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This repository provides easy-to-use benchmarks using audio and video content from the Internet Archive, specifically targeting various challenging scenarios in audio recordings. This repository provides easy-to-use benchmarks using audio and video content from the Internet Archive, specifically targeting various challenging scenarios in audio recordings.
Based on https://gitlab.com/aadnk/whisper-webui
## Models
| Model | Command |
|-|-|
|faster-large-v3| --whisper_implementation faster-whisper --model large-v3 |
|faster-medium| --whisper_implementation faster-whisper --model medium |
|faster-small| --whisper_implementation faster-whisper --model small |
|faster-tiny| --whisper_implementation faster-whisper --model tiny |
## Links ## Links
| Categories | Title | Links | Videos are chosen for being short and matching their given category
|-----------------------|-----------------------|-------------------------------------------------------------------------------------------------------|
| Poor mic placement | Body camera footage from July 10 traffic stop | [Internet Archive](https://archive.org/details/cobmn-Body_camera_footage_from_July_10_traffic_stop) | | Categories | Title | Links | Length | Type |
| Thick accents | Moonshine for Medicine Popcorn Sutton | [Internet Archive](https://archive.org/details/this-is-the-last-dam-run-of-likker-ill-ever-make-full-movie/+Moonshine+for+Medicine++++Popcorn+Sutton.mp4) | |-|-|-|-|-|
| Artifacts in audio | 2002 007 Movie Trailer Commercial Bad Video | [Internet Archive](https://archive.org/details/2002variouscommercials/2002+007+Movie+Trailer+Commercial+Bad+Video.mp4) | | Poor mic placement | Body camera footage from July 10 traffic stop | [Internet Archive](https://archive.org/details/cobmn-Body_camera_footage_from_July_10_traffic_stop) | 2:22 | MP4 |
| Ideal audio (one speaker) | 8 Bit Bookclub | [Internet Archive](https://archive.org/details/8-bit-bookclub/36+-+ANNOUNCEMENT++SUMMER+HIATUS.mp3) | | Thick accents | Moonshine for Medicine Popcorn Sutton | [Internet Archive](https://archive.org/details/this-is-the-last-dam-run-of-likker-ill-ever-make-full-movie/+Moonshine+for+Medicine++++Popcorn+Sutton.mp4) | 1:35 | MP4 |
| Artifacts in audio | 2002 007 Movie Trailer Commercial Bad Video | [Internet Archive](https://archive.org/details/2002variouscommercials/2002+007+Movie+Trailer+Commercial+Bad+Video.mp4) | 0:14 | MP4 |
| Ideal audio (one speaker) | 8 Bit Bookclub | [Internet Archive](https://archive.org/details/8-bit-bookclub/36+-+ANNOUNCEMENT++SUMMER+HIATUS.mp3) | 1:44 | MP3 |
## How to Run Whisper Benchmarks ## How to Run Whisper Benchmarks
@ -17,17 +30,18 @@ This repository provides easy-to-use benchmarks using audio and video content fr
## Results ## Results
Links are embeded for each category Results are for the complete run which includes loading the model, running VAD, and running the transcription. Links are embeded for each category
### CPU Benchmarks ### CPU Benchmarks
| CPU Model | Poor mic placement (s) | Thick accents (s) | Artifacts in audio (s) | Ideal audio (one speaker) | (Docker/Native) | | CPU Model | Poor mic placement (s) | Thick accents (s) | Artifacts in audio (s) | Ideal audio (s) | (Docker/Native) | Model |
|-|-|-|-|-|-| |-|-|-|-|-|-|-|
### GPU Benchmarks ### GPU Benchmarks
| GPU Model | Poor mic placement (s) | Thick accents (s) | Artifacts in audio (s) | Ideal audio (one speaker) | (Docker/Native) | | GPU Model | Poor mic placement (s) | Thick accents (s) | Artifacts in audio (s) | Ideal audio (s) | (Docker/Native) | Model |
|-|-|-|-|-|-| |-|-|-|-|-|-|-|
| RTX 2060S | 2.14 | 9.99 | 5.07 | 11.02 | Native | Faster-Medium |
## Example ## Example