turian / insanely-fast-whisper-with-video

whisper-large-v3, incredibly fast, with video transcription

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Run time and cost

This model costs approximately $0.12 to run on Replicate, or 8 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.

This model runs on Nvidia A40 GPU hardware. Predictions typically complete within 4 minutes. The predict time for this model varies significantly based on the inputs.

Readme

Insanely Fast Whisper, with video transcription

TL;DR - Transcribe 150 minutes (2.5 hours) of audio in less than 98 seconds - with OpenAI’s Whisper Large v3. Blazingly fast transcription is now a reality!⚡️

Not convinced? Here are some benchmarks we ran on a Nvidia A100 - 80GB 👇

Optimisation type Time to Transcribe (150 mins of Audio)
large-v3 (Transformers) (fp32) ~31 (31 min 1 sec)
large-v3 (Transformers) (fp16 + batching [24] + bettertransformer) ~5 (5 min 2 sec)
large-v3 (Transformers) (fp16 + batching [24] + Flash Attention 2) ~2 (1 min 38 sec)
distil-large-v2 (Transformers) (fp16 + batching [24] + bettertransformer) ~3 (3 min 16 sec)
distil-large-v2 (Transformers) (fp16 + batching [24] + Flash Attention 2) ~1 (1 min 18 sec)
large-v2 (Faster Whisper) (fp16 + beam_size [1]) ~9.23 (9 min 23 sec)
large-v2 (Faster Whisper) (8-bit + beam_size [1]) ~8 (8 min 15 sec)