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import os
import gradio as gr
import numpy as np
import librosa
import torch
from transformers import Speech2TextProcessor, Speech2TextForConditionalGeneration
from dotenv import load_dotenv
load_dotenv()
os.environ["PATH"] += ".\env\Lib\site-packages\ffprobe"
OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
MODEL = os.getenv("MODEL")
model = Speech2TextForConditionalGeneration.from_pretrained(
"facebook/s2t-small-librispeech-asr"
)
processor = Speech2TextProcessor.from_pretrained("facebook/s2t-small-librispeech-asr")
def transcribe(audio):
input, rate = librosa.load(
audio, sr=16000
) # Downsample original frequency to 16000hrz
inputs = processor(input, sampling_rate=rate, return_tensors="pt")
generated_ids = model.generate(
inputs["input_features"], attention_mask=inputs["attention_mask"]
)
transcription = processor.batch_decode(generated_ids, skip_special_tokens=True)
return transcription
gr.Interface(
fn=transcribe, inputs=gr.Audio(source="microphone", type="filepath"), outputs="text"
).launch()
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