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8318150
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Parent(s):
3afb54d
first app
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app.py
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import tensorflow as tf
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from transformers import Speech2TextProcessor, TFSpeech2TextForConditionalGeneration
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from datasets import load_dataset
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import soundfile as sf
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model = TFSpeech2TextForConditionalGeneration.from_pretrained(
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"facebook/s2t-small-librispeech-asr", from_pt=True
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)
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processor = Speech2TextProcessor.from_pretrained("facebook/s2t-small-librispeech-asr")
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def map_to_array(batch):
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speech, _ = sf.read(batch["file"])
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batch["speech"] = speech
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return batch
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ds = load_dataset("hf-internal-testing/librispeech_asr_dummy", "clean", split="validation")
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ds = ds.map(map_to_array)
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ds.set_format(type="tf")
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input_features = processor(
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ds["speech"][0], sampling_rate=16000, return_tensors="tf"
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).input_features # Batch size 1
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generated_ids = model.generate(input_features)
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transcription = processor.batch_decode(generated_ids)
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