#!/usr/bin/env bash set -e # NOTE: do not use any distil-* model other than the large ones as they don't work on long audio files for some reason. export WHISPER__MODEL=Systran/faster-distil-whisper-large-v3 # or Systran/faster-whisper-tiny.en if you are running on a CPU for a faster inference. # Ensure you have `speaches` running. If this is your first time running it expect to wait up-to a minute for the model to be downloaded and loaded into memory. You can run `curl localhost:8000/health` to check if the server is ready or watch the logs with `docker logs -f <container_id>`. docker run --detach --gpus=all --publish 8000:8000 --volume hf-hub-cache:/home/ubuntu/.cache/huggingface/hub --env WHISPER__MODEL=$WHISPER__MODEL ghcr.io/speaches-ai/speaches:latest-cuda # or you can run it on a CPU # docker run --detach --publish 8000:8000 --volume hf-hub-cache:/home/ubuntu/.cache/huggingface/hub --env WHISPER__MODEL=$WHISPER__MODEL ghcr.io/speaches-ai/speaches:latest-cpu # Download the audio from a YouTube video. In this example I'm downloading "The Evolution of the Operating System" by Asionometry YouTube channel. I highly checking this channel out, the guy produces very high content. If you don't have `youtube-dl`, you'll have to install it. https://github.com/ytdl-org/youtube-dl youtube-dl --extract-audio --audio-format mp3 -o the-evolution-of-the-operating-system.mp3 'https://www.youtube.com/watch?v=1lG7lFLXBIs' # Make a request to the API to transcribe the audio. The response will be streamed to the terminal and saved to a file. The video is 30 minutes long, so it might take a while to transcribe, especially if you are running this on a CPU. `Systran/faster-distil-whisper-large-v3` takes ~30 seconds on Nvidia L4. `Systran/faster-whisper-tiny.en` takes ~1 minute on Ryzen 7 7700X. The .txt file in the example was transcribed using `Systran/faster-distil-whisper-large-v3`. curl -s http://localhost:8000/v1/audio/transcriptions -F "file=@the-evolution-of-the-operating-system.mp3" -F "language=en" -F "response_format=text" | tee the-evolution-of-the-operating-system.txt # Here I'm using `aichat` which is a CLI LLM client. You could use any other client that supports attaching/uploading files. https://github.com/sigoden/aichat aichat -m openai:gpt-4o -f the-evolution-of-the-operating-system.txt 'What companies are mentioned in the following Youtube video transcription? Responed with just a list of names' # 1. OpenAI # 2. General Motors Research Lab # 3. IBM # 4. Univac # 5. MIT # 6. Bell Labs # 7. Honeywell # 8. Intel # 9. Digital Research # 10. Apple # 11. Microsoft # 12. VisitCorp # 13. Lotus # 14. AT&T # 15. Palm # 16. Symbian # 17. Nokia # 18. Verizon # 19. Singular # 20. Google aichat -m openai:gpt-4o -f the-evolution-of-the-operating-system.txt 'Provide a summary of key events and their dates from the following Youtube video transcription' # Certainly! Here is a summary of key events and their dates from the video transcription: # # 1. **1956**: General Motors Research Lab developed batch computing software for the IBM 701 mainframe. # 2. **1956**: Univac 1103a introduced the concept of the Interrupt. # 3. **1959**: John McCarthy proposed the concept of time-sharing operating systems. # 4. **1961**: MIT team led by Fernando Corvado developed a prototype time-sharing system on the IBM 709. # 5. **1962**: MIT announced the Compatible Time-Sharing System (CTSS). # 6. **1964**: MIT, Bell Labs, and General Electric began developing Multics. # 7. **1964**: IBM announced the System 360 computer line. # 8. **1969**: Bell Labs pulled out of the Multics project. # 9. **1971**: Intel released the first microprocessor, the 4004. # 10. **1973**: Intel released the updated 808 microprocessor. # 11. **1974**: Intel released the 8080 microprocessor. # 12. **1980**: IBM began a secret project to create the IBM PC. # 13. **1981**: IBM PC was released with PC DOS, developed by Microsoft. # 14. **1983**: Microsoft released the first version of Windows. # 15. **1993**: Microsoft Office had 90% of the productivity market. # 16. **1993**: Apple released the Newton PDA. # 17. **1996**: Microsoft released Windows CE for PDAs. # 18. **1998**: Major phone makers adopted the Symbian OS. # 19. **2007**: Apple released the iPhone. # 20. **2008**: Apple opened the App Store. # 21. **2008**: Google pivoted Android to compete with iOS. # # These events highlight the evolution of operating systems from batch computing to time-sharing, the rise of personal computers, and the development of mobile operating systems.