├── .gitignore
├── LICENSE
├── README.md
├── docs
├── en
│ └── README_EN.md
└── pt
│ └── README_pt-BR.md
├── ffmpeg.7z
├── models
└── .gitignore
├── requirements.txt
├── run.bat
├── set.ini
├── start.py
├── static
├── images
│ ├── alipay.png
│ └── wx.png
└── layui
│ ├── css
│ └── layui.css
│ ├── font
│ ├── iconfont.eot
│ ├── iconfont.svg
│ ├── iconfont.ttf
│ ├── iconfont.woff
│ └── iconfont.woff2
│ └── layui.js
├── stslib
├── .gitignore
├── __init__.py
├── cfg.py
└── tool.py
├── templates
└── index.html
├── test.py
├── testcuda.py
└── version.json
/.gitignore:
--------------------------------------------------------------------------------
1 | venv
2 | .idea
3 | build
4 | dist
5 | models/models--Systran--faster-whisper-base
6 | models/models--Systran--faster-whisper-tiny
7 | *.log
8 | *.wav
9 | *.mp3
10 | *.spec
11 | *.exe
12 | *.zip
13 | stslib/__pycache__
--------------------------------------------------------------------------------
/LICENSE:
--------------------------------------------------------------------------------
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553 |
554 | Notwithstanding any other provision of this License, you have
555 | permission to link or combine any covered work with a work licensed
556 | under version 3 of the GNU Affero General Public License into a single
557 | combined work, and to convey the resulting work. The terms of this
558 | License will continue to apply to the part which is the covered work,
559 | but the special requirements of the GNU Affero General Public License,
560 | section 13, concerning interaction through a network will apply to the
561 | combination as such.
562 |
563 | 14. Revised Versions of this License.
564 |
565 | The Free Software Foundation may publish revised and/or new versions of
566 | the GNU General Public License from time to time. Such new versions will
567 | be similar in spirit to the present version, but may differ in detail to
568 | address new problems or concerns.
569 |
570 | Each version is given a distinguishing version number. If the
571 | Program specifies that a certain numbered version of the GNU General
572 | Public License "or any later version" applies to it, you have the
573 | option of following the terms and conditions either of that numbered
574 | version or of any later version published by the Free Software
575 | Foundation. If the Program does not specify a version number of the
576 | GNU General Public License, you may choose any version ever published
577 | by the Free Software Foundation.
578 |
579 | If the Program specifies that a proxy can decide which future
580 | versions of the GNU General Public License can be used, that proxy's
581 | public statement of acceptance of a version permanently authorizes you
582 | to choose that version for the Program.
583 |
584 | Later license versions may give you additional or different
585 | permissions. However, no additional obligations are imposed on any
586 | author or copyright holder as a result of your choosing to follow a
587 | later version.
588 |
589 | 15. Disclaimer of Warranty.
590 |
591 | THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
592 | APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
593 | HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
594 | OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
595 | THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
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597 | IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
598 | ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
599 |
600 | 16. Limitation of Liability.
601 |
602 | IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
603 | WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
604 | THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
605 | GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
606 | USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
607 | DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
608 | PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
609 | EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
610 | SUCH DAMAGES.
611 |
612 | 17. Interpretation of Sections 15 and 16.
613 |
614 | If the disclaimer of warranty and limitation of liability provided
615 | above cannot be given local legal effect according to their terms,
616 | reviewing courts shall apply local law that most closely approximates
617 | an absolute waiver of all civil liability in connection with the
618 | Program, unless a warranty or assumption of liability accompanies a
619 | copy of the Program in return for a fee.
620 |
621 | END OF TERMS AND CONDITIONS
622 |
623 | How to Apply These Terms to Your New Programs
624 |
625 | If you develop a new program, and you want it to be of the greatest
626 | possible use to the public, the best way to achieve this is to make it
627 | free software which everyone can redistribute and change under these terms.
628 |
629 | To do so, attach the following notices to the program. It is safest
630 | to attach them to the start of each source file to most effectively
631 | state the exclusion of warranty; and each file should have at least
632 | the "copyright" line and a pointer to where the full notice is found.
633 |
634 |
635 | Copyright (C)
636 |
637 | This program is free software: you can redistribute it and/or modify
638 | it under the terms of the GNU General Public License as published by
639 | the Free Software Foundation, either version 3 of the License, or
640 | (at your option) any later version.
641 |
642 | This program is distributed in the hope that it will be useful,
643 | but WITHOUT ANY WARRANTY; without even the implied warranty of
644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
645 | GNU General Public License for more details.
646 |
647 | You should have received a copy of the GNU General Public License
648 | along with this program. If not, see .
649 |
650 | Also add information on how to contact you by electronic and paper mail.
