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In [1]: import numpy.random\n \n In [2]: rng = np.random.default_rng()\n \n In [3]: %timeit -n 1 rng.standard_normal(100000)\n    ...: %timeit -n 1 numpy.random.standard_normal(100000)\n    ...: \n-1.36 ms +- 20.5 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n-2.62 ms +- 49.3 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n+2.27 ms +- 70.8 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n+5.42 ms +- 36.3 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n 
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In [4]: %timeit -n 1 rng.standard_exponential(100000)\n    ...: %timeit -n 1 numpy.random.standard_exponential(100000)\n    ...: \n-732 us +- 10.1 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n-1.92 ms +- 8.05 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n+1.34 ms +- 31.7 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n+3.57 ms +- 32.6 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n 
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In [5]: %timeit -n 1 rng.standard_gamma(3.0, 100000)\n    ...: %timeit -n 1 numpy.random.standard_gamma(3.0, 100000)\n    ...: \n-2.68 ms +- 22.1 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n-5.06 ms +- 11.3 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n+5.46 ms +- 43.5 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n+9.8 ms +- 44.7 us per loop (mean +- std. dev. of 7 runs, 1 loop each)\n 
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In [6]: rng = np.random.default_rng()\n \n In [7]: rng.random(3, dtype=np.float64)\n-Out[7]: array([0.91438936, 0.36837562, 0.67942914])\n+Out[7]: array([0.51511368, 0.90237344, 0.35387021])\n \n In [8]: rng.random(3, dtype=np.float32)\n-Out[8]: array([0.38148934, 0.36816353, 0.74277556], dtype=float32)\n+Out[8]: array([0.5956226 , 0.48274744, 0.5823649 ], dtype=float32)\n \n In [9]: rng.integers(0, 256, size=3, dtype=np.uint8)\n-Out[9]: array([ 84, 151,  84], dtype=uint8)\n+Out[9]: array([198,  64, 189], dtype=uint8)\n 
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