vaibhavs10 / incredibly-fast-whisper

whisper-large-v3, incredibly fast, powered by Hugging Face Transformers! 🤗

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Run with an API
Playground API Examples README Versions

Run time and cost

This model costs approximately $0.0084 to run on Replicate, or 119 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 (Large) GPU hardware. Predictions typically complete within 12 seconds.

Readme

Incredibly Fast Whisper

Powered by 🤗 Transformers, Optimum & flash-attn

TL;DR - Transcribe 150 minutes of audio in 100 seconds - with OpenAI’s Whisper Large v3. Blazingly fast transcription is now a reality!⚡️

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