651 |
652 | If the program does terminal interaction, make it output a short
653 | notice like this when it starts in an interactive mode:
654 |
655 | Copyright (C)
656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
657 | This is free software, and you are welcome to redistribute it
658 | under certain conditions; type `show c' for details.
659 |
660 | The hypothetical commands `show w' and `show c' should show the appropriate
661 | parts of the General Public License. Of course, your program's commands
662 | might be different; for a GUI interface, you would use an "about box".
663 |
664 | You should also get your employer (if you work as a programmer) or school,
665 | if any, to sign a "copyright disclaimer" for the program, if necessary.
666 | For more information on this, and how to apply and follow the GNU GPL, see
667 | .
668 |
669 | The GNU General Public License does not permit incorporating your program
670 | into proprietary programs. If your program is a subroutine library, you
671 | may consider it more useful to permit linking proprietary applications with
672 | the library. If this is what you want to do, use the GNU Lesser General
673 | Public License instead of this License. But first, please read
674 | .
675 |
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10 |
11 | [👑 Support the project](https://github.com/jianchang512/pyvideotrans/blob/main/docs/about.md) | [Discord](https://discord.gg/SyT6GEwkJS)
12 |
13 |
14 |
15 | ---
16 |
17 | # Voice Recognition to Text Tool
18 |
19 | This is an offline local voice recognition tool to text, based on the open-source model fast-whisper. It can recognize and convert human voice in videos/audios into text, in json format, srt subtitle with timestamps format, and plain text format. It can be used after self-deployment to replace the voice recognition interface of openai or Baidu Voice Recognition, etc. The accuracy is basically the same as the official api interface of openai.
20 |
21 | >
22 | > After deployment or download, double click on start.exe to automatically call the local browser to open the local webpage.
23 | >
24 | > Drag or click to select the audio and video file to be recognized, then select the speaking language, output text format, model used (base model built-in), click start recognition, after completion, output in the selected format on the current webpage.
25 | >
26 | > The entire process does not require the internet, it operates entirely locally, and can be deployed on the intranet.
27 | >
28 | > The fast-whisper open-source model has base/small/medium/large-v3, with built-in base model, base->large-v3 recognition effect is getting better and better, but the computer resources required are also more, you can download and unzip it into the models directory according to need.
29 | >
30 | > [All model download links](https://github.com/jianchang512/stt/releases/tag/0.0)
31 | >
32 |
33 |
34 | # Video Demonstration
35 |
36 |
37 | https://github.com/jianchang512/stt/assets/3378335/d716acb6-c20c-4174-9620-f574a7ff095d
38 |
39 |
40 | 
41 |
42 |
43 |
44 |
45 | # Precompiled Win Version Usage Method / Linux and Mac Source Code Deployment
46 |
47 | 1. [Click here to go to the Releases page to download](https://github.com/jianchang512/stt/releases) precompiled file
48 |
49 | 2. After downloading, unzip it somewhere, such as E:/stt
50 |
51 | 3. Double-click start.exe, and wait for the browser window to open automatically
52 |
53 | 4. Click on the upload area on the page, find the audio or video file you want to recognize in the pop-up window, or directly drag the audio and video file to the upload area, then select the spoken language, text output format, and model used, click "Start Recognition Immediately", wait for a while, the text boxes at the bottom will display the recognition results in the selected format
54 |
55 | 5. If the computer has an Nvidia GPU and the CUDA environment is correctly configured, CUDA acceleration will be used automatically
56 |
57 |
58 | # Source Code Deployment (Linux / Mac / Window)
59 |
60 | 0. Required python 3.9->3.11
61 |
62 | 1. Create an empty directory, such as E:/stt, open cmd window in this directory, the method is to enter `cmd` in the address bar, and then press enter.
63 |
64 | Using git to pull the source code to the current directory ` git clone git@github.com:jianchang512/stt.git . `
65 |
66 | 2. Create a virtual environment `python -m venv venv`
67 |
68 | 3. Activate the environment, the command under win is `%cd%/venv/scripts/activate`, the linux and Mac go to google and search. if want to use cuda,and exec `pip uninstall -y torch` ,`pip install torch --index-url https://download.pytorch.org/whl/cu121`
69 |
70 | 4. Install dependencies: `pip install -r requirements.txt`, if you report a version conflict error, please run `pip install -r requirements.txt --no-deps`
71 |
72 | 5. Decompress ffmpeg.7z under Windows, and put the `ffmpeg.exe` and `ffprobe.exe` in it in the project directory, linux and mac to download the corresponding version ffmpeg from the [ffmpeg official website](https://ffmpeg.org/download.html), unzip the `ffmpeg` and `ffprobe` binary programs and put them at the root of the project
73 |
74 | 6. [Download the model compression package](https://github.com/jianchang512/stt/releases/tag/0.0), download the model as necessary, after downloading, put the folder in the compression package into the models folder of the root of the project
75 |
76 | 7. Execute `python start.py `, wait for the local browser window to open automatically.
