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https://github.com/QuentinFuxa/WhisperLiveKit.git
synced 2026-04-26 16:45:46 +00:00
import backend from __init__
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@@ -23,15 +23,19 @@ def load_audio_chunk(fname, beg, end):
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class ASRBase:
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# join transcribe words with this character (" " for whisper_timestamped, "" for faster-whisper because it emits the spaces when neeeded)
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sep = " "
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sep = " " # join transcribe words with this character (" " for whisper_timestamped,
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# "" for faster-whisper because it emits the spaces when neeeded)
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def __init__(self, lan, modelsize=None, cache_dir=None, model_dir=None):
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self.transcribe_kargs = {}
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self.original_language = lan
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self.import_backend()
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self.model = self.load_model(modelsize, cache_dir, model_dir)
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def import_backend(self):
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raise NotImplemented("must be implemented in the child class")
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def load_model(self, modelsize, cache_dir):
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raise NotImplemented("must be implemented in the child class")
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@@ -49,11 +53,14 @@ class ASRBase:
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class WhisperTimestampedASR(ASRBase):
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"""Uses whisper_timestamped library as the backend. Initially, we tested the code on this backend. It worked, but slower than faster-whisper.
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On the other hand, the installation for GPU could be easier.
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"""
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If used, requires imports:
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sep = " "
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def import_backend(self):
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global whisper, whisper_timestamped
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import whisper
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import whisper_timestamped
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"""
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def load_model(self, modelsize=None, cache_dir=None, model_dir=None):
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if model_dir is not None:
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@@ -89,8 +96,12 @@ class FasterWhisperASR(ASRBase):
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sep = ""
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def import_backend(self):
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global faster_whisper
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import faster_whisper
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def load_model(self, modelsize=None, cache_dir=None, model_dir=None):
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from faster_whisper import WhisperModel
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#from faster_whisper import WhisperModel
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if model_dir is not None:
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@@ -465,11 +476,11 @@ if __name__ == "__main__":
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#asr = WhisperASR(lan=language, modelsize=size)
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if args.backend == "faster-whisper":
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from faster_whisper import WhisperModel
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#from faster_whisper import WhisperModel
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asr_cls = FasterWhisperASR
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else:
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import whisper
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import whisper_timestamped
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#import whisper
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#import whisper_timestamped
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# from whisper_timestamped_model import WhisperTimestampedASR
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asr_cls = WhisperTimestampedASR
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