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# Training a Vision Transformer on SpeechCommands
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# Train a Keyword Spotting Transformer on Speech Commands
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An example of training a Keyword Spotting Transformer[^1] on the Speech
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Commands dataset[^2] with MLX. All supervised only configurations from the
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paper are available.The example also illustrates how to use [MLX
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paper are available. The example also illustrates how to use [MLX
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Data](https://github.com/ml-explore/mlx-data) to load and process an audio
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dataset.
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@ -146,7 +146,9 @@ def main(args):
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)
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val_acc, val_throughput = test_epoch(model, val_data)
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print(f"Epoch: {epoch} | Val acc {val_acc.item():.3f} | Throughput: {val_throughput.item():.2f} samples/sec")
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print(
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f"Epoch: {epoch} | Val acc {val_acc.item():.3f} | Throughput: {val_throughput.item():.2f} samples/sec"
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)
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if val_acc >= best_acc:
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best_acc = val_acc
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