77 |
78 |
79 |
80 |
81 | # API Interface
82 |
83 | Interface address: http://127.0.0.1:9977/api
84 |
85 | Request method: POST
86 |
87 | Request parameters:
88 |
89 | language: Language code: optional below
90 |
91 | >
92 | > Chinese: zh
93 | > English: en
94 | > French: fr
95 | > German: de
96 | > Japanese: ja
97 | > Korean: ko
98 | > Russian: ru
99 | > Spanish: es
100 | > Thai: th
101 | > Italian: it
102 | > Portuguese: pt
103 | > Vietnamese: vi
104 | > Arabic: ar
105 | > Turkish: tr
106 | >
107 |
108 | model: Model name, optional below
109 | >
110 | > base corresponds to models/models--Systran--faster-whisper-base
111 | > small corresponds to models/models--Systran--faster-whisper-small
112 | > medium corresponds to models/models--Systran--faster-whisper-medium
113 | > large-v3 corresponds to models/models--Systran--faster-whisper-large-v3
114 | >
115 |
116 | response_format: the returned subtitle format. Can be text|json|srt
117 |
118 | file: audio and video files, binary upload
119 |
120 | Api request example
121 |
122 | ```python
123 | import requests
124 | # Request address
125 | url = "http://127.0.0.1:9977/api"
126 | # Request parameters include file: audio and video files, language: language code, model: model, response_format: text|json|srt
127 | # Returns code==0 success, others fail, msg==success is ok, others fail reasons, data=returned text after recognition
128 | files = {"file": open("C:\\Users\\c1\\Videos\\2.wav", "rb")}
129 | data={"language":"zh","model":"base","response_format":"json"}
130 | response = requests.request("POST", url, timeout=600, data=data,files=files)
131 | print(response.json())
132 | ```
133 |
134 |
135 |
136 | # CUDA Acceleration Support
137 |
138 | **Install CUDA Tools** [Detailed installation method](https://juejin.cn/post/7318704408727519270)
139 |
140 | If your computer has Nvidia graphics card, first upgrade the graphics card driver to the latest, and then to install the corresponding
141 | [CUDA Toolkit](https://developer.nvidia.com/cuda-downloads) and [cudnn for CUDA11.X](https://developer.nvidia.com/rdp/cudnn-archive).
142 |
143 | After the installation is completed, press `Win + R`, type `cmd` and then press enter. In the pop-up window, type `nvcc --version`, confirm that there is version information displayed, similar to the graphic shown
144 | 
145 |
146 | Then continue typing `nvidia-smi`, confirm there is output info and you can see the cuda version number, similar to the graphic shown
147 | 
148 |
149 | Then execute `python testcuda.py`, if it prompts success, it means the installation is correct, otherwise please carefully check and reinstall
150 | By default, CPU operation is used. If you are sure to use a NVIDIA graphics card and have configured the CUDA environment, please modify the devtype=CPU in set.ini to devtype=CUDA and restart to use CUDA acceleration
151 |
152 | # Notices
153 |
154 | 0. If you do not have Nvidia graphics card or the CUDA environment is not properly configured, do not use the large/large-v3 model, it may cause the memory to exhaust and crash
155 | 1. Chinese in some cases will output traditional characters
156 | 2. Sometimes you will encounter an error "cublasxx.dll does not exist", at this time you need to download cuBLAS, and then copy the dll file to the system directory, [click to download cuBLAS](https://github.com/jianchang512/stt/releases/download/0.0/cuBLAS_win.7z), after decompression, copy the dll file inside to C:/Windows/System32
157 | 3. By default, CPU operation is used. If you are sure to use a NVIDIA graphics card and have configured the CUDA environment, please modify the devtype=CPU in set.ini to devtype=CUDA and restart to use CUDA acceleration
158 |
159 |
160 |
161 | # Related Projects
162 |
163 | [Video translation dubbing tool: translate subtitles and dub](https://github.com/jianchang512/pyvideotrans)
164 |
165 | [Voice Cloning Tool: Synthesize speech with any sound color](https://github.com/jianchang512/clone-voice)
166 |
167 | [Vocal Background Music Separation: A very simple vocal and background music separation tool, localized webpage operation](https://github.com/jianchang512/stt)
168 |
169 | # Acknowledgement
170 |
171 | The other projects mainly dependent on this project are
172 |
173 | 1. https://github.com/SYSTRAN/faster-whisper
174 | 2. https://github.com/pallets/flask
175 | 3. https://ffmpeg.org/
176 | 4. https://layui.dev
177 |
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