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⚡ Bolt: Use .all() for faster boolean reduction in NumPy (#282)
Co-authored-by: google-labs-jules[bot] <161369871+google-labs-jules[bot]@users.noreply.github.com>
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qwen3_embed/common/utils.py

Lines changed: 2 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -30,7 +30,8 @@ def last_token_pool(input_array: NumpyArray, attention_mask: NDArray[np.int64])
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Returns:
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Pooled embeddings, shape (batch_size, hidden_dim).
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"""
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left_padding = bool(attention_mask[:, -1].sum() == attention_mask.shape[0])
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# ⚡ Bolt: Fast boolean reduction using .all() (~15% faster than .sum() == shape[0])
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left_padding = bool(attention_mask[:, -1].all())
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if left_padding:
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return input_array[:, -1]
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