Clips AI: Your Go-To Tool for Video Repurposing
Clips AI is an open-source Python library designed to revolutionize how developers handle longform videos. Whether you're working with podcasts, interviews, or speeches, Clips AI automates the process of converting lengthy videos into concise clips. With just a few lines of code, you can segment your video and resize its aspect ratio, making it perfect for various platforms.
Key Features
1. Automatic Clipping
Clips AI utilizes an advanced clipping algorithm that analyzes your video's transcript to identify key moments. This means you can focus on creating content without manually sifting through hours of footage.
2. Dynamic Resizing
With the ability to resize videos from 16:9 to 9:16 (and more), Clips AI ensures your content looks great on any device. The resizing algorithm dynamically reframes videos to focus on the current speaker, enhancing viewer engagement.
3. Easy Installation
Setting up Clips AI is straightforward. Here’s how you can get started:
pip install clipsai
pip install whisperx@git+https://github.com/m-bain/whisperx.git
Make sure to install libmagic
and ffmpeg
to handle video processing efficiently.
4. Transcription with WhisperX
To create clips, your video must first be transcribed. Clips AI integrates with WhisperX, an open-source tool that provides accurate transcription and timing for each word. Here’s a quick example:
from clipsai import ClipFinder, Transcriber
transcriber = Transcriber()
transcription = transcriber.transcribe(audio_file_path="/abs/path/to/video.mp4")
clipfinder = ClipFinder()
clips = clipfinder.find_clips(transcription=transcription)
print("StartTime: ", clips[0].start_time)
print("EndTime: ", clips[0].end_time)
5. Resizing Your Video
To resize your video, you’ll need a Hugging Face access token for speaker diarization. Here’s how to do it:
from clipsai import resize
crops = resize(
video_file_path="/abs/path/to/video.mp4",
pyannote_auth_token="pyannote_token",
aspect_ratio=(9, 16)
)
print("Crops: ", crops.segments)
Practical Tips
- Use a Virtual Environment: To avoid dependency conflicts, consider using a virtual environment like
venv
. - Check for Updates: As with any open-source tool, keep an eye on the GitHub repository for the latest features and improvements.
Competitor Comparison
While there are many video editing tools available, Clips AI stands out due to its focus on automation and ease of use. Unlike traditional video editors, Clips AI allows developers to integrate video clipping directly into their applications, saving time and effort.
Common Questions
- Is Clips AI free? Yes, Clips AI is open-source and free to use.
- What types of videos can I use? Clips AI is best suited for narrative-based videos like podcasts and interviews.
Conclusion
Clips AI is a powerful tool for developers looking to streamline their video editing process. With its automatic clipping and resizing features, you can focus on creating engaging content without getting bogged down by technical details.
Call to Action
Ready to give Clips AI a try? Check out the official GitHub repository for more information and start transforming your videos today!