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Create asr.py
Browse files- services/asr.py +24 -0
services/asr.py
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import torch
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from transformers import pipeline
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class Transcriber:
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def __init__(self, conf):
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self.conf = conf
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self.pipeline = self.asr_pipeline()
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def asr_pipeline(self):
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return pipeline(
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self.conf["model"]["asr"]["type"],
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model=self.conf["model"]["asr"]["transcriber"],
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device=0 if torch.cuda.is_available() else -1 # Use 0 for GPU, -1 for CPU
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)
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def run(self, file_path):
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kwargs = {"max_new_tokens": self.conf["model"]["asr"]["max_new_tokens"]}
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output = self.pipeline(
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file_path,
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generate_kwargs=kwargs,
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return_timestamps=True,
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)
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print(output)
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return output.get("chunks", output) # Use .get to avoid key errors
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