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21 sept. 2022 · Whisper is an automatic speech recognition (ASR) system trained on 680,000 hours of multilingual and multitask supervised data collected from the web. We show that the use of such a large and diverse dataset leads to improved robustness to accents, background noise and technical language.
Whisper : Libres comme le vent est un film réalisé par Katja von Garnier avec Hanna Binke, Marvin Linke. Synopsis : C'est l'histoire d'une rencontre entre une adolescente, Mika, et un cheval ...
- (117)
- min | Aventure, Famille
- Katja von Garnier
- 2020-04-01
- Overview
- Approach
- Setup
- Available models and languages
- Command-line usage
- Python usage
- More examples
- License
[Blog] [Paper] [Model card] [Colab example]
Whisper is a general-purpose speech recognition model. It is trained on a large dataset of diverse audio and is also a multitasking model that can perform multilingual speech recognition, speech translation, and language identification.
A Transformer sequence-to-sequence model is trained on various speech processing tasks, including multilingual speech recognition, speech translation, spoken language identification, and voice activity detection. These tasks are jointly represented as a sequence of tokens to be predicted by the decoder, allowing a single model to replace many stage...
We used Python 3.9.9 and PyTorch 1.10.1 to train and test our models, but the codebase is expected to be compatible with Python 3.8-3.11 and recent PyTorch versions. The codebase also depends on a few Python packages, most notably OpenAI's tiktoken for their fast tokenizer implementation. You can download and install (or update to) the latest release of Whisper with the following command:
Alternatively, the following command will pull and install the latest commit from this repository, along with its Python dependencies:
To update the package to the latest version of this repository, please run:
It also requires the command-line tool ffmpeg to be installed on your system, which is available from most package managers:
There are five model sizes, four with English-only versions, offering speed and accuracy tradeoffs. Below are the names of the available models and their approximate memory requirements and inference speed relative to the large model; actual speed may vary depending on many factors including the available hardware.
The .en models for English-only applications tend to perform better, especially for the tiny.en and base.en models. We observed that the difference becomes less significant for the small.en and medium.en models.
The following command will transcribe speech in audio files, using the medium model:
The default setting (which selects the small model) works well for transcribing English. To transcribe an audio file containing non-English speech, you can specify the language using the --language option:
Adding --task translate will translate the speech into English:
Run the following to view all available options:
Transcription can also be performed within Python:
Internally, the transcribe() method reads the entire file and processes the audio with a sliding 30-second window, performing autoregressive sequence-to-sequence predictions on each window.
Please use the 🙌 Show and tell category in Discussions for sharing more example usages of Whisper and third-party extensions such as web demos, integrations with other tools, ports for different platforms, etc.
Whisper's code and model weights are released under the MIT License. See LICENSE for further details.
20 mai 2023 · Whisper est un système de reconnaissance vocale de l'IA développé par Open AI, qui permet de convertir un audio en texte en français. Découvrez comment utiliser Whisper avec Google Colab et ajouter les sous-titres aux vidéos YouTube.
En ce moment, vous pouvez regarder "Whisper - Libres comme le vent" en streaming sur Amazon Prime Video, Canal+. Il est également possible de louer "Whisper - Libres comme le vent" sur Bbox VOD, Amazon Video, Apple TV en ligne ou de le télécharger sur Apple TV, Amazon Video.
- (283)
- Neda Rahmanian
- Katja Von Garnier
- 21
Retrouvez tout le casting du film Whisper : Libres comme le vent réalisé par Katja von Garnier avec Hanna Binke, Marvin Linke, Cornelia Froboess.
Mika, une adolescente qui n'est jamais montée à cheval, est punie par ses parents et doit aller passer ses vacances chez sa grand mère. Là-bas, elle fait la rencontre d'un étalon noir nommé Whisper. Promis à l'abattoir, l'animal réputé indomptable se laisse progressivement apprivoiser.
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