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The models also exhibit disparate performance on different accents and dialects of particular languages which may include higher word error rate across speakers of different genders races ages or other demographic criteria Remember that the best way to determine which model works for купить turbine wash specific use case is to experiment with different options and evaluate the results against your specific requirements We strongly recommend that users perform robust evaluations of the models in a particular context and domain before deploying them We recommend using Flash Attention 7 if your GPU supports it and you are not using torch compile Note Speed is relative to the large model higher is faster Whisper is a state of the art model for automatic speech recognition ASR and speech translation proposed in the paper Robust Speech Recognition via Large Scale Weak Supervision by Alec Radford et al For more information about how to use the SDPA refer to the Transformers SDPA documentation Whisper is an automatic speech recognition ASR system created by OpenAI that can convert natural speech into text They show strong ASR results in 65 languages Finally the model can be made to predict timestamps