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We describe a simple quantum algorithm for preparing copies of an -dimensional quantum state whose amplitudes are given by a quantum oracle. Our result extends a previous work of Grover, who showed how to prepare one copy in time . In comparison with the naive solution obtained by repeating this procedure~ times, our algorithm achieves the optimal running time of . Our technique uses a refinement of the quantum rejection sampling method employed by Grover. As a direct application, we obtain a similar speed-up for obtaining independent samples from a distribution whose probability vector is given by a quantum oracle.

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