deploy app
Browse files- app.py +37 -0
- packages.txt +3 -0
- requirements.txt +3 -0
app.py
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import gradio as gr
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import nemo.collections.asr as nemo_asr
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from pydub import AudioSegment
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import pyaudioconvert as pac
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hf_model = nemo_asr.models.EncDecRNNTBPEModel.from_pretrained(
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model_name="mbazaNLP/stt_rw_sw_lg_conformer_ctc_large")
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def convert (audio):
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file_name = audio.name
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if file_name.endswith("mp3") or file_name.endswith("wav") or file_name.endswith("ogg"):
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if file_name.endswith("mp3"):
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sound = AudioSegment.from_mp3(audio.name)
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sound.export(audio.name, format="wav")
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elif file_name.endswith("ogg"):
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sound = AudioSegment.from_ogg(audio.name)
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sound.export(audio.name, format="wav")
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else:
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return False
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pac.convert_wav_to_16bit_mono(audio.name,audio.name)
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return True
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def transcribe(audio, audio_microphone):
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audio = audio_microphone if audio_microphone else audio
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if convert(audio)== False:
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return "The format must be mp3,wav and ogg"
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result= hf_model.transcribe([audio.name])
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return result[0]
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gradio_ui = gr.Interface(
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fn=transcribe,
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title="East african languages Speech Recognition",
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description="Upload an audio clip or record from browser using microphone, and let AI do the hard work of transcribing. The supported languages are Kinyarwanda, Swahili and Luganda",
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inputs=[gr.inputs.Audio(label="Upload Audio File", type="file", optional=True), gr.inputs.Audio(source="microphone", type="file", optional=True, label="Record from microphone")],
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outputs=[gr.outputs.Textbox(label="Recognized speech")]
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)
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gradio_ui.launch(enable_queue=True)
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packages.txt
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libsndfile1
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ffmpeg
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sox
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requirements.txt
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pydub
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pyaudioconvert
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nemo_toolkit[asr]
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