer") +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("--gui_seg_tokens", type=int, default=120, help="GUI: Max tokens per generation segment") cmd_args = parser.parse_args() if not os.path.exists(cmd_args.model_dir): @@ -42,14 +45,12 @@ for file in [ sys.exit(1) import gradio as gr -from indextts import infer from indextts.infer_v2 import IndexTTS2 from tools.i18n.i18n import I18nAuto -from modelscope.hub import api i18n = I18nAuto(language="Auto") MODE = 'local' -tts = IndexTTS2(model_dir=cmd_args.model_dir, cfg_path=os.path.join(cmd_args.model_dir, "config.yaml"),is_fp16=cmd_args.is_fp16) +tts = IndexTTS2(model_dir=cmd_args.model_dir, cfg_path=os.path.join(cmd_args.model_dir, "config.yaml"),use_fp16=cmd_args.fp16) # 支持的语言列表 LANGUAGES = { @@ -96,7 +97,7 @@ def gen_single(emo_control_method,prompt, text, emo_ref_path, emo_weight, vec1, vec2, vec3, vec4, vec5, vec6, vec7, vec8, emo_text,emo_random, - max_text_tokens_per_sentence=120, + max_text_tokens_per_segment=120, *args, progress=gr.Progress()): output_path = None if not output_path: @@ -133,6 +134,10 @@ def gen_single(emo_control_method,prompt, text, else: vec = None + if emo_text == "": + # erase empty emotion descriptions; `infer()` will then automatically use the main prompt + emo_text = None + print(f"Emo control mode:{emo_control_method},vec:{vec}") output = tts.infer(spk_audio_prompt=prompt, text=text, output_path=output_path, @@ -140,7 +145,7 @@ def gen_single(emo_control_method,prompt, text, emo_vector=vec, use_emo_text=(emo_control_method==3), emo_text=emo_text,use_random=emo_random, verbose=cmd_args.verbose, - max_text_tokens_per_sentence=int(max_text_tokens_per_sentence), + max_text_tokens_per_segment=int(max_text_tokens_per_segment), **kwargs) return gr.update(value=output,visible=True) @@ -204,7 +209,7 @@ with gr.Blocks(title="IndexTTS Demo") as demo: with gr.Group(visible=False) as emo_text_group: with gr.Row(): - emo_text = gr.Textbox(label=i18n("情感描述文本"), placeholder=i18n("请输入情感描述文本"), value="", info=i18n("例如：高兴，愤怒，悲伤等")) + emo_text = gr.Textbox(label=i18n("情感描述文本"), placeholder=i18n("请输入情绪描述（或留空以自动使用目标文本作为情绪描述）"), value="", info=i18n("例如：高兴，愤怒，悲伤等")) with gr.Accordion(i18n("高级生成参数设置"), open=False): with gr.Row(): @@ -227,14 +232,15 @@ with gr.Blocks(title="IndexTTS Demo") as demo: with gr.Column(scale=2): gr.Markdown(f'**{i18n("分句设置")}** _{i18n("参数会影响音频质量和生成速度")}_') with gr.Row(): - max_text_tokens_per_sentence = gr.Slider( - label=i18n("分句最大Token数"), value=120, minimum=20, maximum=tts.cfg.gpt.max_text_tokens, step=2, key="max_text_tokens_per_sentence", + initial_value = max(20, min(tts.cfg.gpt.max_text_tokens, cmd_args.gui_seg_tokens)) + max_text_tokens_per_segment = gr.Slider( + label=i18n("分句最大Token数"), value=initial_value, minimum=20, maximum=tts.cfg.gpt.max_text_tokens, step=2, key="max_text_tokens_per_segment", info=i18n("建议80~200之间，值越大，分句越长；值越小，分句越碎；过小过大都可能导致音频质量不高"), ) - with gr.Accordion(i18n("预览分句结果"), open=True) as sentences_settings: - sentences_preview = gr.Dataframe( + with gr.Accordion(i18n("预览分句结果"), open=True) as segments_settings: + segments_preview = gr.Dataframe( headers=[i18n("序号"), i18n("分句内容"), i18n("Token数")], - key="sentences_preview", + key="segments_preview", wrap=True, ) advanced_params = [ @@ -256,23 +262,23 @@ with gr.Blocks(title="IndexTTS Demo") as demo: vec1,vec2,vec3,vec4,vec5,vec6,vec7,vec8] ) - def on_input_text_change(text, max_tokens_per_sentence): + def on_input_text_change(text, max_text_tokens_per_segment): if text and len(text) > 0: text_tokens_list = tts.tokenizer.tokenize(text) - sentences = tts.tokenizer.split_sentences(text_tokens_list, max_tokens_per_sentence=int(max_tokens_per_sentence)) + segments = tts.tokenizer.split_segments(text_tokens_list, max_text_tokens_per_segment=int(max_text_tokens_per_segment)) data = [] - for i, s in enumerate(sentences): - sentence_str = ''.join(s) + for i, s in enumerate(segments): + segment_str = ''.join(s) tokens_count = len(s) - data.append([i, sentence_str, tokens_count]) + data.append([i, segment_str, tokens_count]) return { - sentences_preview: gr.update(value=data, visible=True, type="array"), + segments_preview: gr.update(value=data, visible=True, type="array"), } else: df = pd.DataFrame([], columns=[i18n("序号"), i18n("分句内容"), i18n("Token数")]) return { - sentences_preview: gr.update(value=df), + segments_preview: gr.update(value=df), } def on_method_select(emo_control_method): if emo_control_method == 1: @@ -310,13 +316,13 @@ with gr.Blocks(title="IndexTTS Demo") as demo: input_text_single.change( on_input_text_change, - inputs=[input_text_single, max_text_tokens_per_sentence], - outputs=[sentences_preview] + inputs=[input_text_single, max_text_tokens_per_segment], + outputs=[segments_preview] ) - max_text_tokens_per_sentence.change( + max_text_tokens_per_segment.change( on_input_text_change, - inputs=[input_text_single, max_text_tokens_per_sentence], - outputs=[sentences_preview] + inputs=[input_text_single, max_text_tokens_per_segment], + outputs=[segments_preview] ) prompt_audio.upload(update_prompt_audio, inputs=[], @@ -326,7 +332,7 @@ with gr.Blocks(title="IndexTTS Demo") as demo: inputs=[emo_control_method,prompt_audio, input_text_single, emo_upload, emo_weight, vec1, vec2, vec3, vec4, vec5, vec6, vec7, vec8, emo_text,emo_random, - max_text_tokens_per_sentence, + max_text_tokens_per_segment, *advanced_params, ], outputs=[output_audio])