Automatically subtitle any video spoken in any language to a language of your choice.
Project description
Subtitler
Automatically subtitle any video spoken in any language to a language of your choice.
Models used:
- OpenAI whisper - for text-to-audio
- Facebook M2M10 - for translation
Tools used:
ffmpeg
Please don't forget to star the repository if you find it useful or educational!
Before:
https://github.com/extremq/subtitler/assets/45830561/49f6ecce-cfdc-4f1c-97eb-07a36ac841c9
After (in Romanian - model_type=medium, language_model_type=base
):
https://github.com/extremq/subtitler/assets/45830561/20bc5169-0ce3-47cd-adb7-15d75daf27f4
Setup
Install using pip
.
pip install gptsubtitler
Install ffmpeg
:
# Ubuntu or Debian
sudo apt update && sudo apt install ffmpeg
# MacOS
brew install ffmpeg
# Windows using Chocolatey https://chocolatey.org/
choco install ffmpeg
Quick guide
Example usage for adding subtitles and translating them in Romanian:
You only need to specify the language you want the subtitles to be in, the program will handle the rest of the work.
from gptsubtitler import Transcriber
# I strongly recommend using the "medium" model_type.
Transcriber.transcribe("soldier.mp4", target_language="ro", model_type="medium", language_model_type="base", device="cuda")
You can also use the Translator
class from translator.py
if you just want to translate some text.
Example usage for translating from English to Romanian:
from gptsubtitler import Translator
print(Translator.translate("Hi!", target_language="ro", source_language="en", device="cuda"))
If you have generated a .srt
file and just want to add subtitles:
from gptsubtitler import create_video_with_subtitles
create_video_with_subtitles("video.mp4", "output.srt", "video_subtitled.mp4")
Options
Device (if you have a gpu and have installed pytorch, use "cuda"):
- cpu - default
- cuda
Available options for model_type
(the audio to text model):
- tiny
- base - default
- small
- medium
- large
Available options for language_model_type
(the language translator model):
- base - default
- large
Project details
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