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[D] What is the most efficient version of OpenAI Whisper?


[D] What is the most efficient version of OpenAI Whisper? - Reddit

I'm trying to understand the best Whisper implementation for a task to transcribe a big batch of videos (~10k videos, ~30min long).

Here's how we optimized Whisper ASR for enterprise scale - Gladia

While it does represent an exceptional achievement in the field, it was never designed by OpenAI as a production-ready enterprise tool. Case in point, most ...

faster-whisper is the same speed as openai/whisper for cpu ... - GitHub

I think on M1/2 cpu the performance is somehow degraded. I've done similar comparison transcribe Chinese audio of 7 minutes length. whisper.cpp ...

OpenAI Whisper vs. Deepgram - Benchmark Report

Both Deepgram and OpenAI use end-to-end deep learning to create their models. This is the most effective method for accurate and cost effective speech model ...

Demystifying OpenAI's new Whisper Turbo - by Amgad Hasan

The new model, named Whisper Large V3 Turbo, or Whisper Turbo for short, is as a faster and more efficient version of the large v3 whisper model with minimal ...

Faster Whisper transcription with CTranslate2 - GitHub

This implementation is up to 4 times faster than openai/whisper for the same accuracy while using less memory. The efficiency can be further improved with 8-bit ...

How to use whisper to handle long video? - OpenAI Developer Forum

OpenAI API runs whisper-v2-large, but could be v3-upgraded without you knowing, as the newly released model is the same size. 1 Like.

Whisper API: a) Timecodes; b) how good is open-source vs API?

How do they compare - is the API version built on a later model and is therefore more precise? I have used only “small” model as installed ...

Making OpenAI Whisper faster - Nikolas' Blog

The Whisper models from OpenAI are best-in-class in the field of automatic speech recognition in terms of quality.

Whisper API Limits - Transcriptions - OpenAI Developer Forum

You might have seen large-v2 model mentioned on Whisper's GitHub page. In my understanding, it is equivalent to whisper-1 , which is currently ...

OpenAI Whisper Audio Transcription Benchmarked on 18 GPUs

The fastest GPUs are about half the speed, dropping from over 3,000 WPM to a bit under 1,600 WPM. Similarly, the RTX 3050 went from 1,328 WPM to ...

API model whisper - Real cost - OpenAI Developer Forum

The OpenAI model is inherently a 30 second max model, and OpenAI does magic techniques to blend these inferences together themselves. If you ...

Is Whisper API really 10x more expensive than self hosted?

From my tests, inference using both the OpenAI Whisper API and self hosting “insanely fast whisper” on a 4090 is taking roughly 2 minutes for an hour of speech.

openai/whisper-large-v3 - Hugging Face

The large-v3 model shows improved performance over a wide variety of languages, showing 10% to 20% reduction of errors compared to Whisper large-v2 . For more ...

OpenAI Whisper Large V2 - Details & Model Comparison - YouTube

OpenAI Whisper silently released Large V2 mode. This video discusses the details of the model. - The "large-v2" model is trained for more ...

OpenAI Whisper: Robust Speech Recognition via Large-Scale Weak ...

Whisper performs better than the compared models on most datasets, especially on the Meanwhile dataset which is heavy with uncommon words.

The fastest way to run OpenAI Whisper Turbo on a Mac - YouTube

mlx-whisper is the fastest way to do automatic speech recognition on a Mac with OpenAI's Whisper models. In this video, we'll learn how to ...

Speeding up Whisper - Mobius Labs

The batched version of Whisper is remarkably efficient, averaging 12.5x faster than OpenAI's implementation. Notably, for longer files, such as those nearing 3 ...

openai/whisper-large - Hugging Face

Update: following the release of the paper, the Whisper authors announced a large-v2 model trained for 2.5x more epochs with regularization.

Make OpenAI Whisper 2-4x Faster in Python in 100 Seconds

... faster-whisper in Python. VoiGPT: https://voigpt.com Official Ai Austin Discord: https://discord.gg/VcqFnTcdva Help me make more videos ...