Update app.py
Browse files
app.py
CHANGED
@@ -1,21 +1,38 @@
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import gradio as gr
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from nemo.collections.asr.models import ASRModel
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# Load the NeMo ASR model
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model = ASRModel.from_pretrained("nvidia/canary-1b")
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model.eval()
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if audio is None:
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raise gr.InterfaceError("Please provide some input audio")
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# Perform speech recognition
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transcription = model.transcribe([audio])
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return transcription[0]
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audio_input = gr.
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iface = gr.Interface(transcribe, audio_input, "text", title="ASR with NeMo Canary Model")
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iface.launch()
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import gradio as gr
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import torch
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from nemo.collections.asr.models import ASRModel
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# Load the NeMo ASR model
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model = ASRModel.from_pretrained("nvidia/canary-1b")
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model.eval()
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# Load the keyword spotting model
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kws_model = torch.hub.load('snakers4/silero-vad', 'silero_vad')
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def detect_trigger(audio):
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if audio is None:
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raise gr.InterfaceError("Please provide some input audio: either upload an audio file or use the microphone")
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# Perform keyword spotting
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is_triggered = kws_model(audio) # You need to adapt this line to the actual API of your keyword spotting model
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return is_triggered
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def transcribe_triggered(audio):
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if audio is None:
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raise gr.InterfaceError("Please provide some input audio: either upload an audio file or use the microphone")
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# Check if trigger word is detected
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is_triggered = detect_trigger(audio)
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if not is_triggered:
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return "Trigger word not detected."
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# Perform speech recognition
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transcription = model.transcribe([audio])
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return transcription[0]
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audio_input = gr.components.Audio()
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iface = gr.Interface(transcribe_triggered, audio_input, "text", title="ASR with NeMo Canary Model (Triggered by 'Hey Alexa')")
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iface.launch()
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