Vaibhavs10/insanely-fast-whisper

insanely-fast-whisper accelerates Whisper transcription using Transformers, Optimum, and flash attention.

github.com/Vaibhavs10/insanely-fast-whisper
Vaibhavs10/insanely-fast-whisper homepage screenshot

About Vaibhavs10/insanely-fast-whisper

insanely-fast-whisper is an open-source command-line tool that transcribes audio files on-device using Whisper with Transformers, Optimum and flash attention. It accepts a local file path or URL and saves transcription to output.json by default, with options for model selection, transcribe or translate tasks, language detection, batch size and device.

The project reports transcribing 150 minutes of audio in less than 98 seconds with Whisper Large v3, with benchmarks listed for Nvidia A100 80GB and Google Colab T4. Use is limited to NVIDIA GPUs and Mac devices with CUDA or MPS, and transcription is run with flags such as --device-id, --flash and --model-name.

Key features

  • Transcribe audio files via on-device command-line interface
  • Accept local file path or URL as input
  • Support Whisper Large v3 and Distil-Whisper models
  • Optional Flash Attention 2 acceleration flag
  • Transcribe or translate tasks with language auto-detection
  • Adjustable batch size and device selection for CUDA and MPS
Best for: People with an NVIDIA GPU or Mac who want to run Whisper transcription locally from the terminal.
Good for
  • Reported to transcribe 150 minutes of audio in less than 98 seconds with Whisper Large v3
  • Runs transcription on-device via the command line
  • Supports Flash Attention 2 and Distil-Whisper models via flags
Watch out for
  • Only works on NVIDIA GPUs and Mac, with CUDA or MPS devices
  • pipx can install outdated version 0.0.8 on Python 3.11 without --ignore-requires-python flag
  • Batch size may need to be reduced if out-of-memory errors occur

Vaibhavs10/insanely-fast-whisper at a glance

Type
Open-source project
Pricing
Not confirmed. Check the site
Open source
Yes · Source code
Language
English
Last checked
Oct 6, 2026 · Online when checked
Listed
Oct 5, 2026

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Vaibhavs10/insanely-fast-whisper FAQ

How do I transcribe a file on macOS?
Add the --device-id mps flag to the command.
How do I use Flash Attention 2?
Add --flash True to the transcribe command.
Can I use it without installing?
Yes, run pipx run insanely-fast-whisper --file-name .
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