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| import gradio as gr | |
| from gradio.mix import Series | |
| description = """ | |
| This space mixes DReAMy's large-multilingual [emotion-classification model](https://github.com/lorenzoscottb/DReAMy) with Whisper from OpenAI, | |
| to classify recordings on their emotional content accordingly to the Hall and Van de Castle framework. For more details, | |
| see the [Bertolini et al., 23](https://arxiv.org/abs/2302.14828v1) pre-print. | |
| Disclaimer: if you run into the `503, Error: Model [model_name] is currently loading` error message, just wait and or refresh the page. | |
| The indicated model still has to be loaded by the API. | |
| """ | |
| title = "DReAM v. II" | |
| whisper = gr.Interface.load("models/openai/whisper-large") | |
| interface_model_L = gr.Interface.load("models/DReAMy-lib/xlm-roberta-large-DreamBank-emotion-presence") | |
| Series( | |
| whisper, | |
| interface_model_L, | |
| description = description, | |
| title = title, | |
| inputs = gr.Audio(source="microphone"), | |
| ).launch() | |