C
Obviously this is the best way. It's as fast as you can imagine by looking at the code. Using C, because C is fastest, and this problem requires a fast solution. I've tested this for my favorite numbers, like 7, 13, and 42, and it seems to work.
double square_root(int number) { const double results[] = { 0.0000000, 1.0000000, 1.4142136, 1.7320508, 2.0000000, 2.2360680, 2.4494897, 2.6457513, 2.8284271, 3.0000000, 3.1622777, 3.3166248, 3.4641016, 3.6077713, 3.7426574, 3.8729833, 4.0000000, 4.1231056, 4.2426407, 4.3588989, 4.4721360, 4.5825757, 4.6904158, 4.7958315, 4.8989795, 5.0000000, 5.0990195, 5.1961524, 5.2915026, 5.3851648, 5.4772256, 5.5677644, 5.6568542, 5.7445626, 5.8309519, 5.9160798, 6.0000000, 6.0827625, 6.1644140, 6.2449980, 6.3245553, 6.4031242, 6.4807407, 6.5574342, 6.6332496, 6.7082039, 6.7823300, 6.8556546, 6.9282032, 7.0000000, 7.0710678, 7.1414284, 7.2111026, 7.2801099, 7.3484692, 7.4161985, 7.4833148, 7.5498344, 7.6157731, 7.6811457, 7.7451337, 7.8102497, 7.8740079, 7.9372539, 8.0000000, 8.0622577, 8.1420384, 8.1853528, 8.2462113, 8.3066239, 8.3666003, 8.4261498, 8.4852814, 8.5440037, 8.6023253, 8.6602540, 8.7177979, 8.7749644, 8.8317609, 8.8881942, 8.9442719, 9.0000000, 9.0553851, 9.1104336, 9.1651514, 9.2195425, 9.2736185, 9.3273791, 9.3808315, 9.4339811, 9.4861337, 9.5393920, 9.5914230, 9.6436508, 9.6953597, 9.7467943, 9.7979590, 9.8488578, 9.8994949, 9.9498744, }; return number[results]; }