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+ ---
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+ license: apache-2.0
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+ language:
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+ - bn
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+ base_model:
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+ - sha1779/BengaliRegionalASR
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+ pipeline_tag: automatic-speech-recognition
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+ ---
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+
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+ This is the CTranslate2 version which is faster than base version.
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+
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+ ## requirements
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+ ```bash
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+ pip install ctranslate2
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+ ```
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+ ## Base model to Ctranslate format conversion
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+ ```bash
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+ !ct2-transformers-converter --model sha1779/BengaliRegionalASR --output_dir sha1779/Faster_BengaliRegionalASR --copy_files tokenizer.json preprocessor_config.json --quantization float16
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+ ```
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+
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+ ## Run the model
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+ ```bash
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+ pip install faster-whisper
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+
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+ ```
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+
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+ ```python
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+ from faster_whisper import WhisperModel
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+
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+ model_size = "sha1779/Faster_BengaliRegionalASR"
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+
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+ model = WhisperModel(model_size, device="cuda", compute_type="float16")
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+ segments, info = model.transcribe("audio.mp3", beam_size=5, language="en", condition_on_previous_text=False)
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+
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+ for segment in segments:
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+ print("[%.2fs -> %.2fs] %s" % (segment.start, segment.end, segment.text))
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+
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+ ```
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+