Spaces:
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Vinicius Oliveira
commited on
Commit
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1b4bf5a
1
Parent(s):
b01f775
adicionando requirements e app
Browse files- app.py +40 -0
- requirements.txt +4 -0
app.py
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import gradio as gr
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import speech_recognition as sr
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from pydub import AudioSegment
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from transformers import Wav2Vec2ForCTC, Wav2Vec2Processor
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import os
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import torch
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tokenizer = Wav2Vec2Processor.from_pretrained('jonatasgrosman/wav2vec2-large-xlsr-53-portuguese')
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model = Wav2Vec2ForCTC.from_pretrained('jonatasgrosman/wav2vec2-large-xlsr-53-portuguese')
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# Load the pre-trained speech recognition model
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recognizer = sr.Recognizer()
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def recognize_speech(audio_path):
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print(audio_path)
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# Perform speech recognition on the captured audio
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try:
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clip = AudioSegment.from_file(audio_path)
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clip = clip.set_frame_rate(16000)
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print(clip)
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x = torch.FloatTensor(clip.get_array_of_samples())
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inputs = tokenizer(x, sampling_rate=16000, return_tensors='pt', padding='longest').input_values
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logits = model(inputs).logits
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tokens = torch.argmax(logits, axis=-1)
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text = tokenizer.batch_decode(tokens)
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return str(text).lower()
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except sr.UnknownValueError:
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return "Could not understand the audio."
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except sr.RequestError as e:
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return f"Error accessing the Google Speech Recognition service: {e}"
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# Create the Gradio interface with microphone input
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audio_recognizer_interface = gr.Interface(
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fn=recognize_speech,
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inputs=gr.inputs.Audio(source="microphone", type="filepath", label="Speak into the microphone..."),
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outputs="text",
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title="Real-time Speech Recognition"
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)
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# Run the interface
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audio_recognizer_interface.launch()
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requirements.txt
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speech_recognition
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pydub
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transformers
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torch
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