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1 | 1 | # diffsptk |
2 | 2 |
|
3 | | -*diffsptk* is a differentiable version of [SPTK](https://github.com/sp-nitech/SPTK) based on the PyTorch framework. |
| 3 | +*diffsptk* is a differentiable version of [SPTK](https://github.com/sp-nitech/SPTK) built on the PyTorch framework. |
| 4 | +It provides various speech signal processing modules as PyTorch layers, |
| 5 | +allowing users to integrate classic signal processing algorithms directly into neural network architectures and optimize them through backpropagation. |
4 | 6 |
|
5 | 7 | [](https://sp-nitech.github.io/diffsptk/3.4.0/) |
6 | 8 | [](https://pepy.tech/project/diffsptk) |
7 | 9 | [](https://clickpy.clickhouse.com/dashboard/diffsptk) |
8 | | -[](https://snyk.io/advisor/python/diffsptk) |
9 | 10 | [](https://pypi.python.org/pypi/diffsptk) |
10 | 11 | [](https://pypi.python.org/pypi/diffsptk) |
11 | 12 | [](https://pypi.python.org/pypi/diffsptk) |
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21 | 22 |
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22 | 23 | ## Documentation |
23 | 24 |
|
24 | | -- Online [documentation](https://sp-nitech.github.io/diffsptk/3.4.0/) for the reference manual |
25 | | -- Conference [paper](https://www.isca-archive.org/ssw_2023/yoshimura23_ssw.html) on the ISCA Archive |
26 | | -- Hands-on [tutorial](https://colab.research.google.com/drive/1xAoUKqXadvJXJ7RzN0OceB6y7q5i7Sn6?usp=drive_link) on Google Colab |
| 25 | +- [**Reference Manual**](https://sp-nitech.github.io/diffsptk/3.4.0/) - Detailed API documentation and module specifications. |
| 26 | +- [**Interactive Tutorial**](https://colab.research.google.com/drive/1xAoUKqXadvJXJ7RzN0OceB6y7q5i7Sn6?usp=drive_link) (Google Colab) - Hands-on examples to get started with `diffsptk` in your browser. |
| 27 | +- [**Conference Paper**](https://www.isca-archive.org/ssw_2023/yoshimura23_ssw.html) - Technical background and implementation details available on the ISCA Archive. |
27 | 28 |
|
28 | 29 | ## Installation |
29 | 30 |
|
30 | | -The latest stable release can be installed through PyPI by running |
| 31 | +The latest stable release can be installed via PyPI: |
31 | 32 |
|
32 | 33 | ```sh |
33 | 34 | pip install diffsptk |
34 | 35 | ``` |
35 | 36 |
|
36 | | -The development release can be installed from the master branch: |
| 37 | +Alternatively, the development version can be installed directly from the GitHub repository: |
37 | 38 |
|
38 | 39 | ```sh |
39 | 40 | pip install git+https://github.com/sp-nitech/diffsptk.git@master |
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